Caller
AI product POSTs the generated answer to /v1/chatads/messages with a cak_ API key.
Acquisition one-pager
ChatAds — the revenue layer for AI answers
A production API that extracts product intent from AI-generated responses, matches it against a commerce catalog, and returns tracked affiliate links in under 100ms. Amazon by default, custom catalogs on request. No LLM call on the hot path.
<100ms
Extraction-to-resolution path
89%
Internal eval accuracy
<$500
Monthly infra cost
10
Shipped integrations
Who it's for
AI products that want a revenue line without a sales team
Chatbots, assistants, publisher widgets, agent platforms, and LLM-native apps that generate product recommendations as a side-effect of answering a user. ChatAds turns that mention into a tracked affiliate link in the same response.
Architecture
One request. Four stages. Under 100ms.
Extraction
Go API calls the Fly-hosted spaCy sidecar to pull product intent from the response. ONNX classifier flags monetizable intent.
Resolution
Intent resolves against the active catalog (Amazon by default) with brand + product-line matching logic.
Response
Tracked affiliate link + metadata returned to the caller. Billing metered per resolved offer via Stripe.
Distribution
Ten shipped integrations
Every surface an AI developer might already be on.
REST API
TypeScript SDK
Python SDK
MCP Server
n8n
Zapier
Lovable
Replit
ChatGPT Apps
Claude Code
What it runs on
Stack and monthly ops cost
Core infra (Supabase, Fly.io, Netlify) plus variable data provider and LLM usage. Total run-rate under $500/month.
API layer
Go on Fly.io. spaCy NLP sidecar and ONNX category classifier also on Fly.
Data
Supabase (Postgres, auth, edge functions). Amazon catalog via managed data provider.
Frontend
React 18 + Vite dashboard, Jekyll marketing site, Mintlify docs, TypeScript widget — all on Netlify CDN.
Billing
Stripe metered billing with plan-based rate limits.
What an acquirer gets
Code, accounts, integrations, IP
Code
Monorepo: API, SDKs, sidecars, dashboard, admin, widget, docs, marketing.
Accounts
Fly, Supabase, Netlify, Modal, Stripe, Amazon Associates, domains for both products.
Integrations
Published on npm, PyPI, n8n, Zapier. Public MCP server and SDK references.
IP
Extraction + resolution pipeline, classifier model + training data, scoring harness, two production brands (ChatAds + ChatAside), indexed content library.
Take the next step
Ten-minute read, five-minute Loom, thirty-minute call.