> ## Documentation Index
> Fetch the complete documentation index at: https://aisa.one/docs/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> - Base URLs: models `https://api.aisa.one/v1` (Gemini GenerateContent: `https://api.aisa.one/v1beta`); data APIs `https://api.aisa.one/apis/v1`. The `servers` of each operation in https://aisa.one/openapi.yaml is authoritative.
> - Auth: `Authorization: Bearer $AISA_API_KEY`. Never print, log, or commit the key.
> - MCP (preferred for agents): `https://mcp.aisa.one/mcp`, signed in with OAuth, so there is no key to paste.
> - Agent Skill: `npx skills add AIsa-team/agent-skills --skill aisa`. Fallback with the AIsa CLI: `aisa skills install aisa`.
> - Spending: docs, https://aisa.one/models, https://aisa.one/api, `/v1/models`, and MCP `search`, `list_categories`, `get_details`, `batch_quote`, and the `account` operation are free. Quote the exact calls before running them (MCP `batch_quote`, CLI `aisa quote --json`). If the quote reports `auto_execute_eligible: true`, run it unless the user set a tighter limit or asked only for a quote. Otherwise, tell the user in one message the planned calls, the quoted price, and a total USD budget for the task, then wait for approval. Direct HTTP calls follow the stricter rule at https://aisa.one/docs/get-started/cli.md#direct-http-fallback. Do not make paid calls to test availability. Full rule: https://aisa.one/llms.txt

# Discover Intelligence

> <!-- aisa-pricing:start -->
按用量计费；默认请求预估费用：$0.0403 USD（不是固定价格）。 声明的单位费率：每 provider_credit $0.000001 USD。 最终费用以账户适用价格及实际结算为准。
<!-- aisa-pricing:end -->

## 请求规范

* **方法与路径:** POST /apis/v1/predict-leads/discover-intelligence
* **可用状态:** enabled
* **请求 URL 模板:** `https://api.aisa.one/apis/v1/predict-leads/discover-intelligence`
* **Runtime 事实版本:** e0bd07e632ad90107c78fe3e2a0a8c42a327ecc682d82122d9d5e59d5ffc93e3

[完整 OpenAPI 定义](https://aisa.one/docs/reference-contracts/zh/predict-leads.json)

