AI Commerce Audit · Core Concept

Find out what AI actually sees
when it looks at your store.

Category Core ConceptFree 30 SecondsLayers 8 weighted factors
Definition
An AI Commerce Audit is a systematic assessment of the machine readable signals that determine how AI systems can understand, evaluate, trust, and recommend a merchant.
In simple termsIt tells you what AI can see, what it cannot understand, what it does not trust, and what may prevent recommendation.
Live Audit Scanyourstore.com
Semantic Visuals60
Structured Signals74
Technical Health89
Trust & Confidence41
Commerce Accuracy78
Intent Match58
Rec. Confidence45
External Authority32
AI Commerce Score63Low Confidence
Why This Exists

Why does this exist?

Traditional commerce
Human sees store
↓
Human understands products
↓
Human decides
AI commerce
AI retrieves merchant
↓
AI extracts signals
↓
AI evaluates merchant
↓
AI compares alternatives
↓
AI recommends / ignores

A store can look perfectly good to a human while being difficult for an AI system to understand, verify, compare, or recommend.

The Gap

The same store. Two completely different experiences.

A human visitorAn AI agent
Sees a hero image and reads the headline
Needs structured data to know what the page is even about
Trusts a five star badge on sight
Needs Review and AggregateRating schema to verify the rating exists
Understands "free shipping over $50" instantly
Needs that claim in machine readable text, not just a banner graphic
Forms an impression in seconds
Extracts facts, checks them against other sources, then decides

Passing the human test and passing the AI test are two different exams. Most stores have only ever studied for one of them.

What The Audit Measures

Eight dimensions. One score.

These are the same 8 measurement layers published on Methodology, same weights, same order. The audit is the applied version of that methodology, run against one specific store. Click a card to see how it’s measured.

01
Semantic Visuals & Image Clarity
15% weight
Click to see how it’s measured
Question

Can AI vision systems match your product images to the text around them?

Measures

Alt text, image overlays, visual consistency.

02
AI Structured Signals
15% weight
Click to see how it’s measured
Question

Can AI extract the structured facts about your commerce?

Measures

Schema.org, merchant identity, llms.txt, Open Graph, structured data.

03
Core Technical & Interpretability
15% weight
Click to see how it’s measured
Question

Is your store technically readable at all?

Measures

SSL, HTTPS, robots.txt, Core Web Vitals, DOM structure.

04
AI Trust & Transaction Confidence
15% weight
Click to see how it’s measured
Question

Can AI verify that this is a legitimate, trustworthy merchant?

Measures

Reviews, policies, contact information, returns, company details, shipping.

05
Commerce & Feed Accuracy
15% weight
Click to see how it’s measured
Question

Can AI accurately evaluate the offer itself?

Measures

Pricing, inventory, shipping.

06
User Intent Match
10% weight
Click to see how it’s measured
Question

Does your content actually answer the questions buyers ask AI?

Measures

FAQ content, long-tail copy, context phrases.

07
Recommendation Confidence
10% weight
Click to see how it’s measured
Question

Does AI have enough verifiable social proof to recommend you with confidence?

Measures

Reviews schema, sentiment.

08
External Authority Signals
5% weight
Click to see how it’s measured
Question

Does anything outside your own site vouch for you?

Measures

Brand mentions, citations.

How One Gap Actually Costs You

It is never just "missing schema." It is a chain.

Every failure below follows the same causal chain: technical problem → AI interpretation → recommendation consequence → commercial impact. That chain is what the audit is actually measuring. Click a signal to see its chain.

Signal
Price is available in machine readable HTML.
Failure
Price only appears after JavaScript execution.
AI consequence
The product becomes difficult to compare against alternatives.
Business consequence
Potential exclusion from price sensitive recommendations.
Fix
Expose price and currency in crawlable commerce markup.
Signal
Reviews schema confirms a verifiable star rating and sentiment.
Failure
The five star badge is a styled image with no underlying schema.
AI consequence
AI scores Recommendation Confidence low, regardless of how good the real reviews are.
Business consequence
The merchant loses a social proof signal that competitors with proper schema keep.
Fix
Add Review and AggregateRating schema tied to real review data.
Signal
Stock status is readable as structured data.
Failure
Availability only shows as a colored dot rendered client side.
AI consequence
AI cannot confirm whether the product can actually be purchased right now.
Business consequence
The product is dropped from urgency or availability based recommendations.
Fix
Expose availability status in schema, not just visual styling.
The System

Not a checklist. A pipeline.

STORE
↓
DISCOVERY
Can AI find the merchant?
↓
EXTRACTION
Can AI extract the relevant facts?
↓
INTERPRETATION
Does AI understand what those facts mean?
↓
TRUST EVALUATION
Can AI verify the merchant?
↓
COMMERCE EVALUATION
Can AI accurately evaluate the offer?
↓
RECOMMENDATION ELIGIBILITY
Is there enough evidence to recommend it?
↓
AI COMMERCE SCORE
↓
PRIORITIZED FIXES
The Output

Not a PDF full of generic advice.

