Your products, found on Google and cited by AI agents
Catalog engineering, Comparison Shopping Service (CSS) distribution and visibility in artificial intelligence — one technical partner for the entire chain from feed to sale.
One service, three layers
Everything a real merchant's catalog needs to be found — on Google and in AI answers.
Catalog engineering
Ingest, deduplication, golden records, AI enrichment of titles and descriptions, identifiers (EAN/GTIN), GMC-compliant feed.
CSS distribution
Presence in the CatyAI marketplace, free listings on Google and — through our CSS account — Shopping campaigns with ~20% more bidding power at the same budget. Campaigns managed per merchant, ROI reporting.
AI visibility (GEO)
Findable by ChatGPT, Claude, Perplexity: semantic indexing in vector engines, llms.txt, complete structured data, monthly AI visibility report on your catalog.
What we are NOT
| Labeling tools | CatyAI | |
|---|---|---|
| Fixes the catalog (dedup, identifiers, enrichment) | No | Yes — full pipeline + golden records |
| Requires access to your ad accounts (GA4/Ads/GMC) | Yes, mandatory | No, for the base value |
| Opens new channels | No — only optimizes budget on the old ones | Yes — CSS, free listings, GEO/AI |
| Your data stays yours if you leave | No — labels die with the subscription | Yes — the rebuilt catalog remains |
Smart catalog labels
We know your price versus the market — because we see the market, not just your ad account.
The real position of each product versus the other offers on the market, computed from our cross-merchant catalog.
The products that sell vs. the ones that drain, from real sales data, not ad impressions.
Automatic segmentation into price ranges.
Products with a real reduction (price vs sale_price).
Detected automatically at re-ingest.
Availability level, updated daily.
Labels are written into your feed (custom_label) and used directly in campaign segmentation — or delivered in the monthly report.
The problem: AI Blindness
LLM-oriented crawlers read raw HTML and ignore JavaScript executed in the browser. Stores built as dynamic apps appear to agents as nearly empty pages. The product exists, but for AI it's invisible.
Browser-rendered content never reaches the AI crawler. The product can't even be cited.
Even if a product is mentioned, the agent can't verify who the seller is, whether the price is real, or if the offer still exists.
Without a structured offer and a clear purchase path, the recommendation stays a good word, not a transaction.
How it works, step by step
Signed catalog
The merchant's catalog is indexed semantically and signed cryptographically (Ed25519), together with verified identity data (NAP). The agent doesn't receive free text it must believe, but data whose authenticity it can verify mathematically.
Discovery
When an agent searches for a product, it queries the semantic catalog directly, in a machine-designed format — not via page scraping. The response is structured, complete and instant.
Deterministic validationAPO → CEE → TSO
Before an offer is recommended, it passes through a deterministic chain: the signature is verified, the real existence of the offer and the price correctness are checked. Never an unsafe or invented offer.
Redirect via shop.catyai.io
The link the agent recommends lives on the CatyAI domain — shop.catyai.io/{store}/{product} — which makes a 302 redirect to the real product page on the merchant's site, carrying a reference parameter. The customer buys and pays at the merchant, as usual.
Attribution
The completed order is correctly attributed to the discovery that generated it, through the ref=caty_… parameter carried from the shop.catyai.io redirect. The merchant sees exactly which sales came through the agentic channel.
The trust architecture
In a world where agents recommend automatically, trust cannot be a marketing promise — it must be verifiable. CatyAI builds it from three pieces.
Identity
The merchant's name, address and contact are verified and tied to the catalog. The agent knows who it's talking to.
Integrity
Every data set is cryptographically signed. Any unauthorized modification invalidates the signature — data cannot be falsified in transit.
Correctness
An offer reaches the agent only after deterministic validation. Never an unsafe price or a presumed availability.
Classic SEO vs. CatyAI
| Capability | Classic SEO | CatyAI |
|---|---|---|
| Cited by agents (GEO) | Partial | Yes |
| Trusted (NAP + signature) | No | Yes |
| Transactable (validated offer) | No | Yes |
| Attribution on result | No | Yes |
Where CatyAI fits
CatyAI doesn't compete with agentic payment rails — it complements them. Global protocols solve agent-to-agent payment for digital services. CatyAI solves the last mile for physical products of real merchants, who don't have the time and budget to rebuild their infrastructure.
- — Sell digital services / APIs
- — Buyer: agent with wallet, no human
- — Settlement in stablecoin / on-chain
- — Require merchant API and integration
- — Physical retail products (RO / EU)
- — Buyer: human finalizes at merchant
- — Classic payment, in local currency, at merchant
- — Zero site rebuild, zero mandatory API
Transparent pricing, per catalog size
Figures from the commercial offer — one-time setup, monthly subscription, percentage only on ad spend run through us.
| Package | Catalog | Setup (one-time) | Monthly subscription | + % ad spend |
|---|---|---|---|---|
| Entry | ≤ 1,000 products | 1.000 € | 250 €/month | 5% |
| Starter | 1 – 2k products | 1.500 € | 300 €/month | 5% |
| Growth | 2 – 10k products | 3.000 € | 600 €/month | 5% |
| Pro | 10 – 50k products | 6.000 € | 1.200 €/month | 4% |
| Enterprise | over 50k | custom offer | custom | 3–4% |
- — Full pipeline: ingest → deduplication → golden records → AI enrichment → identifiers → GMC feed
- — Presence in the CatyAI marketplace and Google free listings
- — CSS sub-account with ~20% discount on Shopping bids (after ad spend activation)
- — AI visibility: semantic indexing, llms.txt, structured data, monthly AI visibility report
- — Monthly report: live products, feed health, traffic, campaign ROI
- — Setup is paid in full at signing, before work begins
- — The monthly subscription starts from the first month
- — The percentage applies only when you run ads campaigns through us; the ads budget is yours, separate, transparent in Google Ads
- — Minimum 6-month contract for Entry and Starter
- — No free trial periods
At an ad spend of 2.000 €/month, the CSS savings alone cover the subscription.
Frequently asked questions
The service through which we rebuild your catalog (catalog engineering), distribute it on Google through our marketplace and CSS account, and make it readable by AI agents (GEO). One partner for the entire chain from feed to sale.
Book a partnership call
Write to us at contact@catyai.io or call +40 756 730 193 — we'll discuss your catalog and the right package.