有效请求与价格声明（包括认证和引用的 schema）：

```json theme={null}
{
  "operationId": "predict-leads.discover-intelligence",
  "method": "POST",
  "path": "/apis/v1/predict-leads/discover-intelligence",
  "servers": [
    {
      "url": "https://api.aisa.one"
    }
  ],
  "parameters": [],
  "security": [
    {
      "bearerAuth": []
    }
  ],
  "requestBody": {
    "required": true,
    "content": {
      "application/json": {
        "schema": {
          "type": "object",
          "properties": {
            "page": {
              "type": "integer",
              "default": 1,
              "minimum": 1,
              "description": "Provider page number, starting at 1. Always sent to obtain count metadata."
            },
            "limit": {
              "maximum": 100,
              "minimum": 1,
              "type": "integer",
              "description": "Maximum records on this page (1-1000). Charged per returned record, so the conservative default is 5."
            },
            "title": {
              "type": "string",
              "description": "Job title filter. Valid only for job_openings."
            },
            "dataset": {
              "enum": [
                "job_openings",
                "technology_detections",
                "news_events",
                "financing_events",
                "investor_connections",
                "products",
                "startup_platform_posts"
              ],
              "type": "string",
              "description": "Cross-company intelligence dataset to discover from one fixed endpoint."
            },
            "location": {
              "type": "string",
              "description": "Job location for job_openings, or company location for news_events and financing_events."
            },
            "date_from": {
              "type": "string",
              "format": "date",
              "examples": [
                "2026-01-01"
              ],
              "description": "Date start: first_seen_at for jobs, technology detections, or investor connections, and published_at for startup posts."
            },
            "seniority": {
              "enum": [
                "not_set",
                "founder",
                "c_level",
                "partner",
                "president",
                "vice_president",
                "head",
                "director",
                "manager",
                "mid_senior",
                "junior"
              ],
              "type": "string",
              "description": "Job seniority filter. Valid only for job_openings."
            },
            "date_until": {
              "type": "string",
              "format": "date",
              "examples": [
                "2026-01-31"
              ],
              "description": "Date end for technology detections, investor connections, or startup posts. Jobs do not support an end date."
            },
            "onet_codes": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "O*NET occupation codes for job_openings only. Accepts an array or comma-separated string and sends one CSV query value."
            },
            "post_types": {
              "type": "array",
              "items": {
                "enum": [
                  "show_hn",
                  "job_hn"
                ],
                "type": "string"
              },
              "description": "Startup post types, show_hn or job_hn, for startup_platform_posts only. Accepts an array or comma-separated string and sends one CSV query value."
            },
            "active_only": {
              "type": "boolean",
              "description": "Return active jobs only. Valid only for job_openings."
            },
            "company_sizes": {
              "type": "array",
              "items": {
                "enum": [
                  "1",
                  "2-10",
                  "11-50",
                  "51-200",
                  "201-500",
                  "501-1000",
                  "1001-5000",
                  "5001-10000",
                  "10001+"
                ],
                "type": "string"
              },
              "description": "Company size bands for news_events only. Accepts an array or comma-separated string and sends one CSV query value."
            },
            "news_categories": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "News-event categories, such as launches, hires, or receives_financing. Valid only for news_events and sent as one CSV query value."
            },
            "last_seen_at_from": {
              "type": "string",
              "format": "date",
              "description": "Last-seen start date for technology detections or investor connections."
            },
            "last_seen_at_until": {
              "type": "string",
              "format": "date",
              "description": "Last-seen end date for technology detections or investor connections. Must not precede last_seen_at_from."
            },
            "product_categories": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "Product categories: product, service, solution, or unclassified. Valid only for products and sent as one CSV query value."
            },
            "product_subcategories": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "Product subcategories only: industry, use_case, pricing_tier, or unclassified. Sent as one CSV query value."
            },
            "financing_types_normalized": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "Normalized financing round types for financing_events only. Accepts an array or comma-separated string and sends one CSV query value."
            },
            "technology_id_or_fuzzy_name": {
              "type": "string",
              "examples": [
                "Salesforce"
              ],
              "description": "PredictLeads technology ID or fuzzy name. Required only for technology_detections and rejected for every other dataset."
            }
          },
          "required": [
            "dataset",
            "limit"
          ]
        }
      }
    }
  },
  "x-aisa-status": "enabled",
  "x-aisa-pricing": {
    "cost_contract": "response_units",
    "customer_multiplier": 1.0,
    "customer_pricing": "provider_cost_multiplier",
    "default_request_estimate_usd": 0.0403,
    "estimate_source": "profile_seed",
    "evidence_source": "response_body",
    "maximum_units": 10000000,
    "unit": "provider_credit",
    "unit_rate_usd": 1e-06
  },
  "components": {
    "securitySchemes": {
      "bearerAuth": {
        "scheme": "bearer",
        "type": "http"
      }
    }
  }
}
```

## 费用与请求规则

按用量计费；默认请求预估费用：\$0.0403 USD（不是固定价格）。 声明的单位费率：每 provider\_credit \$0.000001 USD。 最终费用以账户适用价格及实际结算为准。

公开参考值不是你的账户报价或最终扣费。对于支持 X-AISA-Cost-Mode: quote 的接口，执行前请针对完整请求获取免费报价；执行后通过响应费用元数据和 Usage Logs 核对结算费用。1 USD 等于 1,000,000 个整数 micro-USD。

* **默认请求参考估价（USD）:** 0.0403
* **声明的单位费率（USD）:** 1e-06
* **计费单位:** provider\_credit
* **计费依据:** response\_units
* **公开参考倍率:** 1.0
* **声明的最大计数或单位数:** 10000000
* **结算证据来源:** response\_body


