Gemini 3.1 Flash Lite

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  inputs: {
    audios: [
      'https://assets.runware.ai/assets/inputs/44b59a67-2fa0-40f1-89d8-6dc5b2733dad.mp3'
    ]
  },
  messages: [
    {
      role: 'user',
      content: 'Process this wholesale buyer voicemail into a sales-team action brief. Provide: 1) a faithful verbatim transcript; 2) a concise summary of no more than four bullets; 3) a table listing each style, color, total quantity, size breakdown, and maximum target landed cost; 4) every date, delivery window, payment term, requested document, hold instruction, and response deadline; and 5) prioritized action items with owners suggested by role, such as account manager, production, logistics, or compliance. Clearly flag anything unclear or missing. Do not infer unsupported details or silently correct the speaker.'
    }
  ]
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "inputs": {
                "audios": [
                    "https://assets.runware.ai/assets/inputs/44b59a67-2fa0-40f1-89d8-6dc5b2733dad.mp3"
                ]
            },
            "messages": [
                {
                    "role": "user",
                    "content": "Process this wholesale buyer voicemail into a sales-team action brief. Provide: 1) a faithful verbatim transcript; 2) a concise summary of no more than four bullets; 3) a table listing each style, color, total quantity, size breakdown, and maximum target landed cost; 4) every date, delivery window, payment term, requested document, hold instruction, and response deadline; and 5) prioritized action items with owners suggested by role, such as account manager, production, logistics, or compliance. Clearly flag anything unclear or missing. Do not infer unsupported details or silently correct the speaker."
                }
            ]
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "edbb355f-654e-4c6b-a284-1f3803a5b947",
      "model": "google:gemini@3.1-flash-lite",
      "inputs": {
        "audios": [
          "https://assets.runware.ai/assets/inputs/44b59a67-2fa0-40f1-89d8-6dc5b2733dad.mp3"
        ]
      },
      "messages": [
        {
          "role": "user",
          "content": "Process this wholesale buyer voicemail into a sales-team action brief. Provide: 1) a faithful verbatim transcript; 2) a concise summary of no more than four bullets; 3) a table listing each style, color, total quantity, size breakdown, and maximum target landed cost; 4) every date, delivery window, payment term, requested document, hold instruction, and response deadline; and 5) prioritized action items with owners suggested by role, such as account manager, production, logistics, or compliance. Clearly flag anything unclear or missing. Do not infer unsupported details or silently correct the speaker."
        }
      ]
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  inputs.audios.0=https://assets.runware.ai/assets/inputs/44b59a67-2fa0-40f1-89d8-6dc5b2733dad.mp3 \
  messages.0.role=user \
  messages.0.content="Process this wholesale buyer voicemail into a sales-team action brief. Provide: 1) a faithful verbatim transcript; 2) a concise summary of no more than four bullets; 3) a table listing each style, color, total quantity, size breakdown, and maximum target landed cost; 4) every date, delivery window, payment term, requested document, hold instruction, and response deadline; and 5) prioritized action items with owners suggested by role, such as account manager, production, logistics, or compliance. Clearly flag anything unclear or missing. Do not infer unsupported details or silently correct the speaker."

