Recommendation share
See the shelf, per SKU
AI Shelf is SKU-level, not brand-level. For every buyer question you track, see which of your products get recommended — and how often yours is the one AI picks.
AI Shelf
See your store the way AI shopping answers do
When a shopper asks AI what to buy, it recommends a short list of products. AI Shelf shows your store SKU by SKU across ChatGPT, Gemini, Perplexity, Claude, Copilot, DeepSeek, Grok, and Meta AI — which of your products get picked, where the answer gets it wrong, and exactly what to fix. Every finding is backed by replayable evidence.
Direct website accounts include a 14-day free trial. Shopify App Store installs use Shopify Billing. Shopify App Store installs are billed through Shopify Admin.
AI ShelfBuyer question
“best insulated water bottle for hiking”
- 1Your Storeyou
- 2a rival
- 3a rival
Recommendation sharesample
↻ Replay this answerView evidence
Illustrative example. Generic placeholders shown — not a real store, brand, or result.
What AI Shelf shows you
Four things to know about your shelf
Per SKU, per assistant, with proof on every row — the same on every plan.
Product truth
Catch the swap to a rival
Flag the answers that describe your product wrong, cite a weak source, or swap you out for a competitor — so you spot the misses before shoppers do.
Readiness
Know exactly what to fix
Every skipped SKU comes with an AI shopping readiness checklist: the concrete gaps to close so your product has a better shot at the next answer.
Evidence
Proof on every row
Each finding ships with a replayable evidence pack — the exact prompt, the assistant, the captured answer, the cited sources, and a timestamp.
Built for Shopify, scoped to your products
- ChatGPT
- Gemini
- Perplexity
- Claude
- Copilot
- DeepSeek
- Grok
- Meta AI
Read-only access to your products and content — no order data, ever · proof on every answer
HOW AI SHELF WORKS
From buyer question to the fix, with proof at every step
Track the questions shoppers ask, see your shelf across the assistants, catch the skips and swaps, and back it all with evidence you can replay.
Buyer-question clusters
From the questions shoppers ask to the SKU that gets picked
Group the buyer questions that matter into clusters, then watch which of your products AI recommends for each. Recommendation share rolls up per SKU so you can see, at a glance, where you own the shelf and where a rival does.
- SKU-level recommendation share across your tracked buyer questions
- Cluster view so related questions roll up into one readable picture
- Sample size shown on every sampled metric — never a number without its caveat
Product screenshot — to be added (buyer-question clusters → SKU recommendation share)
Multi-assistant coverage
Coverage across the assistants shoppers actually use
See your shelf across ChatGPT, Gemini, Perplexity, Claude, Copilot, DeepSeek, Grok, and Meta AI. The same assistant set runs on every plan — assistant access is never plan-gated — so coverage is consistent however you compare.
- Eight named assistants on every plan
- Same assistant set on every plan — coverage is never gated
- Compare how each assistant answers the same buyer question
Product screenshot — to be added (per-assistant coverage comparison)
Skipped-SKU detection
Find the products AI keeps leaving out
When AI answers a buyer question without your product, AI Shelf flags the skip and pairs it with the likely reasons — so a missed shelf becomes a short, specific to-do list instead of a mystery.
- Surface the SKUs AI skips for the questions you care about
- Each skip links to the readiness gaps behind it
- Spot competitor swaps and weak citations alongside the skip
Product screenshot — to be added (skipped-SKU detection with readiness gaps)
Replayable evidence
Don’t trust the dashboard — replay the answer
Every row is backed by an evidence pack you can re-run and check yourself: the exact prompt, the assistant, the captured answer, the cited sources, and a UTC timestamp. Defensible proof, not a screenshot you have to take on faith.
- Prompt, assistant, captured answer, citations, and timestamp on every finding
- Re-run the prompt and compare — the proof is reproducible
- Crawler-beacon log shows when an AI crawler read your storefront paths
Product screenshot — to be added (replayable evidence pack detail)
TURN INSIGHTS INTO ACTION
See the gap, ship the fix, prove it changed
AI Shelf turns each finding into a short to-do list — and keeps you in control of what gets published. Draft, export, and review only.
- 01
Work the readiness checklist
Each skipped or mis-described SKU comes with a readiness checklist — the specific, plain-language gaps to close so your product reads clearly to AI shopping answers.
- 02
Draft & export Conversational Attributes
Generate draft Conversational Attributes you export and review for your own Merchant Center. You publish through your own tools — SeenByLLM does not write to your store or to Google for you. Draft, export, review only.
- 03
Re-sweep & keep the evidence
Run a fresh standard AI shelf sweep after you ship a fix and compare it to the saved evidence pack — so you can see whether the answer actually changed, with proof either way.
SeenByLLM never writes to your store or to Google for you. You review every draft and publish through your own tools.
SEE YOUR AI SHELF
See your AI shelf — free
Get a free AI-shelf preview: where AI places (or skips) your top products, plus a readiness score. No card needed — full evidence packs and multi-platform sweeps unlock when you start a trial.
Direct website accounts include a 14-day free trial. Shopify App Store installs use Shopify Billing. Shopify App Store installs are billed through Shopify Admin.
FAQ
AI Shelf, answered honestly
- Which AI assistants does AI Shelf cover?
- We sweep ChatGPT, Gemini, Perplexity, Claude, Copilot, DeepSeek, Grok, and Meta AI. The same assistants are covered on every plan — assistant access is never plan-gated.
- Does this tell me where I sit in Google’s AI search results?
- No. AI Shelf measures how AI shopping assistants recommend your products for the buyer questions you track, with a replayable evidence pack on every finding. We do not report a position in Google’s AI search surfaces, and we don’t claim to.
- Will my product always appear in AI answers?
- No tool can promise inclusion — the assistant decides. AI Shelf shows how AI answers today, which of your SKUs get skipped, and exactly what to fix to improve your odds.
- Do you track my orders or revenue?
- No. AI Shelf uses read-only access to your products and content — never your orders. Findings are about what AI says about your products, drawn from your own pages, not your sales data.
- How is this different from brand-level AI visibility tools?
- Most AI-visibility tools answer “is my brand visible in AI?” at the web-generic, brand level. AI Shelf is SKU-level and Shopify-native: it answers “is this product the one AI recommends — and if not, why, and what do I fix?” using read-only sync with your actual catalog.
Make sure AI recommends your products — not a rival's
See your AI shelf, catch the answers that get your product wrong, and ship the fixes — with replayable proof on every finding.
Shopify App Store installs use Shopify Billing.
Tracking where your products show up in AI answers
- ChatGPT
- Gemini
- Perplexity
- Claude
- Copilot
- DeepSeek
- Grok
- Meta AI
Built for Shopify · read-only catalog access · proof on every answer