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Market & Validation Oracles

Market & Validation Oracles is a compact AI agent for early-stage product validation in the blockchain space.

It combines three practical "oracles" in one workflow:

  • Early Adopter Finder: describe an idea and get the exact niche where the first 100 customers are most reachable.
  • Does This Already Exist? Scan: searches the web for competitors, adjacent products, and differentiation openings.
  • Pricing Oracle: suggests pricing strategies with reasoning, packaging logic, and first pricing experiments.

The app is intentionally lightweight: a dependency-free Node.js server, static frontend, live web-search evidence for competitor scans, and model synthesis through OpenRouter.

Live Demo

https://web-production-b484b.up.railway.app

Why It Exists

Early founders often waste time validating too broadly. This tool narrows an idea into specific buyer segments, market evidence, and pricing experiments that can be tested quickly.

Tech Stack

  • Node.js HTTP server
  • Vanilla HTML, CSS, and JavaScript
  • OpenRouter API for model responses
  • Lightweight web search adapter for competitor evidence
  • Railway deployment

Run Locally

Create a local environment file:

cp .env.example .env.local

Add your OpenRouter API key:

OPENROUTER_API_KEY=your_key_here

Start the app:

node server.mjs

Then open http://localhost:5174.

Security Note

The API key is used only on the server. It is not exposed in the frontend bundle or browser responses.

About

AI market validation oracle for early adopters, competitor scans, and pricing strategy

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