MatchPoint
MatchPoint is a two-sided marketplace connecting businesses (Seekers) with startups (Builders) to solve real challenges, orchestrated by a multi-agent AI system powered by Claude.
Core trick
Routes a chat through tiered Claude models (Sonnet discovery, Opus spec synthesis, Haiku ranking) with state-machine orchestration streamed via SSE.
Description
MatchPoint is a two-sided marketplace connecting businesses (Seekers) with startups (Builders) to solve real challenges, orchestrated by a multi-agent AI system powered by Claude. Seekers use a chat-based Discovery agent (Sonnet 4.5) to uncover pain points through natural conversation. Opus 4.6 then synthesizes discussions into concise product specs. A Scout agent (Haiku 4.5) searches 5,690+ startups, delivering ranked matches with AI explanations. Users can save, compare, and connect via magic-link invites. Builders gain visibility into aggregated market needs and trends, with an AI-guided workspace powered by Opus 4.6 and E2B sandboxes for MVP development. The platform runs on a unified state machine with real-time SSE streaming and full observability.
README excerpt
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# MatchPoint
**AI-powered corporate-startup matching platform**
Discover the right Y Combinator startups for your business needs through a conversational AI pipeline — all within a single chat interface.
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## Overview
MatchPoint is a **chat-first** platform that uses a multi-agent AI pipeline to match enterprises with Y Combinator startups. Instead of browsing catalogs or filling out forms, users have a natural conversation with an AI agent that understands their needs, analyzes requirements, and finds the best startup matches — complete with AI-generated explanations of why each startup is relevant.
### How It Works
```
User <-> Chat Interface (single page)
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|-- Stage 1: Discovery (Sonnet 4.5) -- understands your needs via conversation
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|-- Stage 2: Analysis (Opus 4.6) -- produces a detailed product document
|