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Intent-Casting Marketplace

The Intent-Casting Marketplace is a two-sided platform where users broadcast goals via AI agents and businesses respond with agent-readable services. The platform matches intents to capabilities using vector search, then orchestrates negotiation between agents.

How It Works​

User: "Find a sustainable packaging supplier under $50K"
  │
  ▼
POST /intents → LLM parses into structured intent
  │
  ▼
Vector matching against registered business capabilities
  │
  ▼
Matched businesses notified via Beckn protocol / A2A
  │
  ▼
User reviews ranked matches, accepts/rejects

Key Concepts​

Intent​

A structured representation of what a user wants. Intents are parsed from natural language by an LLM and include:

  • Category — procurement, hiring, service, partnership
  • Constraints — budget, location, timeline, certifications
  • Preferences — soft preferences (not hard requirements)
  • Urgency — immediate, this_week, this_month, exploring

Business Agent​

A registered entity that exposes its capabilities via standard protocols. Businesses are discovered automatically by scanning their URL for:

  • OpenAPI specs
  • AI Plugin Manifests (/.well-known/ai-plugin.json)
  • Agent description files (/agent.md)
  • HTML meta tags

Matching​

The platform uses vector-based semantic search to match intents against business capabilities. Matches are ranked by relevance, readiness score, and historical success rate.

Quick Start​

Submit an Intent​

curl -X POST https://api.ainative.studio/api/v1/public/intents \
  -H "Authorization: Bearer YOUR_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Find a sustainable packaging supplier under $50K with ISO 14001"
  }'

Register a Business​

curl -X POST https://api.ainative.studio/api/v1/public/marketplace/scan \
  -H "Authorization: Bearer YOUR_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://your-business-api.com"
  }'

Architecture​

The marketplace is built on top of existing AINative infrastructure:

ComponentRole
Agent Cloud RegistryBusiness directory — agents register capabilities
ZeroMemoryVector matching + intent memory
A2A ProtocolAgent-to-agent message delivery
Beckn NetworkOpen commerce protocol (US network)
Event BusReal-time intent broadcast
Inference RouterLLM-powered intent parsing

Next Steps​