{
  "taskType": "textInference",
  "taskUUID": "edbb355f-654e-4c6b-a284-1f3803a5b947",
  "model": "google:gemini@3.1-flash-lite",
  "inputs": {
    "audios": [
      "https://assets.runware.ai/assets/inputs/44b59a67-2fa0-40f1-89d8-6dc5b2733dad.mp3"
    ]
  },
  "messages": [
    {
      "role": "user",
      "content": "Process this wholesale buyer voicemail into a sales-team action brief. Provide: 1) a faithful verbatim transcript; 2) a concise summary of no more than four bullets; 3) a table listing each style, color, total quantity, size breakdown, and maximum target landed cost; 4) every date, delivery window, payment term, requested document, hold instruction, and response deadline; and 5) prioritized action items with owners suggested by role, such as account manager, production, logistics, or compliance. Clearly flag anything unclear or missing. Do not infer unsupported details or silently correct the speaker."
    }
  ]
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  outputFormat: 'JSON',
  model: 'google:gemini@3.1-flash-lite',
  messages: [
    {
      role: 'user',
      content: 'Extract the lease terms below into the supplied JSON schema. Use ISO 8601 dates. Express monetary amounts in USD and preserve any unresolved conflict or missing term in review_flags rather than guessing.\n\nLEASE EXCERPT\nLease dated February 12, 2026, between Harbor Point Retail LLC (Landlord) and Juniper Bicycle Works, Inc. (Tenant) for Suite 140, 88 Meridian Avenue, Portland, Maine. The premises contain approximately 2,850 rentable square feet.\n\nThe term begins on the later of June 1, 2026 or the date Landlord delivers the premises with the base building work substantially complete. The term expires seven years after the Rent Commencement Date. Base rent is abated for the first three full calendar months following the Rent Commencement Date. Thereafter, annual base rent is $102,600 for Lease Years 1–2, $107,730 for Years 3–4, $113,116.50 for Years 5–6, and $118,772.33 for Year 7, payable in equal monthly installments.\n\nTenant\'s proportionate share of operating expenses is 4.75%. Tenant pays separately metered electricity and water. Landlord remains responsible for structural walls, roof membrane, and foundation, except to the extent damage is caused by Tenant.\n\nTenant has one five-year renewal option at fair market rent, but not less than the base rent payable during the final lease year. Tenant must provide written renewal notice no earlier than 15 months and no later than 12 months before expiration. Assignment requires Landlord\'s prior written consent, not to be unreasonably withheld, conditioned, or delayed.\n\nThe security deposit is $25,650. Exhibit C instead lists the deposit as $24,000. Tenant must maintain commercial general liability insurance of at least $2,000,000 per occurrence and $4,000,000 aggregate. The permitted use is the retail sale and repair of bicycles, cycling apparel, and related accessories, including customer test rides in areas designated by Landlord.'
    }
  ],
  jsonSchema: {
    name: 'retail_lease_abstract',
    strict: true,
    schema: {
      type: 'object',
      properties: {
        lease_date: {
          type: 'string',
          description: 'Lease execution date in ISO 8601 format.'
        },
        parties: {
          type: 'object',
          properties: {
            landlord: {
              type: 'string'
            },
            tenant: {
              type: 'string'
            }
          },
          required: [
            'landlord',
            'tenant'
          ],
          additionalProperties: false
        },
        premises: {
          type: 'object',
          properties: {
            suite: {
              type: 'string'
            },
            street_address: {
              type: 'string'
            },
            city: {
              type: 'string'
            },
            state: {
              type: 'string'
            },
            rentable_square_feet: {
              type: 'integer'
            },
            measurement_qualified: {
              type: 'boolean',
              description: 'True when the stated area is approximate or otherwise qualified.'
            }
          },
          required: [
            'suite',
            'street_address',
            'city',
            'state',
            'rentable_square_feet',
            'measurement_qualified'
          ],
          additionalProperties: false
        },
        term: {
          type: 'object',
          properties: {
            commencement_trigger: {
              type: 'string'
            },
            fixed_commencement_date: {
              type: [
                'string',
                'null'
              ]
            },
            term_years: {
              type: 'integer'
            },
            expiration_basis: {
              type: 'string'
            },
            free_rent_months: {
              type: 'integer'
            }
          },
          required: [
            'commencement_trigger',
            'fixed_commencement_date',
            'term_years',
            'expiration_basis',
            'free_rent_months'
          ],
          additionalProperties: false
        },
        base_rent_schedule: {
          type: 'array',
          items: {
            type: 'object',
            properties: {
              start_lease_year: {
                type: 'integer'
              },
              end_lease_year: {
                type: 'integer'
              },
              annual_rent_usd: {
                type: 'number'
              },
              monthly_rent_usd: {
                type: 'number'
              }
            },
            required: [
              'start_lease_year',
              'end_lease_year',
              'annual_rent_usd',
              'monthly_rent_usd'
            ],
            additionalProperties: false
          }
        },
        additional_economics: {
          type: 'object',
          properties: {
            operating_expense_share_percent: {
              type: 'number'
            },
            separately_metered_utilities: {
              type: 'array',
              items: {
                type: 'string'
              }
            },
            security_deposit_usd: {
              type: [
                'number',
                'null'
              ]
            }
          },
          required: [
            'operating_expense_share_percent',
            'separately_metered_utilities',
            'security_deposit_usd'
          ],
          additionalProperties: false
        },
        renewal_option: {
          type: 'object',
          properties: {
            option_count: {
              type: 'integer'
            },
            option_term_years: {
              type: 'integer'
            },
            rent_basis: {
              type: 'string'
            },
            notice_earliest_months_before_expiration: {
              type: 'integer'
            },
            notice_latest_months_before_expiration: {
              type: 'integer'
            }
          },
          required: [
            'option_count',
            'option_term_years',
            'rent_basis',
            'notice_earliest_months_before_expiration',
            'notice_latest_months_before_expiration'
          ],
          additionalProperties: false
        },
        operational_terms: {
          type: 'object',
          properties: {
            permitted_use: {
              type: 'string'
            },
            assignment_consent_standard: {
              type: 'string'
            },
            landlord_repair_responsibilities: {
              type: 'array',
              items: {
                type: 'string'
              }
            },
            liability_insurance_per_occurrence_usd: {
              type: 'number'
            },
            liability_insurance_aggregate_usd: {
              type: 'number'
            }
          },
          required: [
            'permitted_use',
            'assignment_consent_standard',
            'landlord_repair_responsibilities',
            'liability_insurance_per_occurrence_usd',
            'liability_insurance_aggregate_usd'
          ],
          additionalProperties: false
        },
        review_flags: {
          type: 'array',
          items: {
            type: 'object',
            properties: {
              field: {
                type: 'string'
              },
              severity: {
                type: 'string',
                enum: [
                  'low',
                  'medium',
                  'high'
                ]
              },
              issue: {
                type: 'string'
              },
              source_values: {
                type: 'array',
                items: {
                  type: 'string'
                }
              }
            },
            required: [
              'field',
              'severity',
              'issue',
              'source_values'
            ],
            additionalProperties: false
          }
        }
      },
      required: [
        'lease_date',
        'parties',
        'premises',
        'term',
        'base_rent_schedule',
        'additional_economics',
        'renewal_option',
        'operational_terms',
        'review_flags'
      ],
      additionalProperties: false
    },
    type: 'object',
    properties: {
      summary: {
        type: 'string'
      },
      keyPoints: {
        type: 'array',
        items: {
          type: 'string'
        }
      },
      confidence: {
        type: 'number',
        minimum: 0,
        maximum: 1
      }
    },
    required: [
      'summary',
      'keyPoints',
      'confidence'
    ],
    additionalProperties: false
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "outputFormat": "JSON",
            "model": "google:gemini@3.1-flash-lite",
            "messages": [
                {
                    "role": "user",
                    "content": "Extract the lease terms below into the supplied JSON schema. Use ISO 8601 dates. Express monetary amounts in USD and preserve any unresolved conflict or missing term in review_flags rather than guessing.\n\nLEASE EXCERPT\nLease dated February 12, 2026, between Harbor Point Retail LLC (Landlord) and Juniper Bicycle Works, Inc. (Tenant) for Suite 140, 88 Meridian Avenue, Portland, Maine. The premises contain approximately 2,850 rentable square feet.\n\nThe term begins on the later of June 1, 2026 or the date Landlord delivers the premises with the base building work substantially complete. The term expires seven years after the Rent Commencement Date. Base rent is abated for the first three full calendar months following the Rent Commencement Date. Thereafter, annual base rent is $102,600 for Lease Years 1–2, $107,730 for Years 3–4, $113,116.50 for Years 5–6, and $118,772.33 for Year 7, payable in equal monthly installments.\n\nTenant's proportionate share of operating expenses is 4.75%. Tenant pays separately metered electricity and water. Landlord remains responsible for structural walls, roof membrane, and foundation, except to the extent damage is caused by Tenant.\n\nTenant has one five-year renewal option at fair market rent, but not less than the base rent payable during the final lease year. Tenant must provide written renewal notice no earlier than 15 months and no later than 12 months before expiration. Assignment requires Landlord's prior written consent, not to be unreasonably withheld, conditioned, or delayed.\n\nThe security deposit is $25,650. Exhibit C instead lists the deposit as $24,000. Tenant must maintain commercial general liability insurance of at least $2,000,000 per occurrence and $4,000,000 aggregate. The permitted use is the retail sale and repair of bicycles, cycling apparel, and related accessories, including customer test rides in areas designated by Landlord."
                }
            ],
            "jsonSchema": {
                "name": "retail_lease_abstract",
                "strict": True,
                "schema": {
                    "type": "object",
                    "properties": {
                        "lease_date": {
                            "type": "string",
                            "description": "Lease execution date in ISO 8601 format."
                        },
                        "parties": {
                            "type": "object",
                            "properties": {
                                "landlord": {
                                    "type": "string"
                                },
                                "tenant": {
                                    "type": "string"
                                }
                            },
                            "required": [
                                "landlord",
                                "tenant"
                            ],
                            "additionalProperties": False
                        },
                        "premises": {
                            "type": "object",
                            "properties": {
                                "suite": {
                                    "type": "string"
                                },
                                "street_address": {
                                    "type": "string"
                                },
                                "city": {
                                    "type": "string"
                                },
                                "state": {
                                    "type": "string"
                                },
                                "rentable_square_feet": {
                                    "type": "integer"
                                },
                                "measurement_qualified": {
                                    "type": "boolean",
                                    "description": "True when the stated area is approximate or otherwise qualified."
                                }
                            },
                            "required": [
                                "suite",
                                "street_address",
                                "city",
                                "state",
                                "rentable_square_feet",
                                "measurement_qualified"
                            ],
                            "additionalProperties": False
                        },
                        "term": {
                            "type": "object",
                            "properties": {
                                "commencement_trigger": {
                                    "type": "string"
                                },
                                "fixed_commencement_date": {
                                    "type": [
                                        "string",
                                        "null"
                                    ]
                                },
                                "term_years": {
                                    "type": "integer"
                                },
                                "expiration_basis": {
                                    "type": "string"
                                },
                                "free_rent_months": {
                                    "type": "integer"
                                }
                            },
                            "required": [
                                "commencement_trigger",
                                "fixed_commencement_date",
                                "term_years",
                                "expiration_basis",
                                "free_rent_months"
                            ],
                            "additionalProperties": False
                        },
                        "base_rent_schedule": {
                            "type": "array",
                            "items": {
                                "type": "object",
                                "properties": {
                                    "start_lease_year": {
                                        "type": "integer"
                                    },
                                    "end_lease_year": {
                                        "type": "integer"
                                    },
                                    "annual_rent_usd": {
                                        "type": "number"
                                    },
                                    "monthly_rent_usd": {
                                        "type": "number"
                                    }
                                },
                                "required": [
                                    "start_lease_year",
                                    "end_lease_year",
                                    "annual_rent_usd",
                                    "monthly_rent_usd"
                                ],
                                "additionalProperties": False
                            }
                        },
