0130%
Relevance
How well the listing's title, description, tags, attributes and category match the parsed intent of the query.
Built for AI discovery
LLMRank makes your catalog visible to AI shoppers.
Publish products for AI agents, see why every result ranks, and turn each weak listing into a specific, actionable fix.
MCP + REST Explainable scores Hosted product feeds
Live ranking trace
agent readythird-party tested cinnamon supplement
#1 MATCHIlluminate Labs
Ceylon Cinnamon Capsules
1000mg · C. verum · In stock
$19.50
$40.00
69.3
rank score
Relevance66
Completeness100
Freshness100
Availability100
Trust40
Performance24
Next best fix: Verify the merchant domain to raise trust.
Show up
Give AI agents structured, query-ready catalog data.
Understand why
Inspect every ranking signal, reason, and score.
Improve next
Get the one change most likely to lift each listing.
No black box
Six signals. Every decision visible.
LLMRank scores the things AI shoppers need to recommend with confidence. The weights are public, the reasons are readable, and the next action is always clear.
0220%
Completeness
Whether the fields an AI needs are actually filled in: description, images, price, brand, attributes, shipping, reviews.
0315%
Freshness
How recently the listing was updated. Stale catalogs get answered with stale facts, so they rank lower.
0410%
Availability
In stock, with real inventory numbers, beats back-ordered or unknown availability.
0510%
Trust
Domain verification, published policies, certifications and review volume from the merchant profile.
0615%
Performance
Click-through on past AI answers. Listings agents actually pick move up; ignored listings drift down.
Two audiences. One source of truth.
Built for merchants. Native to agents.
Catalog intelligence
Validate listings, track exposure, and draft fact-safe improvements from one console.
Agent-ready distribution
Expose products through MCP, REST, ACP feeds, and public discovery documents.
Evidence with every answer
Return score breakdowns and ranking explanations beside each result.
MCP · search_products
POST https://thellmrank.com/mcp
{
"query": "waterproof jacket under 250",
"results": [{
"rank": 1,
"price": 219.90,
"availability": "in_stock",
"score_breakdown": {
"relevance": { "score": 91.2 },
"completeness": { "score": 100 }
}
}]
}search_productscompare_productsexplain_ranking
Make your catalog legible to the next generation of search.
Start with your existing feed. See what agents see. Fix what holds each product back.