# AI Feedback Insight Miner

Mines user feedback for themes, severity, jobs-to-be-done, feature requests, and roadmap signals. Paid x402 Bailian/Qwen service. Call with the declared JSON schema; unpaid calls return HTTP 402 before model execution.

This is a paid API service exposed by Server402 for AI agents, MCP clients, OpenAPI importers, and applications. Call the endpoint once without payment to receive HTTP 402 payment instructions, complete payment, then retry with the returned payment token or x402 signature.

## Invocation

- Service ID: `ai-feedback-insight-miner`
- Canonical service ID: `ai-feedback-insight-miner`
- Method: `POST`
- Endpoint: `https://x402vip.com/api/tools/ai-feedback-insight-miner`
- Service page: https://x402vip.com/services/ai-feedback-insight-miner
- OpenAPI: https://x402vip.com/openapi.json
- Catalog search: https://x402vip.com/api/catalog/search?q=ai-feedback-insight-miner
- MCP endpoint: https://x402vip.com/mcp
- MCP tool: `ai_feedback_insight_miner`

## Pricing And Payment

- Price: USD 0.01
- Billing mode: `per_call`
- Max calls per payment: `1`
- Payment provider: `x402_facilitator`
- Payment flow: call without payment, receive `402 Payment Required`, pay, then retry with `X-Payment-Token` or `PAYMENT-SIGNATURE`.
- Payment hint: Call POST /api/tools/ai-feedback-insight-miner once to receive HTTP 402 with accepts[] requirements, or create a payment with POST /api/payments using serviceId="ai-feedback-insight-miner". Pay Base USDC with PAYMENT-SIGNATURE or pay XIAO with X402-Guarantee, then retry the same request.

## Use Cases

- Call Alibaba Cloud Bailian/Qwen through a paid HTTP 402 API.
- Use this service when an AI agent needs mines user feedback for themes, severity, jobs-to-be-done, feature requests, and roadmap signals.
- Return machine-readable JSON for downstream automation.

## Keywords

ai-feedback-insight-miner, AI Feedback Insight Miner, bailian, qwen, dashscope, llm, ai model, ai agent, paid ai api, feedback, product-insights, user-research, themes, roadmap, semantic:feedback-mining, intent:mine-feedback, output:themes

## Input Schema

```json
{
  "additionalProperties": true,
  "properties": {
    "context": {
      "description": "Optional supporting context, source text, constraints, or background.",
      "type": "string"
    },
    "feedback": {
      "description": "Required input field feedback.",
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "language": {
      "description": "Optional output language or locale.",
      "type": "string"
    }
  },
  "required": [
    "feedback"
  ],
  "type": "object"
}
```

## Output Schema

```json
{
  "additionalProperties": true,
  "properties": {
    "model": {
      "type": "string"
    },
    "provider": {
      "type": "string"
    },
    "result": {
      "additionalProperties": true,
      "type": "object"
    },
    "service_id": {
      "type": "string"
    },
    "status": {
      "type": "string"
    },
    "upstream_id": {
      "type": "string"
    },
    "upstream_request_id": {
      "type": "string"
    },
    "usage": {
      "additionalProperties": true,
      "type": "object"
    }
  },
  "required": [
    "status",
    "service_id",
    "result"
  ],
  "type": "object"
}
```

## Example Request

```json
{
  "feedback": [
    "Users want faster setup.",
    "Pricing is clear but docs need examples."
  ]
}
```

## Example Response

```json
{
  "model": "qwen-plus",
  "provider": "aliyun-bailian",
  "result": {
    "summary": "Example structured result."
  },
  "service_id": "ai-feedback-insight-miner",
  "status": "ok"
}
```