## OpenAPI

````yaml reference-contracts/zh/predict-leads.json POST /apis/v1/predict-leads/discover-intelligence
openapi: 3.1.0
info:
  description: ''
  title: PredictLeads
  version: '1'
  x-aisa-capabilities:
    idempotency: Idempotency-Key
    max_price: X-AISA-Max-Price-USD
    quote:
      header: X-AISA-Cost-Mode
      value: quote
  x-aisa-configured-paths:
    - /apis/v1/predict-leads/companies-connections
    - /apis/v1/predict-leads/companies-discover
    - /apis/v1/predict-leads/companies-enrich
    - /apis/v1/predict-leads/companies-financing-events
    - /apis/v1/predict-leads/companies-github-repositories
    - /apis/v1/predict-leads/companies-job-openings
    - /apis/v1/predict-leads/companies-news-events
    - /apis/v1/predict-leads/companies-products
    - /apis/v1/predict-leads/companies-sec-filings
    - /apis/v1/predict-leads/companies-similar
    - /apis/v1/predict-leads/companies-technology-detections
    - /apis/v1/predict-leads/discover-companies
    - /apis/v1/predict-leads/discover-intelligence
    - /apis/v1/predict-leads/financing-discover
    - /apis/v1/predict-leads/get-company
    - /apis/v1/predict-leads/get-company-intelligence
    - /apis/v1/predict-leads/get-similar-companies
    - /apis/v1/predict-leads/jobs-detail
    - /apis/v1/predict-leads/jobs-discover
    - /apis/v1/predict-leads/news-detail
    - /apis/v1/predict-leads/news-discover
    - /apis/v1/predict-leads/portfolio-companies
    - /apis/v1/predict-leads/products-detail
    - /apis/v1/predict-leads/products-discover
    - /apis/v1/predict-leads/sec-filings-detail
    - /apis/v1/predict-leads/startup-platform-posts
    - /apis/v1/predict-leads/technologies-detail
    - /apis/v1/predict-leads/technologies-detection-detail
    - /apis/v1/predict-leads/technologies-list
    - /apis/v1/predict-leads/technologies-users
  x-aisa-document:
    facts_hash: e0bd07e632ad90107c78fe3e2a0a8c42a327ecc682d82122d9d5e59d5ffc93e3
    generator_version: '3'
    protocol_version: '1'
    schema_version: '1'
    composer_version: '28'
    response_pending:
      - operation_id: predict-leads.companies-enrich
        path: /apis/v1/predict-leads/companies-enrich
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.companies-financing-events
        path: /apis/v1/predict-leads/companies-financing-events
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.companies-github-repositories
        path: /apis/v1/predict-leads/companies-github-repositories
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.companies-similar
        path: /apis/v1/predict-leads/companies-similar
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.companies-technology-detections
        path: /apis/v1/predict-leads/companies-technology-detections
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.jobs-detail
        path: /apis/v1/predict-leads/jobs-detail
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.news-detail
        path: /apis/v1/predict-leads/news-detail
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.portfolio-companies
        path: /apis/v1/predict-leads/portfolio-companies
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.products-detail
        path: /apis/v1/predict-leads/products-detail
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.sec-filings-detail
        path: /apis/v1/predict-leads/sec-filings-detail
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.technologies-detail
        path: /apis/v1/predict-leads/technologies-detail
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.technologies-detection-detail
        path: /apis/v1/predict-leads/technologies-detection-detail
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.technologies-list
        path: /apis/v1/predict-leads/technologies-list
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
      - operation_id: predict-leads.technologies-users
        path: /apis/v1/predict-leads/technologies-users
        method: GET
        statuses:
          - '200'
        reason: public success response has no authoritative payload declaration
    document_hash: sha256:05cb5df47a242996d19ef3fcbbeef83e3c345711815f2aba41dc20967c78b0fa
  x-aisa-plans:
    builder: 1
    display_plan: payg
    payg: 1
    similarweb_payg: 1
    team: 1
    version: e70a0959cd1b93b84ae16dffd7a538273ddb9c1d46277b82823c37ff1b6bc0fb
  x-aisa-provider: predict-leads
  x-aisa-catalogs:
    predict-leads:
      title: PredictLeads
      description: ''
      x-aisa-document:
        facts_hash: e0bd07e632ad90107c78fe3e2a0a8c42a327ecc682d82122d9d5e59d5ffc93e3
        generator_version: '3'
        protocol_version: '1'
        schema_version: '1'
      x-aisa-plans:
        builder: 1
        display_plan: payg
        payg: 1
        similarweb_payg: 1
        team: 1
        version: e70a0959cd1b93b84ae16dffd7a538273ddb9c1d46277b82823c37ff1b6bc0fb
      x-aisa-capabilities:
        idempotency: Idempotency-Key
        max_price: X-AISA-Max-Price-USD
        quote:
          header: X-AISA-Cost-Mode
          value: quote
servers:
  - url: https://api.aisa.one
security:
  - bearerAuth: []
paths:
  /apis/v1/predict-leads/discover-intelligence:
    post:
      tags:
        - PredictLeads
      summary: Discover Intelligence
      description: >-
        <!-- aisa-pricing:start -->

        按用量计费；默认请求预估费用：$0.0403 USD（不是固定价格）。 声明的单位费率：每 provider_credit $0.000001
        USD。 最终费用以账户适用价格及实际结算为准。

        <!-- aisa-pricing:end -->
      operationId: predict-leads.discover-intelligence
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
              properties:
                page:
                  type: integer
                  default: 1
                  minimum: 1
                  description: >-
                    Provider page number, starting at 1. Always sent to obtain
                    count metadata.
                limit:
                  maximum: 100
                  minimum: 1
                  type: integer
                  description: >-
                    Maximum records on this page (1-1000). Charged per returned
                    record, so the conservative default is 5.
                title:
                  type: string
                  description: Job title filter. Valid only for job_openings.
                dataset:
                  enum:
                    - job_openings
                    - technology_detections
                    - news_events
                    - financing_events
                    - investor_connections
                    - products
                    - startup_platform_posts
                  type: string
                  description: >-
                    Cross-company intelligence dataset to discover from one
                    fixed endpoint.
                location:
                  type: string