                        "additional_economics": {
                            "type": "object",
                            "properties": {
                                "operating_expense_share_percent": {
                                    "type": "number"
                                },
                                "separately_metered_utilities": {
                                    "type": "array",
                                    "items": {
                                        "type": "string"
                                    }
                                },
                                "security_deposit_usd": {
                                    "type": [
                                        "number",
                                        "null"
                                    ]
                                }
                            },
                            "required": [
                                "operating_expense_share_percent",
                                "separately_metered_utilities",
                                "security_deposit_usd"
                            ],
                            "additionalProperties": False
                        },
                        "renewal_option": {
                            "type": "object",
                            "properties": {
                                "option_count": {
                                    "type": "integer"
                                },
                                "option_term_years": {
                                    "type": "integer"
                                },
                                "rent_basis": {
                                    "type": "string"
                                },
                                "notice_earliest_months_before_expiration": {
                                    "type": "integer"
                                },
                                "notice_latest_months_before_expiration": {
                                    "type": "integer"
                                }
                            },
                            "required": [
                                "option_count",
                                "option_term_years",
                                "rent_basis",
                                "notice_earliest_months_before_expiration",
                                "notice_latest_months_before_expiration"
                            ],
                            "additionalProperties": False
                        },
                        "operational_terms": {
                            "type": "object",
                            "properties": {
                                "permitted_use": {
                                    "type": "string"
                                },
                                "assignment_consent_standard": {
                                    "type": "string"
                                },
                                "landlord_repair_responsibilities": {
                                    "type": "array",
                                    "items": {
                                        "type": "string"
                                    }
                                },
                                "liability_insurance_per_occurrence_usd": {
                                    "type": "number"
                                },
                                "liability_insurance_aggregate_usd": {
                                    "type": "number"
                                }
                            },
                            "required": [
                                "permitted_use",
                                "assignment_consent_standard",
                                "landlord_repair_responsibilities",
                                "liability_insurance_per_occurrence_usd",
                                "liability_insurance_aggregate_usd"
                            ],
                            "additionalProperties": False
                        },
                        "review_flags": {
                            "type": "array",
                            "items": {
                                "type": "object",
                                "properties": {
                                    "field": {
                                        "type": "string"
                                    },
                                    "severity": {
                                        "type": "string",
                                        "enum": [
                                            "low",
                                            "medium",
                                            "high"
                                        ]
                                    },
                                    "issue": {
                                        "type": "string"
                                    },
                                    "source_values": {
                                        "type": "array",
                                        "items": {
                                            "type": "string"
                                        }
                                    }
                                },
                                "required": [
                                    "field",
                                    "severity",
                                    "issue",
                                    "source_values"
                                ],
                                "additionalProperties": False
                            }
                        }
                    },
                    "required": [
                        "lease_date",
                        "parties",
                        "premises",
                        "term",
                        "base_rent_schedule",
                        "additional_economics",
                        "renewal_option",
                        "operational_terms",
                        "review_flags"
                    ],
                    "additionalProperties": False
                },
                "type": "object",
                "properties": {
                    "summary": {
                        "type": "string"
                    },
                    "keyPoints": {
                        "type": "array",
                        "items": {
                            "type": "string"
                        }
                    },
                    "confidence": {
                        "type": "number",
                        "minimum": 0,
                        "maximum": 1
                    }
                },
                "required": [
                    "summary",
                    "keyPoints",
                    "confidence"
                ],
                "additionalProperties": False
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "74a38d59-5482-4518-a718-a348c3bc354d",
      "outputFormat": "JSON",
      "model": "google:gemini@3.1-flash-lite",
      "messages": [
        {
          "role": "user",
          "content": "Extract the lease terms below into the supplied JSON schema. Use ISO 8601 dates. Express monetary amounts in USD and preserve any unresolved conflict or missing term in review_flags rather than guessing.\n\nLEASE EXCERPT\nLease dated February 12, 2026, between Harbor Point Retail LLC (Landlord) and Juniper Bicycle Works, Inc. (Tenant) for Suite 140, 88 Meridian Avenue, Portland, Maine. The premises contain approximately 2,850 rentable square feet.\n\nThe term begins on the later of June 1, 2026 or the date Landlord delivers the premises with the base building work substantially complete. The term expires seven years after the Rent Commencement Date. Base rent is abated for the first three full calendar months following the Rent Commencement Date. Thereafter, annual base rent is $102,600 for Lease Years 1–2, $107,730 for Years 3–4, $113,116.50 for Years 5–6, and $118,772.33 for Year 7, payable in equal monthly installments.\n\nTenant's proportionate share of operating expenses is 4.75%. Tenant pays separately metered electricity and water. Landlord remains responsible for structural walls, roof membrane, and foundation, except to the extent damage is caused by Tenant.\n\nTenant has one five-year renewal option at fair market rent, but not less than the base rent payable during the final lease year. Tenant must provide written renewal notice no earlier than 15 months and no later than 12 months before expiration. Assignment requires Landlord's prior written consent, not to be unreasonably withheld, conditioned, or delayed.\n\nThe security deposit is $25,650. Exhibit C instead lists the deposit as $24,000. Tenant must maintain commercial general liability insurance of at least $2,000,000 per occurrence and $4,000,000 aggregate. The permitted use is the retail sale and repair of bicycles, cycling apparel, and related accessories, including customer test rides in areas designated by Landlord."
        }
      ],
      "jsonSchema": {
        "name": "retail_lease_abstract",
        "strict": true,
        "schema": {
          "type": "object",
          "properties": {
            "lease_date": {
              "type": "string",
              "description": "Lease execution date in ISO 8601 format."
            },
            "parties": {
              "type": "object",
              "properties": {
                "landlord": {
                  "type": "string"
                },
                "tenant": {
                  "type": "string"
                }
              },
              "required": [
                "landlord",
                "tenant"
              ],
              "additionalProperties": false
            },
            "premises": {
              "type": "object",
              "properties": {
                "suite": {
                  "type": "string"
                },
                "street_address": {
                  "type": "string"
                },
                "city": {
                  "type": "string"
                },
                "state": {
                  "type": "string"
                },
                "rentable_square_feet": {
                  "type": "integer"
                },
                "measurement_qualified": {
                  "type": "boolean",
                  "description": "True when the stated area is approximate or otherwise qualified."
                }
              },
              "required": [
                "suite",
                "street_address",
                "city",
                "state",
                "rentable_square_feet",
                "measurement_qualified"
              ],
              "additionalProperties": false
            },
            "term": {
              "type": "object",
              "properties": {
                "commencement_trigger": {
                  "type": "string"
                },
                "fixed_commencement_date": {
                  "type": [
                    "string",
                    "null"
                  ]
                },
                "term_years": {
                  "type": "integer"
                },
                "expiration_basis": {
                  "type": "string"
                },
                "free_rent_months": {
                  "type": "integer"
                }
              },
              "required": [
                "commencement_trigger",
                "fixed_commencement_date",
                "term_years",
                "expiration_basis",
                "free_rent_months"
              ],
              "additionalProperties": false
            },
            "base_rent_schedule": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "start_lease_year": {
                    "type": "integer"
                  },
                  "end_lease_year": {
                    "type": "integer"
                  },
                  "annual_rent_usd": {
                    "type": "number"
                  },
                  "monthly_rent_usd": {
                    "type": "number"
                  }
                },
                "required": [
                  "start_lease_year",
                  "end_lease_year",
                  "annual_rent_usd",
                  "monthly_rent_usd"
                ],
                "additionalProperties": false
              }
            },
            "additional_economics": {
              "type": "object",
              "properties": {
                "operating_expense_share_percent": {
                  "type": "number"
                },
                "separately_metered_utilities": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                },
                "security_deposit_usd": {
                  "type": [
                    "number",
                    "null"
                  ]
                }
              },
              "required": [
                "operating_expense_share_percent",
                "separately_metered_utilities",
                "security_deposit_usd"
              ],
              "additionalProperties": false
            },
            "renewal_option": {
              "type": "object",
              "properties": {
                "option_count": {
                  "type": "integer"
                },
                "option_term_years": {
                  "type": "integer"
                },
                "rent_basis": {
                  "type": "string"
                },
                "notice_earliest_months_before_expiration": {
                  "type": "integer"
                },
                "notice_latest_months_before_expiration": {
                  "type": "integer"
                }
              },
              "required": [
                "option_count",
                "option_term_years",
                "rent_basis",
                "notice_earliest_months_before_expiration",
                "notice_latest_months_before_expiration"
              ],
              "additionalProperties": false
            },
            "operational_terms": {
              "type": "object",
              "properties": {
                "permitted_use": {
                  "type": "string"
                },
                "assignment_consent_standard": {
                  "type": "string"
                },
                "landlord_repair_responsibilities": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                },
                "liability_insurance_per_occurrence_usd": {
                  "type": "number"
                },
                "liability_insurance_aggregate_usd": {
                  "type": "number"
                }
              },
              "required": [
                "permitted_use",
                "assignment_consent_standard",
                "landlord_repair_responsibilities",
                "liability_insurance_per_occurrence_usd",
                "liability_insurance_aggregate_usd"
              ],
              "additionalProperties": false
            },
            "review_flags": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "field": {
                    "type": "string"
                  },
                  "severity": {
                    "type": "string",
                    "enum": [
                      "low",
                      "medium",
                      "high"
                    ]
                  },
                  "issue": {
                    "type": "string"
                  },
                  "source_values": {
                    "type": "array",
                    "items": {
                      "type": "string"
                    }
                  }
                },
                "required": [
                  "field",
                  "severity",
                  "issue",
                  "source_values"
                ],
                "additionalProperties": false
              }
            }
          },
          "required": [
            "lease_date",
            "parties",
            "premises",
            "term",
            "base_rent_schedule",
            "additional_economics",
            "renewal_option",
            "operational_terms",
            "review_flags"
          ],
          "additionalProperties": false
        },
        "type": "object",
        "properties": {
          "summary": {
            "type": "string"
          },
          "keyPoints": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "confidence": {
            "type": "number",
            "minimum": 0,
            "maximum": 1
          }
        },
        "required": [
          "summary",
          "keyPoints",
          "confidence"
        ],
        "additionalProperties": false
      }
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  outputFormat=JSON \
  messages.0.role=user \
  messages.0.content="Extract the lease terms below into the supplied JSON schema. Use ISO 8601 dates. Express monetary amounts in USD and preserve any unresolved conflict or missing term in review_flags rather than guessing.

