AI-SEO infrastructure

Your catalog, ranked for AI shopping queries — and every ranking explained.

LLMRank is a search backend for language models. Merchants register products and services, LLMRank scores them across six transparent components, and AI agents query them as callable tools over the Model Context Protocol or a plain REST API. No black box: for any listing and any query you can see the per-component score, the reason for it, and the single change that would raise it most.

Open the merchant console How ranking works

Relevance

30%

How well the listing's title, description, tags, attributes and category match the parsed intent of the query.

Completeness

20%

Whether the fields an AI needs are actually filled in: description, images, price, brand, attributes, shipping, reviews.

Freshness

15%

How recently the listing was updated. Stale catalogs get answered with stale facts, so they rank lower.

Availability

10%

In stock, with real inventory numbers, beats back-ordered or unknown availability.

Trust

10%

Domain verification, published policies, certifications and review volume from the merchant profile.

Performance

15%

Click-through on past AI answers. Listings agents actually pick move up; ignored listings drift down.

For AI agents

Six tools over Streamable HTTP MCP, plus REST equivalents. Authenticate with a merchant API key from the console.

POST https://thellmrank.com/mcp
  search_products                ranked search with score breakdowns
  get_product_details            full listing detail
  compare_products               side-by-side comparison
  check_availability             live stock and price
  get_merchant_info              trust status and policies
  explain_ranking                why this listing ranked here

GET|POST https://thellmrank.com/api/v1/search
GET  https://thellmrank.com/api/v1/products
GET  https://thellmrank.com/api/v1/products/{id}?explain=<query>
GET  https://thellmrank.com/api/v1/feed.json
POST https://thellmrank.com/api/v1/feed/update
POST https://thellmrank.com/api/v1/click
GET  https://thellmrank.com/.well-known/llmrank.json
GET  https://thellmrank.com/llms.txt