Token-efficient product pagesfor AI agents
Stable schema, already enriched, ready for AI agents. Across all stores.
API
One endpoint, agent-ready responses
Product Representation Comparison
HTML is for humans. JSON is for software. StoreRouter's product format is for agents.
| Metric | Raw HTML | Rendered DOM | Shopify JSON | StoreRouter .md or JSON |
|---|---|---|---|---|
| Suff.Sufficiency† | 7 | 4 | 5 | 9 |
| VividVividness‡ | 7 | 6 | 8 | 10 |
| SearchSearchability¶ | 6 | 5 | 6 | 9 |
| TokensCost — tokens | 544.4 Kprohibitive | 823.9 Kprohibitive | 3.7 Kcheap | 1.2 Kcheap |
| ParseCost — parse | severe | severe | moderate | trivial |
Sufficiency. Are the facts there? What it is, price, sizing, and stock.
How it's scored
Are the facts there? A 1–10 judgment of whether an LLM reading this artifact can answer what the product is, what it is made of, fit and sizing, stated price and per-variant buyability, audience, ratings, and what makes it distinctive — scored in the absolute, not relative to other columns.
Vividness. Could you picture it? Images, colour, shape, and material.
How it's scored
Could you draw it or pick it out of a lineup? Imagery at usable resolution, colour and pattern specificity, silhouette, scale or measurements, and material texture.
Searchability. Can an agent find it? Names, synonyms, attributes, and filters.
How it's scored
Can an agent retrieve this product for varied queries — exact identity, synonyms, descriptive attributes, structured filters, and style, use case or occasion terms?
Why it matters
Built for production agent workflows
Structured data, not HTML
Skip noisy DOM parsing. Get a normalized product object agents can use directly.
Enriched by default
Taxonomy, attributes, variants, and ontology fields are included in one response.
URL in, product out
Use index-only lookup for a predictable, cacheable product view with no live crawl.
Start parsing product pages
Sign up for API access and turn any product URL into agent-ready data.