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.
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”
Illustrative example. Generic placeholders shown — not a real store, brand, or result.
What AI Shelf shows you
Per SKU, per assistant, with proof on every row — the same on every plan.
Recommendation share
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.
Product truth
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
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
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
Read-only access to your products and content — no order data, ever · proof on every answer
HOW AI SHELF WORKS
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
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.
Product screenshot — to be added (buyer-question clusters → SKU recommendation share)
Multi-assistant coverage
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.
Product screenshot — to be added (per-assistant coverage comparison)
Skipped-SKU detection
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.
Product screenshot — to be added (skipped-SKU detection with readiness gaps)
Replayable evidence
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.
Product screenshot — to be added (replayable evidence pack detail)
TURN INSIGHTS INTO ACTION
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.
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.
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.
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
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
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
Built for Shopify · read-only catalog access · proof on every answer
Shopify-native AI visibility — see which of your products AI recommends. See how it works →