LEASE EXCERPT
Lease dated February 12, 2026, between Harbor Point Retail LLC (Landlord) and Juniper Bicycle Works, Inc. (Tenant) for Suite 140, 88 Meridian Avenue, Portland, Maine. The premises contain approximately 2,850 rentable square feet.

The term begins on the later of June 1, 2026 or the date Landlord delivers the premises with the base building work substantially complete. The term expires seven years after the Rent Commencement Date. Base rent is abated for the first three full calendar months following the Rent Commencement Date. Thereafter, annual base rent is \$102,600 for Lease Years 1–2, \$107,730 for Years 3–4, \$113,116.50 for Years 5–6, and \$118,772.33 for Year 7, payable in equal monthly installments.

Tenant's proportionate share of operating expenses is 4.75%. Tenant pays separately metered electricity and water. Landlord remains responsible for structural walls, roof membrane, and foundation, except to the extent damage is caused by Tenant.

Tenant has one five-year renewal option at fair market rent, but not less than the base rent payable during the final lease year. Tenant must provide written renewal notice no earlier than 15 months and no later than 12 months before expiration. Assignment requires Landlord's prior written consent, not to be unreasonably withheld, conditioned, or delayed.

The security deposit is \$25,650. Exhibit C instead lists the deposit as \$24,000. Tenant must maintain commercial general liability insurance of at least \$2,000,000 per occurrence and \$4,000,000 aggregate. The permitted use is the retail sale and repair of bicycles, cycling apparel, and related accessories, including customer test rides in areas designated by Landlord." \
  jsonSchema.name=retail_lease_abstract \
  jsonSchema.strict=true \
  jsonSchema.schema.type=object \
  jsonSchema.schema.properties.lease_date.type=string \
  jsonSchema.schema.properties.lease_date.description="Lease execution date in ISO 8601 format." \
  jsonSchema.schema.properties.parties.type=object \
  jsonSchema.schema.properties.parties.properties.landlord.type=string \
  jsonSchema.schema.properties.parties.properties.tenant.type=string \
  jsonSchema.schema.properties.parties.required.0=landlord \
  jsonSchema.schema.properties.parties.required.1=tenant \
  jsonSchema.schema.properties.parties.additionalProperties=false \
  jsonSchema.schema.properties.premises.type=object \
  jsonSchema.schema.properties.premises.properties.suite.type=string \
  jsonSchema.schema.properties.premises.properties.street_address.type=string \
  jsonSchema.schema.properties.premises.properties.city.type=string \
  jsonSchema.schema.properties.premises.properties.state.type=string \
  jsonSchema.schema.properties.premises.properties.rentable_square_feet.type=integer \
  jsonSchema.schema.properties.premises.properties.measurement_qualified.type=boolean \
  jsonSchema.schema.properties.premises.properties.measurement_qualified.description="True when the stated area is approximate or otherwise qualified." \
  jsonSchema.schema.properties.premises.required.0=suite \
  jsonSchema.schema.properties.premises.required.1=street_address \
  jsonSchema.schema.properties.premises.required.2=city \
  jsonSchema.schema.properties.premises.required.3=state \
  jsonSchema.schema.properties.premises.required.4=rentable_square_feet \
  jsonSchema.schema.properties.premises.required.5=measurement_qualified \
  jsonSchema.schema.properties.premises.additionalProperties=false \
  jsonSchema.schema.properties.term.type=object \
  jsonSchema.schema.properties.term.properties.commencement_trigger.type=string \
  jsonSchema.schema.properties.term.properties.fixed_commencement_date.type.0=string \
  jsonSchema.schema.properties.term.properties.fixed_commencement_date.type.1=null \
  jsonSchema.schema.properties.term.properties.term_years.type=integer \
  jsonSchema.schema.properties.term.properties.expiration_basis.type=string \
  jsonSchema.schema.properties.term.properties.free_rent_months.type=integer \
  jsonSchema.schema.properties.term.required.0=commencement_trigger \
  jsonSchema.schema.properties.term.required.1=fixed_commencement_date \
  jsonSchema.schema.properties.term.required.2=term_years \
  jsonSchema.schema.properties.term.required.3=expiration_basis \
  jsonSchema.schema.properties.term.required.4=free_rent_months \
  jsonSchema.schema.properties.term.additionalProperties=false \
  jsonSchema.schema.properties.base_rent_schedule.type=array \
  jsonSchema.schema.properties.base_rent_schedule.items.type=object \
  jsonSchema.schema.properties.base_rent_schedule.items.properties.start_lease_year.type=integer \
  jsonSchema.schema.properties.base_rent_schedule.items.properties.end_lease_year.type=integer \
  jsonSchema.schema.properties.base_rent_schedule.items.properties.annual_rent_usd.type=number \
  jsonSchema.schema.properties.base_rent_schedule.items.properties.monthly_rent_usd.type=number \
  jsonSchema.schema.properties.base_rent_schedule.items.required.0=start_lease_year \
  jsonSchema.schema.properties.base_rent_schedule.items.required.1=end_lease_year \
  jsonSchema.schema.properties.base_rent_schedule.items.required.2=annual_rent_usd \
  jsonSchema.schema.properties.base_rent_schedule.items.required.3=monthly_rent_usd \
  jsonSchema.schema.properties.base_rent_schedule.items.additionalProperties=false \
  jsonSchema.schema.properties.additional_economics.type=object \
  jsonSchema.schema.properties.additional_economics.properties.operating_expense_share_percent.type=number \
  jsonSchema.schema.properties.additional_economics.properties.separately_metered_utilities.type=array \
  jsonSchema.schema.properties.additional_economics.properties.separately_metered_utilities.items.type=string \
  jsonSchema.schema.properties.additional_economics.properties.security_deposit_usd.type.0=number \
  jsonSchema.schema.properties.additional_economics.properties.security_deposit_usd.type.1=null \
  jsonSchema.schema.properties.additional_economics.required.0=operating_expense_share_percent \
  jsonSchema.schema.properties.additional_economics.required.1=separately_metered_utilities \
  jsonSchema.schema.properties.additional_economics.required.2=security_deposit_usd \
  jsonSchema.schema.properties.additional_economics.additionalProperties=false \
  jsonSchema.schema.properties.renewal_option.type=object \
  jsonSchema.schema.properties.renewal_option.properties.option_count.type=integer \
  jsonSchema.schema.properties.renewal_option.properties.option_term_years.type=integer \
  jsonSchema.schema.properties.renewal_option.properties.rent_basis.type=string \
  jsonSchema.schema.properties.renewal_option.properties.notice_earliest_months_before_expiration.type=integer \
  jsonSchema.schema.properties.renewal_option.properties.notice_latest_months_before_expiration.type=integer \
  jsonSchema.schema.properties.renewal_option.required.0=option_count \
  jsonSchema.schema.properties.renewal_option.required.1=option_term_years \
  jsonSchema.schema.properties.renewal_option.required.2=rent_basis \
  jsonSchema.schema.properties.renewal_option.required.3=notice_earliest_months_before_expiration \
  jsonSchema.schema.properties.renewal_option.required.4=notice_latest_months_before_expiration \
  jsonSchema.schema.properties.renewal_option.additionalProperties=false \
  jsonSchema.schema.properties.operational_terms.type=object \
  jsonSchema.schema.properties.operational_terms.properties.permitted_use.type=string \
  jsonSchema.schema.properties.operational_terms.properties.assignment_consent_standard.type=string \
  jsonSchema.schema.properties.operational_terms.properties.landlord_repair_responsibilities.type=array \
  jsonSchema.schema.properties.operational_terms.properties.landlord_repair_responsibilities.items.type=string \
  jsonSchema.schema.properties.operational_terms.properties.liability_insurance_per_occurrence_usd.type=number \
  jsonSchema.schema.properties.operational_terms.properties.liability_insurance_aggregate_usd.type=number \
  jsonSchema.schema.properties.operational_terms.required.0=permitted_use \
  jsonSchema.schema.properties.operational_terms.required.1=assignment_consent_standard \
  jsonSchema.schema.properties.operational_terms.required.2=landlord_repair_responsibilities \
  jsonSchema.schema.properties.operational_terms.required.3=liability_insurance_per_occurrence_usd \
  jsonSchema.schema.properties.operational_terms.required.4=liability_insurance_aggregate_usd \
  jsonSchema.schema.properties.operational_terms.additionalProperties=false \
  jsonSchema.schema.properties.review_flags.type=array \
  jsonSchema.schema.properties.review_flags.items.type=object \
  jsonSchema.schema.properties.review_flags.items.properties.field.type=string \
  jsonSchema.schema.properties.review_flags.items.properties.severity.type=string \
  jsonSchema.schema.properties.review_flags.items.properties.severity.enum.0=low \
  jsonSchema.schema.properties.review_flags.items.properties.severity.enum.1=medium \
  jsonSchema.schema.properties.review_flags.items.properties.severity.enum.2=high \
  jsonSchema.schema.properties.review_flags.items.properties.issue.type=string \
  jsonSchema.schema.properties.review_flags.items.properties.source_values.type=array \
  jsonSchema.schema.properties.review_flags.items.properties.source_values.items.type=string \
  jsonSchema.schema.properties.review_flags.items.required.0=field \
  jsonSchema.schema.properties.review_flags.items.required.1=severity \
  jsonSchema.schema.properties.review_flags.items.required.2=issue \
  jsonSchema.schema.properties.review_flags.items.required.3=source_values \
  jsonSchema.schema.properties.review_flags.items.additionalProperties=false \
  jsonSchema.schema.required.0=lease_date \
  jsonSchema.schema.required.1=parties \
  jsonSchema.schema.required.2=premises \
  jsonSchema.schema.required.3=term \
  jsonSchema.schema.required.4=base_rent_schedule \
  jsonSchema.schema.required.5=additional_economics \
  jsonSchema.schema.required.6=renewal_option \
  jsonSchema.schema.required.7=operational_terms \
  jsonSchema.schema.required.8=review_flags \
  jsonSchema.schema.additionalProperties=false \
  jsonSchema.type=object \
  jsonSchema.properties.summary.type=string \
  jsonSchema.properties.keyPoints.type=array \
  jsonSchema.properties.keyPoints.items.type=string \
  jsonSchema.properties.confidence.type=number \
  jsonSchema.properties.confidence.minimum=0 \
  jsonSchema.properties.confidence.maximum=1 \
  jsonSchema.required.0=summary \
  jsonSchema.required.1=keyPoints \
  jsonSchema.required.2=confidence \
  jsonSchema.additionalProperties=false

