为什么值得关注

它解决了 AI 生成摘要缺乏可核查证据的常见问题，通过保留原始信号、分离证据与推理、明确显示不确定性，并支持中英双语和开源。

适合谁使用

需要透明分析的市场研究人员
用户体验研究员和产品经理
对证据感知研究工具感兴趣的开发者
使用公开数据并注重隐私的分析师

典型使用场景

从公开市场信号构建研究面板
生成去标识化的人物卡片用于用户分析
通过证据感知提示回答问题并总结共识与分歧
本地化研究报告并缓存结果供不同受众查看

项目优势

基于证据的工作流，直接证据与推理分离
内置隐私保护措施，包括去标识化和掩码
全面支持简体中文与英文界面及缓存报告
开源（Apache-2.0）且架构清晰（React + FastAPI）

使用前须知

原型阶段，尚未准备好用于生产环境
需要用户自行提供API凭证才能使用完整的数据连接和模型运行
演示数据必须经过脱敏处理，且不支持自动加载 .env 文件

README 快速开始

Market Pilot

Market Pilot is an evidence-grounded market research prototype that turns public market signals into traceable research workflows.

Live product · 中文说明

Why it exists

AI can summarize large amounts of market conversation quickly, but a polished summary is not the same as inspectable evidence. Market Pilot explores a stricter workflow: preserve source-grounded signals, separate direct evidence from inference, mask personal identifiers, and make uncertainty visible in the final report.

Current capabilities

Build research panels from collected public signals.
Generate de-identified persona cards for analysis.
Route and answer research questions through evidence-aware prompts.
Summarize consensus, disagreement, limitations, and supporting signals.
Switch the complete public and authenticated experience between English and Simplified Chinese.
Read cached report localizations without collecting data or rerunning research.
Provide a React product interface backed by a FastAPI service.

This repository is a product prototype. Demo data must be labeled as sanitized, and data connectors or model-backed runs require your own authorized provider credentials.

Architecture

Frontend: React 18, Vite 6, Tailwind CSS 4
Backend: FastAPI
Local routing: the frontend calls /api; Vite proxies requests to http://localhost:8001
Research pipeline: collection, masking, panel construction, evidence-aware answering, aggregation, and report rendering
Localization: unprefixed English public URLs, /zh Chinese public URLs, account-aware locale resolution, and a validated report-localization cache

See docs/architecture.md for the component map.

Local setup

Requirements: Node.js 24+, npm 11+, Python 3.13+, and Git.

git clone https://github.com/Dgeloe4-yb/market-pilot.git
Set-Location market-pilot
npm.cmd ci
python -m venv .venv
.\.venv\Scripts\python.exe -m pip install -r collector\requirements.txt

Review .env.example, then export only the variables you need into the process environment. The application does not auto-load .env files.

Start the API:

Set-Location collector
..\.venv\Scripts\python.exe -m uvicorn api.app:app --port 8001

Start the frontend from the repository root in another terminal:

项目描述

Evidence-grounded market research prototype with traceable AI workflows.

market-pilot