Get Your Products Found When AI Answers 'Best X'
ChatGPT Shopping launched in 2025. AI-driven product discovery influences 23% of US ecommerce (eMarketer). Amazon wins most citations — but proper product schema, review data, and brand signals can put DTC brands in the answer.
5 free audits. No credit card.
How AI Engines Recommend Products
ChatGPT Shopping, Perplexity Shopping, and Google AIO select products based on Product schema completeness, Review and AggregateRating markup, review volume and recency, brand mention authority, and Offer.price plus availability freshness. Every one of those is an on-page, auditable signal.
of US ecommerce discovery is AI-assisted (eMarketer, 2026)
of AI product citations go to Amazon when competing with DTC (Jungle Scout)
of ecommerce sites have complete Product + Offer + AggregateRating schema (Baymard)
What Ecommerce Teams Tell Us
Amazon wins every AI recommendation
Better schema, more reviews, deeper entity graph. DTC brands need to compete on signal, not just brand.
ChatGPT cites outdated prices
No dateModified on PDPs, no priceValidUntil on Offers — AI has no way to know your price is still current.
Our category pages don't show up
Missing ItemList / CollectionPage schema, weak internal linking, and thin intros kill category-level citations.
Reviews look great on site, invisible to AI
Yotpo, Judge.me, and Stamped render stars in JS widgets but skip JSON-LD — AI crawlers see zero reviews.
We added schema. Still not cited.
Wrong types, missing brand entity, no sameAs links, unlinked Product.brand — the graph is broken.
What a Product Page Audit Covers
All 7 branches, mapped to the signals AI engines actually read when picking a product to cite.
Can AI crawlers actually access your product pages, or are GPTBot / PerplexityBot blocked in robots.txt?
Product title structure, meta description, and breadcrumb signals AI uses to preview your listing.
Pricing visibility (not 'contact us'), spec clarity, and shipping/return information AI can extract.
Brand page, About, Organization schema, and the trust signals AI weighs when picking who to recommend.
Product, Offer, AggregateRating, Review, Brand, and priceValidUntil — the machine-readable spine.
Quotable descriptions, comparison-ready data, and sentence structure AI can lift into an answer.
Outdated prices, stale dateModified, missing availability — the things that get you dropped from answers.
10 Ways Ecommerce Teams Use the Audit
From pre-launch QA to competitor benchmarks.
Pre-launch product audit
Before the PDP goes live, catch missing schema, weak copy, and broken Offers.
Category page optimization
ItemList schema, intro copy, and internal linking so category URLs get cited too.
Seasonal campaign prep
Audit landing pages before Black Friday, Mother's Day, holiday — when AI traffic spikes.
Review widget audit
Verify Yotpo / Judge.me / Stamped are emitting JSON-LD, not just visual stars.
Shopify theme QA
Check what your theme outputs vs. what Google and AI crawlers actually parse.
Brand entity setup
Organization + Brand + sameAs across socials so AI knows who you are.
Competitor benchmark
Audit a competitor PDP and compare schema completeness, review signals, and E-E-A-T.
Comparison page build
Our vs. theirs pages — structure so AI pulls your claim, not the competitor's.
Buying guide audit
Editorial content is a wedge vs. Amazon. Make sure yours is citeable.
PDP freshness signal audit
dateModified, priceValidUntil, and stock signals AI checks before recommending.
Why Your Theme's Default Schema Isn't Enough
Shopify, BigCommerce, and WooCommerce default themes ship with minimal Product schema — enough for Google's rich results gallery, nowhere near enough for AI citation. Every audit we run on a default Shopify theme finds the same 5 gaps:
- No brand entity — schema says 'product' but not which brand
- No Offer.priceValidUntil — AI can't trust the price is current
- No sameAs links to Instagram, TikTok, LinkedIn
- No review JSON-LD — widgets render visually only
- No Product.brand — the entity graph is broken
The good news: most are 5-10 line fixes in your theme or via a Shopify schema app.