{
  "taskType": "textInference",
  "taskUUID": "74a38d59-5482-4518-a718-a348c3bc354d",
  "outputFormat": "JSON",
  "model": "google:gemini@3.1-flash-lite",
  "messages": [
    {
      "role": "user",
      "content": "Extract the lease terms below into the supplied JSON schema. Use ISO 8601 dates. Express monetary amounts in USD and preserve any unresolved conflict or missing term in review_flags rather than guessing.\n\nLEASE EXCERPT\nLease dated February 12, 2026, between Harbor Point Retail LLC (Landlord) and Juniper Bicycle Works, Inc. (Tenant) for Suite 140, 88 Meridian Avenue, Portland, Maine. The premises contain approximately 2,850 rentable square feet.\n\nThe term begins on the later of June 1, 2026 or the date Landlord delivers the premises with the base building work substantially complete. The term expires seven years after the Rent Commencement Date. Base rent is abated for the first three full calendar months following the Rent Commencement Date. Thereafter, annual base rent is $102,600 for Lease Years 1–2, $107,730 for Years 3–4, $113,116.50 for Years 5–6, and $118,772.33 for Year 7, payable in equal monthly installments.\n\nTenant's proportionate share of operating expenses is 4.75%. Tenant pays separately metered electricity and water. Landlord remains responsible for structural walls, roof membrane, and foundation, except to the extent damage is caused by Tenant.\n\nTenant has one five-year renewal option at fair market rent, but not less than the base rent payable during the final lease year. Tenant must provide written renewal notice no earlier than 15 months and no later than 12 months before expiration. Assignment requires Landlord's prior written consent, not to be unreasonably withheld, conditioned, or delayed.\n\nThe security deposit is $25,650. Exhibit C instead lists the deposit as $24,000. Tenant must maintain commercial general liability insurance of at least $2,000,000 per occurrence and $4,000,000 aggregate. The permitted use is the retail sale and repair of bicycles, cycling apparel, and related accessories, including customer test rides in areas designated by Landlord."
    }
  ],
  "jsonSchema": {
    "name": "retail_lease_abstract",
    "strict": true,
    "schema": {
      "type": "object",
      "properties": {
        "lease_date": {
          "type": "string",
          "description": "Lease execution date in ISO 8601 format."
        },
        "parties": {
          "type": "object",
          "properties": {
            "landlord": {
              "type": "string"
            },
            "tenant": {
              "type": "string"
            }
          },
          "required": [
            "landlord",
            "tenant"
          ],
          "additionalProperties": false
        },
        "premises": {
          "type": "object",
          "properties": {
            "suite": {
              "type": "string"
            },
            "street_address": {
              "type": "string"
            },
            "city": {
              "type": "string"
            },
            "state": {
              "type": "string"
            },
            "rentable_square_feet": {
              "type": "integer"
            },
            "measurement_qualified": {
              "type": "boolean",
              "description": "True when the stated area is approximate or otherwise qualified."
            }
          },
          "required": [
            "suite",
            "street_address",
            "city",
            "state",
            "rentable_square_feet",
            "measurement_qualified"
          ],
          "additionalProperties": false
        },
        "term": {
          "type": "object",
          "properties": {
            "commencement_trigger": {
              "type": "string"
            },
            "fixed_commencement_date": {
              "type": [
                "string",
                "null"
              ]
            },
            "term_years": {
              "type": "integer"
            },
            "expiration_basis": {
              "type": "string"
            },
            "free_rent_months": {
              "type": "integer"
            }
          },
          "required": [
            "commencement_trigger",
            "fixed_commencement_date",
            "term_years",
            "expiration_basis",
            "free_rent_months"
          ],
          "additionalProperties": false
        },
        "base_rent_schedule": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "start_lease_year": {
                "type": "integer"
              },
              "end_lease_year": {
                "type": "integer"
              },
              "annual_rent_usd": {
                "type": "number"
              },
              "monthly_rent_usd": {
                "type": "number"
              }
            },
            "required": [
              "start_lease_year",
              "end_lease_year",
              "annual_rent_usd",
              "monthly_rent_usd"
            ],
            "additionalProperties": false
          }
        },
        "additional_economics": {
          "type": "object",
          "properties": {
            "operating_expense_share_percent": {
              "type": "number"
            },
            "separately_metered_utilities": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "security_deposit_usd": {
              "type": [
                "number",
                "null"
              ]
            }
          },
          "required": [
            "operating_expense_share_percent",
            "separately_metered_utilities",
            "security_deposit_usd"
          ],
          "additionalProperties": false
        },
        "renewal_option": {
          "type": "object",
          "properties": {
            "option_count": {
              "type": "integer"
            },
            "option_term_years": {
              "type": "integer"
            },
            "rent_basis": {
              "type": "string"
            },
            "notice_earliest_months_before_expiration": {
              "type": "integer"
            },
            "notice_latest_months_before_expiration": {
              "type": "integer"
            }
          },
          "required": [
            "option_count",
            "option_term_years",
            "rent_basis",
            "notice_earliest_months_before_expiration",
            "notice_latest_months_before_expiration"
          ],
          "additionalProperties": false
        },
        "operational_terms": {
          "type": "object",
          "properties": {
            "permitted_use": {
              "type": "string"
            },
            "assignment_consent_standard": {
              "type": "string"
            },
            "landlord_repair_responsibilities": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "liability_insurance_per_occurrence_usd": {
              "type": "number"
            },
            "liability_insurance_aggregate_usd": {
              "type": "number"
            }
          },
          "required": [
            "permitted_use",
            "assignment_consent_standard",
            "landlord_repair_responsibilities",
            "liability_insurance_per_occurrence_usd",
            "liability_insurance_aggregate_usd"
          ],
          "additionalProperties": false
        },
        "review_flags": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "field": {
                "type": "string"
              },
              "severity": {
                "type": "string",
                "enum": [
                  "low",
                  "medium",
                  "high"
                ]
              },
              "issue": {
                "type": "string"
              },
              "source_values": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              }
            },
            "required": [
              "field",
              "severity",
              "issue",
              "source_values"
            ],
            "additionalProperties": false
          }
        }
      },
      "required": [
        "lease_date",
        "parties",
        "premises",
        "term",
        "base_rent_schedule",
        "additional_economics",
        "renewal_option",
        "operational_terms",
        "review_flags"
      ],
      "additionalProperties": false
    },
    "type": "object",
    "properties": {
      "summary": {
        "type": "string"
      },
      "keyPoints": {
        "type": "array",
        "items": {
          "type": "string"
        }
      },
      "confidence": {
        "type": "number",
        "minimum": 0,
        "maximum": 1
      }
    },
    "required": [
      "summary",
      "keyPoints",
      "confidence"
    ],
    "additionalProperties": false
  }
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  inputs: {
    images: [
      'https://assets.runware.ai/assets/inputs/00bc357d-ca99-4d96-948e-776db06e4231.jpg'
    ],
    videos: [
      'https://assets.runware.ai/assets/inputs/b904e89d-7b6f-4951-80bf-f544e7149e68.mp4'
    ]
  },
  messages: [
    {
      role: 'user',
      content: 'Act as the hotel operator’s senior design and pre-opening QA inspector. The image is the approved prototype suite and defines the intended design standard; the video is a walkthrough of the delivered room. Analyze them together and produce a decision-ready conformance report, not separate descriptions of each asset.\n\nInfer the prototype’s key design rules—including layout, symmetry, finish quality, color coordination, furniture placement, lighting, and guest circulation—then compare those rules against the installed suite visible throughout the video. Distinguish genuine deviations from uncertainty caused by camera angle, lighting, occlusion, or portions not shown.\n\nReturn a concise professional report in Markdown with:\n1. Executive verdict: Pass, Conditional Pass, or Fail, with a two-sentence rationale.\n2. A prioritized findings table with columns: Priority, Area, Intended Standard, Observed Deviation, Operational or Guest Impact, Recommended Correction, Video Evidence, and Confidence. Use approximate video timestamps or time ranges for evidence.\n3. Cross-cutting analysis explaining how the combined deviations affect the room’s overall design coherence and guest experience; synthesize patterns rather than repeating table entries.\n4. A pre-opening action plan divided into Must Fix Before Handover, Fix Within 30 Days, and Monitor or Verify On Site.\n5. A short verification checklist for the inspector’s return visit.\n\nUse P1 for safety, accessibility, major functional, or brand-critical issues; P2 for conspicuous design or workmanship failures; and P3 for minor cosmetic items. Do not claim exact dimensions, materials, or code violations unless visually supportable. Mark anything that requires physical measurement or close inspection as Verify On Site.'
    }
  ]
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "inputs": {
                "images": [
                    "https://assets.runware.ai/assets/inputs/00bc357d-ca99-4d96-948e-776db06e4231.jpg"
                ],
                "videos": [
                    "https://assets.runware.ai/assets/inputs/b904e89d-7b6f-4951-80bf-f544e7149e68.mp4"
                ]
            },
            "messages": [
                {
                    "role": "user",
                    "content": "Act as the hotel operator’s senior design and pre-opening QA inspector. The image is the approved prototype suite and defines the intended design standard; the video is a walkthrough of the delivered room. Analyze them together and produce a decision-ready conformance report, not separate descriptions of each asset.\n\nInfer the prototype’s key design rules—including layout, symmetry, finish quality, color coordination, furniture placement, lighting, and guest circulation—then compare those rules against the installed suite visible throughout the video. Distinguish genuine deviations from uncertainty caused by camera angle, lighting, occlusion, or portions not shown.\n\nReturn a concise professional report in Markdown with:\n1. Executive verdict: Pass, Conditional Pass, or Fail, with a two-sentence rationale.\n2. A prioritized findings table with columns: Priority, Area, Intended Standard, Observed Deviation, Operational or Guest Impact, Recommended Correction, Video Evidence, and Confidence. Use approximate video timestamps or time ranges for evidence.\n3. Cross-cutting analysis explaining how the combined deviations affect the room’s overall design coherence and guest experience; synthesize patterns rather than repeating table entries.\n4. A pre-opening action plan divided into Must Fix Before Handover, Fix Within 30 Days, and Monitor or Verify On Site.\n5. A short verification checklist for the inspector’s return visit.\n\nUse P1 for safety, accessibility, major functional, or brand-critical issues; P2 for conspicuous design or workmanship failures; and P3 for minor cosmetic items. Do not claim exact dimensions, materials, or code violations unless visually supportable. Mark anything that requires physical measurement or close inspection as Verify On Site."
                }
            ]
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "c64769af-3de3-474c-a0c5-1ded67f73990",
      "model": "google:gemini@3.1-flash-lite",
      "inputs": {
        "images": [
          "https://assets.runware.ai/assets/inputs/00bc357d-ca99-4d96-948e-776db06e4231.jpg"
        ],
        "videos": [
          "https://assets.runware.ai/assets/inputs/b904e89d-7b6f-4951-80bf-f544e7149e68.mp4"
        ]
      },
      "messages": [
        {
          "role": "user",
          "content": "Act as the hotel operator’s senior design and pre-opening QA inspector. The image is the approved prototype suite and defines the intended design standard; the video is a walkthrough of the delivered room. Analyze them together and produce a decision-ready conformance report, not separate descriptions of each asset.\n\nInfer the prototype’s key design rules—including layout, symmetry, finish quality, color coordination, furniture placement, lighting, and guest circulation—then compare those rules against the installed suite visible throughout the video. Distinguish genuine deviations from uncertainty caused by camera angle, lighting, occlusion, or portions not shown.\n\nReturn a concise professional report in Markdown with:\n1. Executive verdict: Pass, Conditional Pass, or Fail, with a two-sentence rationale.\n2. A prioritized findings table with columns: Priority, Area, Intended Standard, Observed Deviation, Operational or Guest Impact, Recommended Correction, Video Evidence, and Confidence. Use approximate video timestamps or time ranges for evidence.\n3. Cross-cutting analysis explaining how the combined deviations affect the room’s overall design coherence and guest experience; synthesize patterns rather than repeating table entries.\n4. A pre-opening action plan divided into Must Fix Before Handover, Fix Within 30 Days, and Monitor or Verify On Site.\n5. A short verification checklist for the inspector’s return visit.\n\nUse P1 for safety, accessibility, major functional, or brand-critical issues; P2 for conspicuous design or workmanship failures; and P3 for minor cosmetic items. Do not claim exact dimensions, materials, or code violations unless visually supportable. Mark anything that requires physical measurement or close inspection as Verify On Site."
        }
      ]
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  inputs.images.0=https://assets.runware.ai/assets/inputs/00bc357d-ca99-4d96-948e-776db06e4231.jpg \
  inputs.videos.0=https://assets.runware.ai/assets/inputs/b904e89d-7b6f-4951-80bf-f544e7149e68.mp4 \
  messages.0.role=user \
  messages.0.content="Act as the hotel operator’s senior design and pre-opening QA inspector. The image is the approved prototype suite and defines the intended design standard; the video is a walkthrough of the delivered room. Analyze them together and produce a decision-ready conformance report, not separate descriptions of each asset.

Infer the prototype’s key design rules—including layout, symmetry, finish quality, color coordination, furniture placement, lighting, and guest circulation—then compare those rules against the installed suite visible throughout the video. Distinguish genuine deviations from uncertainty caused by camera angle, lighting, occlusion, or portions not shown.

Return a concise professional report in Markdown with:
1. Executive verdict: Pass, Conditional Pass, or Fail, with a two-sentence rationale.
2. A prioritized findings table with columns: Priority, Area, Intended Standard, Observed Deviation, Operational or Guest Impact, Recommended Correction, Video Evidence, and Confidence. Use approximate video timestamps or time ranges for evidence.
3. Cross-cutting analysis explaining how the combined deviations affect the room’s overall design coherence and guest experience; synthesize patterns rather than repeating table entries.
4. A pre-opening action plan divided into Must Fix Before Handover, Fix Within 30 Days, and Monitor or Verify On Site.
5. A short verification checklist for the inspector’s return visit.

