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Know where you appear
Track recommendation share by market, category, prompt, and AI surface.
AI recommendation intelligence for Shopify merchants
Your customers are asking AI what to buy. Is it recommending you?
Aisle measures recommendations across leading AI shopping surfaces, then turns the gaps into source-backed actions your team can take.
Designed for read-only catalog accessNo customer or order dataNever changes your theme
Four surfaces, never blended
ChatGPT, Claude, Google AI Overviews, and Google AI Mode are measured and reported separately.
Confidence, not point guesses
Every visibility estimate ships with its sample size and a real 95% confidence interval.
Markets kept separate
Each selected market is sampled and reported independently, never averaged into one number.
Product tour · Demo data
See what AI recommends—and what to do next.
Try the report with a fictional air-purifier brand. Open the shopper question, see the answer behind the score, and follow the evidence to a clear next step.
Aerolume · Air purifiers
Shown: ChatGPT · 1 of 4 surfacesRecommendation analysis
Shopper asks ChatGPT
What's the best air purifier for allergies under $300?
Aisle asks the buyer questions that matter for your category and market, then keeps the full answer, every recommendation, and the sources behind it.
“For allergy sufferers, the Purecore Airmega is a strong overall choice. The Aerolume Core is quieter and more compact for smaller rooms.”
The Home StandardEveryday Living Guidemanufacturer specifications
A shopper asks AI what to buy.
One product. Three capabilities.
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See who wins
Inspect the brands, products, claims, and sources that shape each answer.
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Know what to do next
Turn every visibility gap into a traceable, prioritized action.
Shopify-native workflow
A clearer weekly brief, where your team already works.
Connect your catalog, let aisle map buyer questions, then review the biggest shifts and opportunities in Shopify admin.
01Approve read-only catalog access
02Run your first category scan
03Review ranked actions each week
aisle
Product preview · Shopify admin concept
ConceptScan complete
Overview
AI surfaces
Competitors
Opportunities
Visibility · running shoes41.2%
+3.8 ptsPriority this week: Close the cushioning-comparison gap cited on independent gear reviews.
Multiple-market intelligence
One brand. Different answers by market.
Shopper language, competitors, and cited sources change from market to market. Aisle makes those differences visible without blending them into one global average. The demo below uses the same fictional brand and data as the product tour above.
Primary market
“What’s the best air purifier for allergies under $300?”
Purecore 58%Windbourne 46%Aerolume (you) 38%
Expansion market
“Which quiet air purifier is best for a compact bedroom?”
Purecore 51%Windbourne 40%Aerolume (you) 32%
Multiple-market reporting is available, with every selected market measured independently. Availability is confirmed during onboarding. This is demo data for a fictional company.
Transparent methodology
Evidence you can inspect. Limits we state plainly.
Aisle keeps the raw answer behind every number and reports confidence rather than presenting sampled results as certainty.
Buyer questions 6curated per market
AI answers 4 surfaces
Visibility 95% CI
Confidence included
Every estimate shows its sample size and confidence range.
Raw answers retained
Trace metrics back to answer wording, order, and citations.
Surfaces separated
Results are never blended into an opaque universal score.
No vanity attribution
Aisle measures sampled visibility, not revenue or guaranteed rank.
Launch pricing
Start with visibility. Upgrade when you are ready to act.
Join during launch and keep this price for as long as your subscription stays active.
No case studies yet. Aisle is in early access, and every number on this page is built the same inspectable way real reports are. Read the methodology.
Know where you appear.
Weekly visibility, competitor ranking, and prompt-level evidence across four AI surfaces.
- Six buyer questions, sampled repeatedly
- Weekly visibility tracking
- One category
- Markets reported separately
- Competitor benchmarks
Know what to improve.
$249 / month · multiple markets
Everything in Mentions, plus the evidence-backed priorities your team should act on next.
- Multiple-market reporting
- Source opportunity analysis
- Product and prompt diagnostics
- Priority action queue
One-time Visibility Audit
A reviewed baseline and 30-day action plan.
Multiple markets, deeper buyer-intent coverage, competitive findings, and an executive-ready report.
$499 once
Request an audit New subscriptions, upgrades, and reactivations use the pricing available at that time.
Questions, answered
Before you request access.
What data does aisle access?
Aisle is designed around read-only product and catalog fields. It does not require customer or order data for visibility analysis.
Does aisle change my Shopify theme?
No. Aisle's analysis does not write to or change your storefront theme.
Which AI surfaces and markets are covered?
ChatGPT, Claude, Google AI Overviews, and Google AI Mode are measured separately. Market availability is confirmed during onboarding so we don't overstate coverage.
How often are results refreshed?
Ongoing plans are built around a weekly visibility brief, with historical comparisons over time.
How is visibility calculated?
Visibility is the share of sampled, relevant buyer-intent answers in which a brand or product is recommended. Sample size and confidence range stay visible.
Can I uninstall cleanly?
Yes. Removing the app is designed to end its catalog access and leave no theme code behind.
Early access
See how your products appear in AI buying answers.
Request early access for a worked visibility analysis. The Shopify App Store listing is opening soon; we’ll send access when your store is eligible. Read our Privacy Policy.
01Request early access above
02We review your store and category
03You get your first worked visibility report