AI shoppers are reading your shelf

Make your products the answer.

Shoppers ask ChatGPT and Shopify’s AI what to buy. AnswerShelf scans your catalog the way assistants read it, finds the facts they can’t verify, and publishes the fixes back to your store — after you approve every word.

Run your first shelf check See how it works

Installs in your Shopify admin · Nothing publishes without your approval

The shift

Your next customer didn’t search. They asked. And the assistant answered with whatever facts it could verify.

The question

“Is this duvet OK for hot sleepers?” “Does the serum work under makeup?” Buyers put real questions to AI assistants — not keywords into a search bar.

The answer

Assistants read your product data — descriptions, structured facts, FAQs, images — and recommend what they can back up with evidence.

The gap

No materials, no care instructions, no warranty on the page? The assistant hedges — or recommends the store that filled them in.

How it works

From scan to published, without leaving your Shopify admin.

1

Run a catalog scan

AnswerShelf loads your live products and scores each one 0–100 on the evidence AI assistants look for — worst first, so you know where to start.

readiness score · priority queue
2

See the gaps

Every product gets an evidence audit: missing materials, care, warranty, and safety facts — each ranked high, medium, or low risk.

evidence audit · risk ranking
3

Generate the Fix Pack

One click drafts the missing facts, FAQs, search terms, alt text, and claim guardrails — then stress-tests the product against 8 real buyer questions.

fix pack · prompt tests
4

Approve & publish

Review the before/after diff. Approve, and AnswerShelf writes structured facts straight to your store. Until then, everything stays a draft.

before/after diff · one-click publish

Anatomy of a Fix Pack

Five fields that turn a product page into an answer.

agent_facts

A dense, verifiable evidence block written for machines — specs, materials, care, warranty — approved by you.

01
faq_answers

The questions buyers actually ask, answered from your product truth — not improvised by someone else’s AI.

02
search_terms

Seven terms aligned to how shoppers phrase the ask, not how your catalog spells the SKU.

03
alt_text

Image descriptions assistants can actually read — because they can’t squint at your photos.

04
claim_guardrails

Explicit rules that stop AI from promising things your product doesn’t do. Your compliance team will want to frame these.

05

Published as five structured metafields in your store’s answershelf namespace. Your theme, descriptions, and pages stay untouched.

82Catalog ready

The readiness score

Every product gets a grade. Every gap gets a number.

The score blends evidence coverage with live prompt tests — eight buyer questions run against each product and graded pass, partial, or fail. Fix the gaps, rerun the tests, watch the score move.

Ready Assistants can recommend it with confidence. 80–100
Needs facts Recommendable, but hedged. Quick wins live here. 55–79
At risk Invisible to AI — or worse, misrepresented. 0–54

Pricing

Plans that scale with your catalog.

Starter

$49 / month

  • 100 active products
  • 50 Fix Packs / month
  • 200 prompt tests / month
  • Readiness scoring & evidence audit
Choose Starter
Best launch plan

Growth

$129 / month

  • 1,000 active products
  • 500 Fix Packs / month
  • 2,000 prompt tests / month
  • Readiness scoring & evidence audit
Choose Growth

Scale

$299 / month

  • 5,000 active products
  • 2,500 Fix Packs / month
  • 10,000 prompt tests / month
  • Readiness scoring & evidence audit
Choose Scale

Billed through Shopify App Pricing · Publishing to your store requires an active subscription · Cancel from your Shopify admin

Questions, answered

Fair questions.

What does AnswerShelf actually change on my store?+
Five structured metafields per product, in a dedicated answershelf namespace — and only after you approve them. Your theme, product descriptions, and pages are never touched.
Does AI-generated content ship without my review?+
No. Every Fix Pack is a draft until you review the before/after diff and hit Approve & Publish. You can reject any field, any time.
Which AI surfaces does this help with?+
Any assistant that reads your product data to make recommendations — ChatGPT-style shopping assistants and Shopify’s own AI surfaces. AnswerShelf gives them structured, verifiable facts to cite instead of guesswork.
What are prompt tests?+
Simulated buyer questions — up to eight per product — run against your product data and graded pass, partial, or fail, with the exact evidence found and missing. It’s how you verify a fix worked before and after publishing.
Do I need a developer?+
No. AnswerShelf runs inside your Shopify admin: install, scan, review, publish. If you can approve a product description, you can run it.

Be the answer, not the alternative.

Scan your catalog and see exactly what AI assistants can — and can’t — say about your products.

Run your first shelf check

From $49/month · Billed through Shopify