gitwtfhub

wtf is market-pilot?

dgeloe4-yb/market-pilot — explained in plain English

Analysis updated 2026-05-18

71JavaScriptAudience · pm founderComplexity · 3/5LicenseSetup · moderate

TL;DR

A market research prototype that keeps AI generated summaries traceable to real evidence, separating direct facts from inference and flagging uncertainty.

Mindmap

mindmap
  root((Market Pilot))
    What it does
      Evidence grounded research
      Traceable AI workflows
      Bilingual reports
    Tech stack
      React and Vite
      FastAPI
      Python
    Use cases
      Prototype research workflows
      Generate persona cards
      Separate fact from inference
    Audience
      PMs and founders
      Product researchers

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

Why would anyone build with this?

REASON 1

Prototype an evidence grounded market research workflow with traceable sources.

REASON 2

Generate anonymized persona cards from collected public market signals.

REASON 3

Explore a research report format that separates fact, inference, and uncertainty.

REASON 4

Serve a bilingual research product interface in English and Simplified Chinese.

What's in the stack?

JavaScriptReactFastAPIPythonVite

How it stacks up

dgeloe4-yb/market-pilotjoeseesun/qiaomu-youtube-ai-podcastu7079256/paperjury
Stars717171
LanguageJavaScriptJavaScriptJavaScript
Setup difficultymoderateeasyeasy
Complexity3/52/52/5
Audiencepm foundergeneralresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you spin it up?

Difficulty · moderate Time to first run · 30min

Requires Node.js, npm, and Python locally, plus your own authorized API credentials for real data collection or model runs.

Apache 2.0 license: you can use, modify, and distribute this freely, including commercially, as long as you include the license and any notice of changes.

Wtf does this do

Market Pilot is a prototype tool for doing market research with AI, built around the idea that a research summary should always be traceable back to real evidence, not just a confident sounding paragraph. Instead of asking an AI to summarize a topic and trusting the result blindly, the project keeps track of where each finding came from, separates things that were directly stated from things the AI inferred, and tries to make it clear when something is uncertain. It works by collecting public market signals, building anonymized profile summaries called persona cards from that information, and then answering research questions in a way that stays grounded in the collected evidence. The final report highlights where sources agree, where they disagree, what the limitations are, and which signals support each claim. The interface can be viewed in either English or Simplified Chinese, and cached translated reports can be read without re-running the underlying research. The project has a React frontend and a FastAPI backend, with the frontend calling a local API that a development proxy forwards to the backend service. The README is upfront that this is a product prototype: any demo data shown must be clearly marked as sanitized, and using real data connectors or running the AI models yourself requires your own authorized provider credentials, since none are bundled with the project. Running it locally requires Node.js, npm, Python, and Git, plus setting up a Python virtual environment for the backend collector. The README also notes that some research workflows will not work at all until valid API credentials are supplied. The project is released under the Apache 2.0 license and includes guidance on data privacy and responsible use of collected information.

Yoink these prompts

Prompt 1
Help me set up Market Pilot locally with the frontend and FastAPI backend running.
Prompt 2
Explain how Market Pilot separates direct evidence from inference in its reports.
Prompt 3
Show me how the persona card generation and evidence-aware answering pipeline works.
Prompt 4
Walk me through configuring authorized API credentials for real data collection.

Frequently asked questions

wtf is market-pilot?

A market research prototype that keeps AI generated summaries traceable to real evidence, separating direct facts from inference and flagging uncertainty.

What language is market-pilot written in?

Mainly JavaScript. The stack also includes JavaScript, React, FastAPI.

What license does market-pilot use?

Apache 2.0 license: you can use, modify, and distribute this freely, including commercially, as long as you include the license and any notice of changes.

How hard is market-pilot to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is market-pilot for?

Mainly pm founder.

View the repo → Decode another repo

This repo across BitVibe Labs

Don't trust strangers blindly. Verify against the repo.