Scattered product facts
Price, availability, identifiers and policies disagree or disappear between visible and structured content.
Independent technical readiness review
Can AI shopping agents understand and recommend your products?
Find the product-data, discoverability and trust gaps that make your catalogue harder for machines—and buyers—to interpret.
The visibility gap
Your catalogue may look complete to people—and remain ambiguous to machines.
Weak comparison context
Attributes, use cases and differentiators are too vague for reliable product comparison.
Hidden trust signals
Seller identity, shipping and returns are present for buyers but difficult to verify systematically.
What the audit examines
Five evidence-backed lenses. One prioritized action plan.
Discoverability
Product and Offer structured data, canonicals, crawlability, indexing and sitemaps.
Product Data
Titles, brand, SKU, GTIN/EAN, price, currency, stock, images, variants and policies.
AI Readability
Semantic clarity, attributes, use cases, differentiators, FAQs and consistency.
Commerce Readiness
Readable offers, checkout discovery, seller identity and buyer trust signals.
Trust & Evidence
Every material finding tied to a sampled URL and clearly labeled evidence.
Example finding
From observation to implementation.
Product identifiers are incomplete
- Evidence
- No GTIN/EAN was detected in visible or structured product data on the sampled product page.
- Why it matters
- Missing identifiers make entity matching and reliable product comparison harder.
- Recommended fix
- Add one authoritative GTIN per eligible variant and keep visible and JSON-LD values aligned.
Free versus Full
Start with signal. Unlock the implementation map.
FREE AI COMMERCE CHECK
€0
- Preliminary overall score
- Top 3 issues
- Opportunity preview
- Read-only public scan
FULL READINESS AUDIT
€299 one-off
- Five complete sub-scores
- Evidence by affected URL
- Prioritized fixes and effort
- 30-day roadmap
- Professional HTML + PDF report
How it works
Enter your URL
We inspect only publicly accessible catalogue pages.
Review the free signal
See your preliminary score and three priority gaps.
Unlock the full audit
Pay €299 securely in Stripe. No call required.
Get your action plan
Download a protected report, targeted within 60 minutes.
Methodology & limitations
Clear about what we observe—and what we infer.
FACT Public HTML, structured data, robots and sitemap signals are collected read-only.
OBSERVATION Deterministic checks test completeness, consistency and machine readability.
INFERENCE AI assists interpretation only from collected evidence.
LIMIT We do not know or replicate proprietary algorithms from OpenAI, Google, Shopify or any provider. No ranking, recommendation, traffic or revenue is guaranteed.
FAQ
Do you need store access?
No. The MVP reads only publicly accessible pages and does not log in, submit forms or buy products.
Is this legal, SEO or platform advice?
No. It is an independent technical readiness review. Validate changes with your own specialists and platforms.
When is the full report delivered?
The target is within 60 minutes after valid inputs and confirmed payment. Unreachable or blocked sites may require a refund.
What data do you keep?
We process the submitted URL, email, payment references and generated report. See the Privacy page for retention and deletion details.
See what machines can see