Use P1 for safety, accessibility, major functional, or brand-critical issues; P2 for conspicuous design or workmanship failures; and P3 for minor cosmetic items. Do not claim exact dimensions, materials, or code violations unless visually supportable. Mark anything that requires physical measurement or close inspection as Verify On Site."

{
  "taskType": "textInference",
  "taskUUID": "c64769af-3de3-474c-a0c5-1ded67f73990",
  "model": "google:gemini@3.1-flash-lite",
  "inputs": {
    "images": [
      "https://assets.runware.ai/assets/inputs/00bc357d-ca99-4d96-948e-776db06e4231.jpg"
    ],
    "videos": [
      "https://assets.runware.ai/assets/inputs/b904e89d-7b6f-4951-80bf-f544e7149e68.mp4"
    ]
  },
  "messages": [
    {
      "role": "user",
      "content": "Act as the hotel operator’s senior design and pre-opening QA inspector. The image is the approved prototype suite and defines the intended design standard; the video is a walkthrough of the delivered room. Analyze them together and produce a decision-ready conformance report, not separate descriptions of each asset.\n\nInfer the prototype’s key design rules—including layout, symmetry, finish quality, color coordination, furniture placement, lighting, and guest circulation—then compare those rules against the installed suite visible throughout the video. Distinguish genuine deviations from uncertainty caused by camera angle, lighting, occlusion, or portions not shown.\n\nReturn a concise professional report in Markdown with:\n1. Executive verdict: Pass, Conditional Pass, or Fail, with a two-sentence rationale.\n2. A prioritized findings table with columns: Priority, Area, Intended Standard, Observed Deviation, Operational or Guest Impact, Recommended Correction, Video Evidence, and Confidence. Use approximate video timestamps or time ranges for evidence.\n3. Cross-cutting analysis explaining how the combined deviations affect the room’s overall design coherence and guest experience; synthesize patterns rather than repeating table entries.\n4. A pre-opening action plan divided into Must Fix Before Handover, Fix Within 30 Days, and Monitor or Verify On Site.\n5. A short verification checklist for the inspector’s return visit.\n\nUse P1 for safety, accessibility, major functional, or brand-critical issues; P2 for conspicuous design or workmanship failures; and P3 for minor cosmetic items. Do not claim exact dimensions, materials, or code violations unless visually supportable. Mark anything that requires physical measurement or close inspection as Verify On Site."
    }
  ]
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  seed: 83961,
  settings: {
    maxTokens: 900,
    temperature: 0.45,
    topP: 0.9,
    thinkingLevel: 'medium',
    systemPrompt: 'You are a precise multimodal analyst. Read visible text carefully, distinguish direct OCR from inference, and organize the response into clearly labeled sections.'
  },
  messages: [
    {
      role: 'user',
      content: 'Analyze the provided image and return: 1) a concise scene summary, 2) an OCR transcription of all legible text, 3) a cleaned ingredients list inferred from the recipe card and visible items, 4) any ambiguities or uncertain readings, and 5) a short note on the mood and setting.'
    }
  ],
  inputs: {
    images: [
      'https://assets.runware.ai/assets/inputs/ac0671c2-d338-4933-94c0-f266445b08ec.jpg'
    ]
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "seed": 83961,
            "settings": {
                "maxTokens": 900,
                "temperature": 0.45,
                "topP": 0.9,
                "thinkingLevel": "medium",
                "systemPrompt": "You are a precise multimodal analyst. Read visible text carefully, distinguish direct OCR from inference, and organize the response into clearly labeled sections."
            },
            "messages": [
                {
                    "role": "user",
                    "content": "Analyze the provided image and return: 1) a concise scene summary, 2) an OCR transcription of all legible text, 3) a cleaned ingredients list inferred from the recipe card and visible items, 4) any ambiguities or uncertain readings, and 5) a short note on the mood and setting."
                }
            ],
            "inputs": {
                "images": [
                    "https://assets.runware.ai/assets/inputs/ac0671c2-d338-4933-94c0-f266445b08ec.jpg"
                ]
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "b24efa59-ff81-4a34-b874-198c693f0ec1",
      "model": "google:gemini@3.1-flash-lite",
      "seed": 83961,
      "settings": {
        "maxTokens": 900,
        "temperature": 0.45,
        "topP": 0.9,
        "thinkingLevel": "medium",
        "systemPrompt": "You are a precise multimodal analyst. Read visible text carefully, distinguish direct OCR from inference, and organize the response into clearly labeled sections."
      },
      "messages": [
        {
          "role": "user",
          "content": "Analyze the provided image and return: 1) a concise scene summary, 2) an OCR transcription of all legible text, 3) a cleaned ingredients list inferred from the recipe card and visible items, 4) any ambiguities or uncertain readings, and 5) a short note on the mood and setting."
        }
      ],
      "inputs": {
        "images": [
          "https://assets.runware.ai/assets/inputs/ac0671c2-d338-4933-94c0-f266445b08ec.jpg"
        ]
      }
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  seed=83961 \
  settings.maxTokens=900 \
  settings.temperature=0.45 \
  settings.topP=0.9 \
  settings.thinkingLevel=medium \
  settings.systemPrompt="You are a precise multimodal analyst. Read visible text carefully, distinguish direct OCR from inference, and organize the response into clearly labeled sections." \
  messages.0.role=user \
  messages.0.content="Analyze the provided image and return: 1) a concise scene summary, 2) an OCR transcription of all legible text, 3) a cleaned ingredients list inferred from the recipe card and visible items, 4) any ambiguities or uncertain readings, and 5) a short note on the mood and setting." \
  inputs.images.0=https://assets.runware.ai/assets/inputs/ac0671c2-d338-4933-94c0-f266445b08ec.jpg

{
  "taskType": "textInference",
  "taskUUID": "b24efa59-ff81-4a34-b874-198c693f0ec1",
  "model": "google:gemini@3.1-flash-lite",
  "seed": 83961,
  "settings": {
    "maxTokens": 900,
    "temperature": 0.45,
    "topP": 0.9,
    "thinkingLevel": "medium",
    "systemPrompt": "You are a precise multimodal analyst. Read visible text carefully, distinguish direct OCR from inference, and organize the response into clearly labeled sections."
  },
  "messages": [
    {
      "role": "user",
      "content": "Analyze the provided image and return: 1) a concise scene summary, 2) an OCR transcription of all legible text, 3) a cleaned ingredients list inferred from the recipe card and visible items, 4) any ambiguities or uncertain readings, and 5) a short note on the mood and setting."
    }
  ],
  "inputs": {
    "images": [
      "https://assets.runware.ai/assets/inputs/ac0671c2-d338-4933-94c0-f266445b08ec.jpg"
    ]
  }
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  messages: [
    {
      role: 'user',
      content: 'You are supporting operations at a specialty pharmacy distributor. Turn the notes below into a concise incident briefing for the VP of Operations. Use plain natural language and no more than 250 words.\n\nYour briefing must include:\n- a one-sentence executive summary;\n- confirmed facts;\n- the most likely interpretation, clearly distinguished from confirmed facts;\n- a recommendation to release, quarantine, or discard the shipment, with brief reasoning;\n- three immediate actions, each with an owner and deadline;\n- one sentence suitable for sending to the clinic awaiting delivery.\n\nDo not invent regulatory limits or claim the medication is safe. If the available evidence is insufficient for release, say so directly.\n\nIncident notes:\n- Shipment: 18 cartons of refrigerated injectable medication, lot L24-771, intended storage range 2–8°C.\n- Data logger recorded 7.1°C at 06:00, 8.7°C at 06:18, a peak of 11.4°C at 06:42, 9.2°C at 07:03, and 7.8°C at 07:21.\n- Courier arrived at the clinic at 07:28. Clinic staff did not accept the shipment because the logger alarm was active.\n- Cartons were returned to the validated refrigerated van at 07:36 and reached the distribution center at 08:25.\n- Warehouse receiving measured 6.4°C between the center cartons at 08:31. Packaging was intact, with no moisture or visible damage.\n- Courier states the rear door was left open during another delivery from approximately 06:10 to 06:25. Route telemetry shows the refrigeration unit remained powered throughout.\n- The product quality agreement requires manufacturer review for any reading above 8°C lasting more than 15 minutes.\n- Manufacturer stability guidance is not available in the incident file. Quality Assurance has requested it but has not yet received a response.\n- The clinic needs replacement stock by 14:00 today for scheduled patients.\n- Available inventory can cover a replacement shipment, but doing so will reduce regional safety stock from four days to two days.'
    }
  ]
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "messages": [
                {
                    "role": "user",
                    "content": "You are supporting operations at a specialty pharmacy distributor. Turn the notes below into a concise incident briefing for the VP of Operations. Use plain natural language and no more than 250 words.\n\nYour briefing must include:\n- a one-sentence executive summary;\n- confirmed facts;\n- the most likely interpretation, clearly distinguished from confirmed facts;\n- a recommendation to release, quarantine, or discard the shipment, with brief reasoning;\n- three immediate actions, each with an owner and deadline;\n- one sentence suitable for sending to the clinic awaiting delivery.\n\nDo not invent regulatory limits or claim the medication is safe. If the available evidence is insufficient for release, say so directly.\n\nIncident notes:\n- Shipment: 18 cartons of refrigerated injectable medication, lot L24-771, intended storage range 2–8°C.\n- Data logger recorded 7.1°C at 06:00, 8.7°C at 06:18, a peak of 11.4°C at 06:42, 9.2°C at 07:03, and 7.8°C at 07:21.\n- Courier arrived at the clinic at 07:28. Clinic staff did not accept the shipment because the logger alarm was active.\n- Cartons were returned to the validated refrigerated van at 07:36 and reached the distribution center at 08:25.\n- Warehouse receiving measured 6.4°C between the center cartons at 08:31. Packaging was intact, with no moisture or visible damage.\n- Courier states the rear door was left open during another delivery from approximately 06:10 to 06:25. Route telemetry shows the refrigeration unit remained powered throughout.\n- The product quality agreement requires manufacturer review for any reading above 8°C lasting more than 15 minutes.\n- Manufacturer stability guidance is not available in the incident file. Quality Assurance has requested it but has not yet received a response.\n- The clinic needs replacement stock by 14:00 today for scheduled patients.\n- Available inventory can cover a replacement shipment, but doing so will reduce regional safety stock from four days to two days."
                }
            ]
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "6840c034-c54a-43bc-94dc-00895814d6a6",
      "model": "google:gemini@3.1-flash-lite",
      "messages": [
        {
          "role": "user",
          "content": "You are supporting operations at a specialty pharmacy distributor. Turn the notes below into a concise incident briefing for the VP of Operations. Use plain natural language and no more than 250 words.\n\nYour briefing must include:\n- a one-sentence executive summary;\n- confirmed facts;\n- the most likely interpretation, clearly distinguished from confirmed facts;\n- a recommendation to release, quarantine, or discard the shipment, with brief reasoning;\n- three immediate actions, each with an owner and deadline;\n- one sentence suitable for sending to the clinic awaiting delivery.\n\nDo not invent regulatory limits or claim the medication is safe. If the available evidence is insufficient for release, say so directly.\n\nIncident notes:\n- Shipment: 18 cartons of refrigerated injectable medication, lot L24-771, intended storage range 2–8°C.\n- Data logger recorded 7.1°C at 06:00, 8.7°C at 06:18, a peak of 11.4°C at 06:42, 9.2°C at 07:03, and 7.8°C at 07:21.\n- Courier arrived at the clinic at 07:28. Clinic staff did not accept the shipment because the logger alarm was active.\n- Cartons were returned to the validated refrigerated van at 07:36 and reached the distribution center at 08:25.\n- Warehouse receiving measured 6.4°C between the center cartons at 08:31. Packaging was intact, with no moisture or visible damage.\n- Courier states the rear door was left open during another delivery from approximately 06:10 to 06:25. Route telemetry shows the refrigeration unit remained powered throughout.\n- The product quality agreement requires manufacturer review for any reading above 8°C lasting more than 15 minutes.\n- Manufacturer stability guidance is not available in the incident file. Quality Assurance has requested it but has not yet received a response.\n- The clinic needs replacement stock by 14:00 today for scheduled patients.\n- Available inventory can cover a replacement shipment, but doing so will reduce regional safety stock from four days to two days."
        }
      ]
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  messages.0.role=user \
  messages.0.content="You are supporting operations at a specialty pharmacy distributor. Turn the notes below into a concise incident briefing for the VP of Operations. Use plain natural language and no more than 250 words.

