Adela Mincea
Your competitors are showing up in AI search. You're not.
Find out exactly why AI tools can't find your products, and what to fix first. Scored diagnostic, prioritized roadmap, delivered in 5–7 days.
↓ See what's includedWhat is an AI-ready catalog audit?
An AI-ready catalog audit evaluates how well an e-commerce product catalog is structured to be found and recommended by AI shopping tools, including Google's AI Overviews, ChatGPT Shopping, and Perplexity product recommendations. It reviews product schema markup, Merchant Center feed health, title and attribute quality, and taxonomy mapping against the criteria AI systems use to parse, rank, and surface products in response to natural language queries.
Your products exist. AI can't find them.
What e-commerce teams say when AI visibility becomes a problem.
The sale is happening before your site is involved.
AI tools are recommending products to buyers right now. If your catalog isn't structured for how they read data, you're not in the conversation, regardless of how good your products are.
AI tools are making buying decisions before Google does.
Perplexity, ChatGPT Shopping, and Google AI Overviews are increasingly the first touchpoint for product discovery. If your catalog isn't structured for AI, you don't exist in that moment.
It's not about SEO. It's about data structure.
AI platforms don't read your page like a human. They parse schema, feed attributes, and structured data. Missing or misconfigured data means they can't recommend your products, even if they're the best fit.
Your competitors fixed this before you noticed.
Every month your catalog stays AI-invisible, a competitor captures the recommendation. AI systems learn from what they surface. The gap compounds.
Right fit. Wrong fit.
This is for you if
- ✓You have 100+ SKUs in an active product feed
- ✓You're running Google Shopping, PMax, or both
- ✓Competitors appear in AI results and you don't
- ✓You're scaling spend and want AI visibility sorted first
- ✓Your feed is live but AI platforms still can't find you
Not for you if
- ✕Under 50 SKUs or no product feed yet
- ✕No Merchant Center account set up
- ✕Looking for general SEO or copywriting help
- ✕Not running any paid Shopping campaigns
Not an SEO audit. Not a feed refresh.
vs. doing it yourself
AI visibility requirements aren't documented in one place. Merchant Center, schema.org, feed specs, AI Overviews, they all interact differently. Without a framework, you fix one thing and miss three others.
vs. a generic SEO audit
Standard SEO audits don't cover feed structure, Merchant Center health, or AI agent compatibility. This audit is built specifically for product catalog visibility in AI shopping environments.
vs. waiting to see
AI recommendation systems learn from what they surface. The longer you're invisible, the more entrenched your competitors become in those results. Waiting costs more than the audit.
One report. Every gap, identified.
Structured analysis built on 13+ years of commercial experience. AI processes the data. I interpret what it means for your visibility and your sales.
Delivered in 5–7 business days. If the audit doesn't identify at least 3 structural issues blocking AI visibility, full refund.
AI-Ready Catalog Audit
You go from invisible to informed: what AI platforms see, what they're missing, and exactly what to fix to start appearing in AI shopping results.
What a finding looks like
AI tools were asked about your category 40 times. You were recommended 3 times. Your competitor was recommended 31 times.
Example from a real audit. Details anonymized.
Structured assessment of your catalog against AI readiness criteria: titles, descriptions, attributes, and taxonomy. Scored by impact.
You work directly with me. Not a team, not a junior.
Adela Mincea
Marketing Economist
I work with businesses that spend on marketing but don't see it in the numbers. 13+ years across Dubai, London, and Hong Kong, finding the gap between what the data shows and what the business is actually experiencing.
- Certified trainer in marketing economics and performance systems
- Professional experience across Europe, Asia, and North America
- 13+ years in commercial and performance strategy
- Multi-market client portfolios (Dubai, London, Hong Kong)
- Paid media, audits, and AI-supported analysis
- AI shopping visibility and catalog diagnostics
- Product feed optimization and Merchant Center
- Paid media strategy and audits
- Marketing economics and capital allocation
Simple process. Clear output. No back-and-forth.
You share your catalog
Merchant Center access and product feed. I'll advise on exactly what's needed.
Confirm scope and payment
Payment link sent within 24 hours. Analysis starts on confirmation.
Diagnostic and testing
Feed review, schema audit, AI platform visibility testing. Systematic, not a checklist.
You get the report
Scored diagnostic with prioritized fix roadmap in 5–7 business days.
You share your catalog
Merchant Center access and product feed. I'll advise on exactly what's needed.
Confirm scope and payment
Payment link sent within 24 hours. Analysis starts on confirmation.
Diagnostic and testing
Feed review, schema audit, AI platform visibility testing. Systematic, not a checklist.
You get the report
Scored diagnostic with prioritized fix roadmap in 5–7 business days.
Common questions.
Read-only access to Google Merchant Center. If you have Google Ads running Shopping or PMax, that's helpful but not required. I'll confirm exactly what's needed when you submit.
Google AI Overviews, Perplexity, and ChatGPT Shopping. For specific verticals, I'll check any relevant AI discovery tools active in your category.
Google Shopping and AI Shopping are different systems. Showing in standard Shopping doesn't mean you're visible to AI agents, they parse structured data differently, and the ranking signals aren't the same.
Minimum 100 SKUs for meaningful analysis. If you have fewer, contact me first to discuss whether a lighter scope makes sense.
The report is designed to be handed directly to a developer. Every fix includes the specific field, what to change, the correct format, and why it matters for AI visibility.
If the audit doesn't identify at least 3 structural issues blocking AI visibility, full refund.
Choose the level of support you need.
Lite
Full audit delivered as a scored report with prioritized fix roadmap.
- ✓Product data quality score
- ✓Schema markup audit
- ✓Merchant Center feed health
- ✓AI platform visibility test
- ✓Prioritized fix roadmap
- ✓Delivered in 5–7 business days
Standard
The audit plus a 30-minute walkthrough to go through findings and next steps.
- ✓Everything in Lite
- ✓30-minute walkthrough call
- ✓Live Q&A on findings
- ✓Prioritized action plan for your developer
- ✓Recording of the call
Full
The audit plus hands-on implementation of the top 3 fixes identified.
- ✓Everything in Standard
- ✓Implementation of top 3 fixes
- ✓Schema markup corrections applied
- ✓Feed attribute gaps resolved
- ✓30-day follow-up check
All prices in USD. One-time payment. No retainer, no surprises.
Your competitors are in AI search results. Let's find out why you're not.
Share your catalog details below. I'll review and send a payment link within 24 hours.
Your details
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