The Platform

Three systems.
One platform.

Inception Agents works at every layer — from the edge to your content to the AI platforms themselves. Detection, optimization, and learning working in concert.

1

Detection Engine

A Cloudflare Worker runs at the edge, identifying AI agents in under 5ms with zero impact on human visitors. Multi-signal behavioral fingerprinting means we detect agents even when they try to look human.

  • ✓ User-agent matching — known agent signatures from ChatGPT, Perplexity, Google, and 40+ others
  • ✓ Behavioral analysis — navigation speed, resource loading, scroll patterns
  • ✓ IP range matching — known infrastructure IPs for AI providers
  • ✓ Intent classification — product discovery, pricing, comparison, trust verification
// Edge worker — detection in <5ms
const detection = classify(request);
// → { agent: "chatgpt", intent: "product_eval" }
if (detection.isAgent) {
// Serve optimized content
return serveOptimized(request, detection);
}
// Human visitors pass through unchanged
Before Inception Agents:
What the agent sees:

Generic HTML, no structured data, broken navigation for non-JS clients, competitor ads in sidebars, outdated pricing.

After Inception Agents:
What the agent sees:

Structured llms.txt with competitive positioning, JSON-LD product data, intent-specific content variants, clean markdown with citations.

2

Content Optimization

Every AI agent gets content tailored to what it's looking for. Product evaluators get structured comparison data. Price shoppers get TCO analysis. Technical reviewers get API documentation.

llms.txtJSON-LDMarkdownAgent CardProduct FeedA2A Protocol
3

Learning Engine

Every agent interaction generates signals. Our Thompson Sampling algorithm discovers which content variants get the highest recommendation rates and automatically surfaces them. Your advantage compounds with every visit.

5

content variants per section

95%

served from pre-computed cache

The Flywheel

Agent visits your site
↓
Optimized content served
↓
Signals collected & analyzed
↓
Better variants selected
↓
Higher recommendation rate

10 minutes on Shopify.
One npm install on Vercel.

Inception Agents integrates with your existing stack. No migration required.

Shopify

App install

Vercel

npm package

Cloudflare

npm package

Express

npm package

View Integration Guides →