Your briefing must include:
- a one-sentence executive summary;
- confirmed facts;
- the most likely interpretation, clearly distinguished from confirmed facts;
- a recommendation to release, quarantine, or discard the shipment, with brief reasoning;
- three immediate actions, each with an owner and deadline;
- one sentence suitable for sending to the clinic awaiting delivery.

Do not invent regulatory limits or claim the medication is safe. If the available evidence is insufficient for release, say so directly.

Incident notes:
- Shipment: 18 cartons of refrigerated injectable medication, lot L24-771, intended storage range 2–8°C.
- Data logger recorded 7.1°C at 06:00, 8.7°C at 06:18, a peak of 11.4°C at 06:42, 9.2°C at 07:03, and 7.8°C at 07:21.
- Courier arrived at the clinic at 07:28. Clinic staff did not accept the shipment because the logger alarm was active.
- Cartons were returned to the validated refrigerated van at 07:36 and reached the distribution center at 08:25.
- Warehouse receiving measured 6.4°C between the center cartons at 08:31. Packaging was intact, with no moisture or visible damage.
- Courier states the rear door was left open during another delivery from approximately 06:10 to 06:25. Route telemetry shows the refrigeration unit remained powered throughout.
- The product quality agreement requires manufacturer review for any reading above 8°C lasting more than 15 minutes.
- Manufacturer stability guidance is not available in the incident file. Quality Assurance has requested it but has not yet received a response.
- The clinic needs replacement stock by 14:00 today for scheduled patients.
- Available inventory can cover a replacement shipment, but doing so will reduce regional safety stock from four days to two days."

{
  "taskType": "textInference",
  "taskUUID": "6840c034-c54a-43bc-94dc-00895814d6a6",
  "model": "google:gemini@3.1-flash-lite",
  "messages": [
    {
      "role": "user",
      "content": "You are supporting operations at a specialty pharmacy distributor. Turn the notes below into a concise incident briefing for the VP of Operations. Use plain natural language and no more than 250 words.\n\nYour briefing must include:\n- a one-sentence executive summary;\n- confirmed facts;\n- the most likely interpretation, clearly distinguished from confirmed facts;\n- a recommendation to release, quarantine, or discard the shipment, with brief reasoning;\n- three immediate actions, each with an owner and deadline;\n- one sentence suitable for sending to the clinic awaiting delivery.\n\nDo not invent regulatory limits or claim the medication is safe. If the available evidence is insufficient for release, say so directly.\n\nIncident notes:\n- Shipment: 18 cartons of refrigerated injectable medication, lot L24-771, intended storage range 2–8°C.\n- Data logger recorded 7.1°C at 06:00, 8.7°C at 06:18, a peak of 11.4°C at 06:42, 9.2°C at 07:03, and 7.8°C at 07:21.\n- Courier arrived at the clinic at 07:28. Clinic staff did not accept the shipment because the logger alarm was active.\n- Cartons were returned to the validated refrigerated van at 07:36 and reached the distribution center at 08:25.\n- Warehouse receiving measured 6.4°C between the center cartons at 08:31. Packaging was intact, with no moisture or visible damage.\n- Courier states the rear door was left open during another delivery from approximately 06:10 to 06:25. Route telemetry shows the refrigeration unit remained powered throughout.\n- The product quality agreement requires manufacturer review for any reading above 8°C lasting more than 15 minutes.\n- Manufacturer stability guidance is not available in the incident file. Quality Assurance has requested it but has not yet received a response.\n- The clinic needs replacement stock by 14:00 today for scheduled patients.\n- Available inventory can cover a replacement shipment, but doing so will reduce regional safety stock from four days to two days."
    }
  ]
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  seed: 17209,
  settings: {
    systemPrompt: 'You are a meticulous multimodal operations analyst. Extract information conservatively, distinguish observation from inference, and format the response with clear section headings and bullet points.',
    thinkingLevel: 'medium',
    temperature: 0.4,
    topP: 0.9,
    maxTokens: 1200
  },
  messages: [
    {
      role: 'user',
      content: 'Analyze the provided image in detail. First, transcribe the visible whiteboard content as accurately as possible, preserving uncertainty with [unclear] markers where needed. Then provide: 1) a concise operational summary, 2) the top five risks or issues visible, and 3) a prioritized action list for the next shift. If there are contradictions or missing information, call them out explicitly.'
    }
  ],
  inputs: {
    images: [
      'https://assets.runware.ai/assets/inputs/33dc6b53-940f-421c-aa91-c32cf7eed1a4.jpg'
    ]
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "seed": 17209,
            "settings": {
                "systemPrompt": "You are a meticulous multimodal operations analyst. Extract information conservatively, distinguish observation from inference, and format the response with clear section headings and bullet points.",
                "thinkingLevel": "medium",
                "temperature": 0.4,
                "topP": 0.9,
                "maxTokens": 1200
            },
            "messages": [
                {
                    "role": "user",
                    "content": "Analyze the provided image in detail. First, transcribe the visible whiteboard content as accurately as possible, preserving uncertainty with [unclear] markers where needed. Then provide: 1) a concise operational summary, 2) the top five risks or issues visible, and 3) a prioritized action list for the next shift. If there are contradictions or missing information, call them out explicitly."
                }
            ],
            "inputs": {
                "images": [
                    "https://assets.runware.ai/assets/inputs/33dc6b53-940f-421c-aa91-c32cf7eed1a4.jpg"
                ]
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "87560478-51a1-4f96-abe3-d92bb0d8edce",
      "model": "google:gemini@3.1-flash-lite",
      "seed": 17209,
      "settings": {
        "systemPrompt": "You are a meticulous multimodal operations analyst. Extract information conservatively, distinguish observation from inference, and format the response with clear section headings and bullet points.",
        "thinkingLevel": "medium",
        "temperature": 0.4,
        "topP": 0.9,
        "maxTokens": 1200
      },
      "messages": [
        {
          "role": "user",
          "content": "Analyze the provided image in detail. First, transcribe the visible whiteboard content as accurately as possible, preserving uncertainty with [unclear] markers where needed. Then provide: 1) a concise operational summary, 2) the top five risks or issues visible, and 3) a prioritized action list for the next shift. If there are contradictions or missing information, call them out explicitly."
        }
      ],
      "inputs": {
        "images": [
          "https://assets.runware.ai/assets/inputs/33dc6b53-940f-421c-aa91-c32cf7eed1a4.jpg"
        ]
      }
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  seed=17209 \
  settings.systemPrompt="You are a meticulous multimodal operations analyst. Extract information conservatively, distinguish observation from inference, and format the response with clear section headings and bullet points." \
  settings.thinkingLevel=medium \
  settings.temperature=0.4 \
  settings.topP=0.9 \
  settings.maxTokens=1200 \
  messages.0.role=user \
  messages.0.content="Analyze the provided image in detail. First, transcribe the visible whiteboard content as accurately as possible, preserving uncertainty with [unclear] markers where needed. Then provide: 1) a concise operational summary, 2) the top five risks or issues visible, and 3) a prioritized action list for the next shift. If there are contradictions or missing information, call them out explicitly." \
  inputs.images.0=https://assets.runware.ai/assets/inputs/33dc6b53-940f-421c-aa91-c32cf7eed1a4.jpg