                  description: >-
                    Job location for job_openings, or company location for
                    news_events and financing_events.
                date_from:
                  type: string
                  format: date
                  examples:
                    - '2026-01-01'
                  description: >-
                    Date start: first_seen_at for jobs, technology detections,
                    or investor connections, and published_at for startup posts.
                seniority:
                  enum:
                    - not_set
                    - founder
                    - c_level
                    - partner
                    - president
                    - vice_president
                    - head
                    - director
                    - manager
                    - mid_senior
                    - junior
                  type: string
                  description: Job seniority filter. Valid only for job_openings.
                date_until:
                  type: string
                  format: date
                  examples:
                    - '2026-01-31'
                  description: >-
                    Date end for technology detections, investor connections, or
                    startup posts. Jobs do not support an end date.
                onet_codes:
                  type: array
                  items:
                    type: string
                  description: >-
                    O*NET occupation codes for job_openings only. Accepts an
                    array or comma-separated string and sends one CSV query
                    value.
                post_types:
                  type: array
                  items:
                    enum:
                      - show_hn
                      - job_hn
                    type: string
                  description: >-
                    Startup post types, show_hn or job_hn, for
                    startup_platform_posts only. Accepts an array or
                    comma-separated string and sends one CSV query value.
                active_only:
                  type: boolean
                  description: Return active jobs only. Valid only for job_openings.
                company_sizes:
                  type: array
                  items:
                    enum:
                      - '1'
                      - 2-10
                      - 11-50
                      - 51-200
                      - 201-500
                      - 501-1000
                      - 1001-5000
                      - 5001-10000
                      - 10001+
                    type: string
                  description: >-
                    Company size bands for news_events only. Accepts an array or
                    comma-separated string and sends one CSV query value.
                news_categories:
                  type: array
                  items:
                    type: string
                  description: >-
                    News-event categories, such as launches, hires, or
                    receives_financing. Valid only for news_events and sent as
                    one CSV query value.
                last_seen_at_from:
                  type: string
                  format: date
                  description: >-
                    Last-seen start date for technology detections or investor
                    connections.
                last_seen_at_until:
                  type: string
                  format: date
                  description: >-
                    Last-seen end date for technology detections or investor
                    connections. Must not precede last_seen_at_from.
                product_categories:
                  type: array
                  items:
                    type: string
                  description: >-
                    Product categories: product, service, solution, or
                    unclassified. Valid only for products and sent as one CSV
                    query value.
                product_subcategories:
                  type: array
                  items:
                    type: string
                  description: >-
                    Product subcategories only: industry, use_case,
                    pricing_tier, or unclassified. Sent as one CSV query value.
                financing_types_normalized:
                  type: array
                  items:
                    type: string
                  description: >-
                    Normalized financing round types for financing_events only.
                    Accepts an array or comma-separated string and sends one CSV
                    query value.
                technology_id_or_fuzzy_name:
                  type: string
                  examples:
                    - Salesforce
                  description: >-
                    PredictLeads technology ID or fuzzy name. Required only for
                    technology_detections and rejected for every other dataset.
              required:
                - dataset
                - limit
      responses:
        '200':
          description: Tool result data
          content:
            application/json:
              schema:
                $ref: >-
                  #/components/schemas/Response576A0Ea506F3_connect_PREDICT_LEADS_DISCOVER_INTELLIGENCE__output__public_data
        default:
          content:
            application/json:
              schema: {}
          description: >-
            Error response; upstream passthrough responses may use provider
            formats
components:
  schemas:
    Response576A0Ea506F3_connect_PREDICT_LEADS_DISCOVER_INTELLIGENCE__output__public_data:
      $ref: >-
        #/components/schemas/Response576A0Ea506F3_connect_PREDICT_LEADS_DISCOVER_INTELLIGENCE__output__7b4cf84a065406c6
    Response576A0Ea506F3_connect_PREDICT_LEADS_DISCOVER_INTELLIGENCE__output__7b4cf84a065406c6:
      type: object
      required:
        - dataset
      properties:
        data:
          type: array
          items:
            type: object
            additionalProperties: true
        meta:
          type: object
          additionalProperties: true
        dataset:
          enum:
            - job_openings
            - technology_detections
            - news_events
            - financing_events
            - investor_connections
            - products
            - startup_platform_posts
          type: string
        included:
          type: array
          items:
            type: object
            additionalProperties: true
  securitySchemes:
    bearerAuth:
      scheme: bearer
      type: http

````

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