01AI Commerce Score
02Factor scores
03Detected failures
04Evidence
05AI consequence
06Revenue exposure
07Priority
08Recommended fix
09Implementation guidance
10Re-scan baseline

Ten concrete outputs, tied to your store specifically. Not "add schema markup." Exactly which schema, on exactly which pages, in exactly what order of impact.

What This Is Not

An AI Commerce Audit is not an SEO audit.

SEO AuditAI Commerce Audit
Can Google crawl you?
Can AI understand you?
Keywords
Semantic meaning
Backlinks
External authority
Rankings
Recommendation eligibility
Page speed
Machine interpretability
Search visibility
AI visibility
Search traffic
AI-mediated commerce

SEO asks whether search engines can find you. AI Commerce asks whether AI systems can understand, trust, compare, and recommend you.

A short clarification, since it is the most common confusion: GEO optimizes content for generative visibility, being mentioned in an AI-generated answer. An AI Commerce Audit measures the underlying commerce signals AI systems use to understand and evaluate a merchant, whether or not that merchant is currently being mentioned at all. You can rank well in GEO and still fail commerce evaluation, and vice versa.

A Critical Distinction

A store can be visible and still be unready.

AI Visibility AI Readiness
Brand A
Brand B
Being mentioned by AI does not prove that AI can reliably understand or evaluate your commerce.
AI COMMERCE AUDIT
↓
AI COMMERCE SCORE
↓
AI READINESS
↓
RECOMMENDATION ELIGIBILITY
↓
AI RECOMMENDATION
↓
RECOMMENDATION SHARE

A strong audit score does not guarantee recommendation. It measures whether the merchant has the signals required to be understood and evaluated by AI. What happens after that is Recommendation Intelligence's job, not the audit's.

The Audit Is a Starting Point

The audit is the beginning, not the end.

FIND
Understand the gaps.
PROVE
Verify what AI can see.
FIX
Implement the highest-impact changes.
PROTECT
Monitor changes over time.
Who This Is For

Built for anyone whose revenue depends on being understood by AI.

Shopify brands
You have traffic and revenue, but AI is becoming another discovery layer.
DTC brands
Your products compete inside AI-generated recommendations, not just search results.
Agencies
You need a repeatable way to measure AI commerce readiness across client stores.
Enterprise commerce
You need visibility into how machine readable your commerce infrastructure actually is, at scale.
FAQ

AI Commerce Audit questions.

How long does the AI Commerce Audit take?
The full AI Commerce Audit completes in 10 seconds. Enter your domain URL, and the scan analyzes your store across all 8 factors in real time. No waiting, no email required, results displayed immediately.
Is the AI Commerce Audit really free?
Yes. The full AI Commerce Score audit is free, requires no signup, and no credit card. You get your complete score across all 8 factors, the factor breakdown, and your top priority fixes at no cost.
How is an AI Commerce Audit different from an SEO audit?
An SEO audit analyzes keyword rankings, backlinks, page speed, and content for search engine optimization. An AI Commerce Audit analyzes the signals AI shopping agents use to evaluate and recommend stores. A store can pass an SEO audit and fail an AI Commerce Audit completely.
How often should I run an AI Commerce Audit?
Run an audit any time you make significant changes to your store: new theme, new apps, updated product pages, or policy changes. Also run one after implementing fixes from a previous audit to verify improvements. AI agents re-crawl stores frequently, so improvements show up in your score within days.
Does a high AI Commerce Score guarantee AI recommendations?
No. The score measures the merchant's readiness and machine readable signals. Recommendation depends on additional factors including query intent, retrieval, authority, competition, and the AI system itself.
Can a store have a high SEO score but a low AI Commerce Score?
Yes. A store can be technically strong for traditional search while exposing insufficient signals for AI interpretation and commerce evaluation.
Does the AI Commerce Audit measure actual AI recommendations?
No. The audit measures the store side signals. Actual recommendation behavior is measured separately through Recommendation Intelligence.
How is an AI Commerce Audit different from GEO?
GEO optimizes content for generative visibility. An AI Commerce Audit measures the underlying commerce signals AI systems can use to understand and evaluate a merchant. A store can perform well in one and poorly in the other.
The Simple Model

Six questions. That is the whole model.

CAN AI FIND YOU?
↓
CAN AI READ YOU?
↓
CAN AI UNDERSTAND YOU?
↓
CAN AI TRUST YOU?
↓
CAN AI COMPARE YOU?
↓
CAN AI RECOMMEND YOU?

AI Commerce Audit measures the first five layers. Recommendation Intelligence measures what happens next.

Run your free AI Commerce Audit now.

10 seconds. No signup. No credit card. See your AI Commerce Score, every gap across all 8 dimensions, and the exact consequence of each one.

Free · No signup · No credit card · Results in 10 seconds
Go deeper into the vocabulary
AI Commerce ScoreThe single number this audit produces MethodologyThe 8-factor scoring model in full AI ReadinessWhat readiness means beyond the score Human View vs AI ViewSee the gap side by side Recommendation ConfidenceWhat happens after readiness VocabularyEvery AI Commerce term defined