{
  "taskType": "textInference",
  "taskUUID": "87560478-51a1-4f96-abe3-d92bb0d8edce",
  "model": "google:gemini@3.1-flash-lite",
  "seed": 17209,
  "settings": {
    "systemPrompt": "You are a meticulous multimodal operations analyst. Extract information conservatively, distinguish observation from inference, and format the response with clear section headings and bullet points.",
    "thinkingLevel": "medium",
    "temperature": 0.4,
    "topP": 0.9,
    "maxTokens": 1200
  },
  "messages": [
    {
      "role": "user",
      "content": "Analyze the provided image in detail. First, transcribe the visible whiteboard content as accurately as possible, preserving uncertainty with [unclear] markers where needed. Then provide: 1) a concise operational summary, 2) the top five risks or issues visible, and 3) a prioritized action list for the next shift. If there are contradictions or missing information, call them out explicitly."
    }
  ],
  "inputs": {
    "images": [
      "https://assets.runware.ai/assets/inputs/33dc6b53-940f-421c-aa91-c32cf7eed1a4.jpg"
    ]
  }
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  seed: 68294,
  settings: {
    maxTokens: 500,
    temperature: 0.3,
    topP: 0.9,
    thinkingLevel: 'medium',
    systemPrompt: 'You are a precise multimodal analyst. Read any visible text carefully, distinguish observed details from inferred interpretation, and organize the response in clear numbered sections.'
  },
  messages: [
    {
      role: 'user',
      content: 'Analyze the attached poster image and provide: 1) the exact visible event title and details, 2) a concise description of the scene, 3) the likely genre or style of the artwork, and 4) three notable visual motifs that support the theme.'
    }
  ],
  inputs: {
    images: [
      'https://assets.runware.ai/assets/inputs/fe1426e0-7292-420f-89bb-f2ae33da22f7.jpg'
    ]
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "seed": 68294,
            "settings": {
                "maxTokens": 500,
                "temperature": 0.3,
                "topP": 0.9,
                "thinkingLevel": "medium",
                "systemPrompt": "You are a precise multimodal analyst. Read any visible text carefully, distinguish observed details from inferred interpretation, and organize the response in clear numbered sections."
            },
            "messages": [
                {
                    "role": "user",
                    "content": "Analyze the attached poster image and provide: 1) the exact visible event title and details, 2) a concise description of the scene, 3) the likely genre or style of the artwork, and 4) three notable visual motifs that support the theme."
                }
            ],
            "inputs": {
                "images": [
                    "https://assets.runware.ai/assets/inputs/fe1426e0-7292-420f-89bb-f2ae33da22f7.jpg"
                ]
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "832747ee-65ef-4d2f-883e-5785cbc04262",
      "model": "google:gemini@3.1-flash-lite",
      "seed": 68294,
      "settings": {
        "maxTokens": 500,
        "temperature": 0.3,
        "topP": 0.9,
        "thinkingLevel": "medium",
        "systemPrompt": "You are a precise multimodal analyst. Read any visible text carefully, distinguish observed details from inferred interpretation, and organize the response in clear numbered sections."
      },
      "messages": [
        {
          "role": "user",
          "content": "Analyze the attached poster image and provide: 1) the exact visible event title and details, 2) a concise description of the scene, 3) the likely genre or style of the artwork, and 4) three notable visual motifs that support the theme."
        }
      ],
      "inputs": {
        "images": [
          "https://assets.runware.ai/assets/inputs/fe1426e0-7292-420f-89bb-f2ae33da22f7.jpg"
        ]
      }
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  seed=68294 \
  settings.maxTokens=500 \
  settings.temperature=0.3 \
  settings.topP=0.9 \
  settings.thinkingLevel=medium \
  settings.systemPrompt="You are a precise multimodal analyst. Read any visible text carefully, distinguish observed details from inferred interpretation, and organize the response in clear numbered sections." \
  messages.0.role=user \
  messages.0.content="Analyze the attached poster image and provide: 1) the exact visible event title and details, 2) a concise description of the scene, 3) the likely genre or style of the artwork, and 4) three notable visual motifs that support the theme." \
  inputs.images.0=https://assets.runware.ai/assets/inputs/fe1426e0-7292-420f-89bb-f2ae33da22f7.jpg

{
  "taskType": "textInference",
  "taskUUID": "832747ee-65ef-4d2f-883e-5785cbc04262",
  "model": "google:gemini@3.1-flash-lite",
  "seed": 68294,
  "settings": {
    "maxTokens": 500,
    "temperature": 0.3,
    "topP": 0.9,
    "thinkingLevel": "medium",
    "systemPrompt": "You are a precise multimodal analyst. Read any visible text carefully, distinguish observed details from inferred interpretation, and organize the response in clear numbered sections."
  },
  "messages": [
    {
      "role": "user",
      "content": "Analyze the attached poster image and provide: 1) the exact visible event title and details, 2) a concise description of the scene, 3) the likely genre or style of the artwork, and 4) three notable visual motifs that support the theme."
    }
  ],
  "inputs": {
    "images": [
      "https://assets.runware.ai/assets/inputs/fe1426e0-7292-420f-89bb-f2ae33da22f7.jpg"
    ]
  }
}

import { createClient } from '@runware/sdk'

const client = await createClient({ apiKey: process.env.RUNWARE_API_KEY })
await client.connect()

const [result] = await client.run({
  model: 'google:gemini@3.1-flash-lite',
  messages: [
    {
      role: 'user',
      content: 'Check the current workspace status for exhibition project EXH-2026-014, “Threads of the Andes,” before our opening-readiness meeting. Retrieve the latest status of gallery installation, object mounting, lighting, interpretive graphics, lender approvals, security review, and staff training. Include overdue tasks, unresolved blockers, cross-team dependencies, owners, and milestone dates. Use the live workspace rather than relying on prior conversation context; after the status is returned, I’ll need a concise readiness brief for the museum director.'
    }
  ],
  tools: [
    {
      type: 'function',
      name: 'get_workspace_status',
      description: 'Returns the current operational status of the user\'s workspace.',
      schema: {}
    }
  ],
  toolChoice: {
    type: 'tool',
    name: 'get_workspace_status'
  }
})

import asyncio
import os

from runware import Runware


async def main():
    async with Runware(api_key=os.environ["RUNWARE_API_KEY"]) as client:
        results = await client.run({
            "model": "google:gemini@3.1-flash-lite",
            "messages": [
                {
                    "role": "user",
                    "content": "Check the current workspace status for exhibition project EXH-2026-014, “Threads of the Andes,” before our opening-readiness meeting. Retrieve the latest status of gallery installation, object mounting, lighting, interpretive graphics, lender approvals, security review, and staff training. Include overdue tasks, unresolved blockers, cross-team dependencies, owners, and milestone dates. Use the live workspace rather than relying on prior conversation context; after the status is returned, I’ll need a concise readiness brief for the museum director."
                }
            ],
            "tools": [
                {
                    "type": "function",
                    "name": "get_workspace_status",
                    "description": "Returns the current operational status of the user's workspace.",
                    "schema": {}
                }
            ],
            "toolChoice": {
                "type": "tool",
                "name": "get_workspace_status"
            }
        })


asyncio.run(main())

curl https://api.runware.ai/v1 \
  -H "Authorization: Bearer $RUNWARE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "taskType": "textInference",
      "taskUUID": "7052b8c1-9a91-49c9-b689-687e7e84e6b7",
      "model": "google:gemini@3.1-flash-lite",
      "messages": [
        {
          "role": "user",
          "content": "Check the current workspace status for exhibition project EXH-2026-014, “Threads of the Andes,” before our opening-readiness meeting. Retrieve the latest status of gallery installation, object mounting, lighting, interpretive graphics, lender approvals, security review, and staff training. Include overdue tasks, unresolved blockers, cross-team dependencies, owners, and milestone dates. Use the live workspace rather than relying on prior conversation context; after the status is returned, I’ll need a concise readiness brief for the museum director."
        }
      ],
      "tools": [
        {
          "type": "function",
          "name": "get_workspace_status",
          "description": "Returns the current operational status of the user's workspace.",
          "schema": {}
        }
      ],
      "toolChoice": {
        "type": "tool",
        "name": "get_workspace_status"
      }
    }
  ]'

runware run google:gemini@3.1-flash-lite \
  messages.0.role=user \
  messages.0.content="Check the current workspace status for exhibition project EXH-2026-014, “Threads of the Andes,” before our opening-readiness meeting. Retrieve the latest status of gallery installation, object mounting, lighting, interpretive graphics, lender approvals, security review, and staff training. Include overdue tasks, unresolved blockers, cross-team dependencies, owners, and milestone dates. Use the live workspace rather than relying on prior conversation context; after the status is returned, I’ll need a concise readiness brief for the museum director." \
  tools.0.type=function \
  tools.0.name=get_workspace_status \
  tools.0.description="Returns the current operational status of the user's workspace." \
  toolChoice.type=tool \
  toolChoice.name=get_workspace_status

{
  "taskType": "textInference",
  "taskUUID": "7052b8c1-9a91-49c9-b689-687e7e84e6b7",
  "model": "google:gemini@3.1-flash-lite",
  "messages": [
    {
      "role": "user",
      "content": "Check the current workspace status for exhibition project EXH-2026-014, “Threads of the Andes,” before our opening-readiness meeting. Retrieve the latest status of gallery installation, object mounting, lighting, interpretive graphics, lender approvals, security review, and staff training. Include overdue tasks, unresolved blockers, cross-team dependencies, owners, and milestone dates. Use the live workspace rather than relying on prior conversation context; after the status is returned, I’ll need a concise readiness brief for the museum director."
    }
  ],
  "tools": [
    {
      "type": "function",
      "name": "get_workspace_status",
      "description": "Returns the current operational status of the user's workspace.",
      "schema": {}
    }
  ],
  "toolChoice": {
    "type": "tool",
    "name": "get_workspace_status"
  }
}