How to Compete with Amazon in AI Shopping
You don't beat Amazon on brand authority. You win on niche queries. Amazon's catalog breadth is a liability on specialized long-tail — where DTC brands with clean signals dominate.
Win long-tail queries
"Best zero-drop trail shoe for wide feet" beats "buy running shoes." Target specific, high-intent AI queries Amazon can't rank for with generic listings.
Strong review velocity
30+ reviews with recent dates in JSON-LD. AI engines devalue stale review data and favor active review flows.
Editorial content
Buying guides, comparison pages, and how-to articles are your wedge. Amazon doesn't have editorial — you do.
Brand entity completeness
Organization + Brand schema + sameAs across socials tells AI who you are and makes your brand citable by name.
Why Pack Pricing Fits DTC
Most DTC brands audit in bursts — pre-launch, seasonal prep, quarterly refresh. Subscriptions waste credits. Packs never expire.
| Usage pattern | Audits needed | Best pack |
|---|---|---|
| Testing 1 PDP | Up to 5 | Free tier |
| Small catalog / pre-launch | 10 | $5 Starter |
| Quarterly catalog refresh | 50 | $19 Growth |
| Large catalog / agency | 200+ | $49 Agency |
Credits never expire. Buy a pack once, use it across launches, seasons, and re-audits at your own pace.
How We Compare
| Tool | Focus | Starting price |
|---|---|---|
| Peec.ai | Prompt tracking (ecommerce) | ~$89/mo |
| Profound | Enterprise ecommerce | $499+/mo |
| Semrush | Generic, not product-focused | $240+/mo |
| AI Search Visibility | Per-PDP audits with schema fixes | $5 one-time |
Common Objections
Our Shopify theme has schema built in
It has basic Product schema — but almost no theme ships with Brand entity, priceValidUntil, sameAs, or review JSON-LD. The audit shows exactly what's missing from your live HTML.
We're not big enough for AI traffic
AI recommendations favor niche long-tail queries where Amazon is weak. Smaller DTC brands often win those — but only if their signals are complete.
Wouldn't Peec.ai or Profound be better?
Those tools track prompts and mentions. They don't tell you why AI isn't citing your PDP. Our audit is the fix layer that makes tracking worth doing.
Schema is a dev project — long cycle
Most ecommerce schema fixes are 5-10 line changes in your Shopify theme, or a free schema app. We hand you the snippet ready to paste.
Frequently Asked Questions
ChatGPT Shopping (launched 2025) surfaces product recommendations inside chat responses. OpenAI pulls from structured product data — Product / Offer / AggregateRating schema, brand authority signals, and crawled price/availability. There is no paid merchant feed; ranking is algorithmic and schema-driven.
No. ChatGPT Shopping and Perplexity Shopping don't take merchant feeds — they crawl your public PDPs. That means your on-page schema, review markup, and HTML are the only things that matter. Clean those up and you're in the eligible pool.
Product with a linked Brand entity, Offer with priceValidUntil and availability, and AggregateRating with reviewCount. If you get those three right with valid JSON-LD and a linked Organization, you cover ~80% of what AI engines read.
Very. AI engines use AggregateRating and Review JSON-LD as a trust proxy. Visible stars rendered by a JS widget don't count — the review data has to be in crawlable JSON-LD. 30+ reviews with recent dates is a strong signal.
On head queries like 'buy running shoes', no. On long-tail queries like 'best zero-drop trail shoe for wide feet', absolutely. Amazon's catalog breadth is its weakness on specialized queries — DTC brands with strong schema, real reviews, and editorial content win those.
Shopify's default outputs basic Product schema but typically misses Brand entity linkage, priceValidUntil, sameAs, and review JSON-LD. You need either theme edits or a schema app (Schema Plus, JSON-LD for SEO). The audit tells you which fields are missing from your live page.
Audit Your Top Product Page Free
5 free audits. No credit card. See exactly why AI isn't citing your PDPs — and get code-ready fixes in 60 seconds.