AI shoppers are reading your shelf

Make your products answerable.

Shoppers ask ChatGPT and Google what to buy. AnswerShelf finds the facts they look for, then publishes shopper-ready Q&A and structured data onto your product pages — visible to shoppers and readable by AI search — 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 answers from a page that has them.

How it works

From scan to published, without leaving your Shopify admin.

1

Run a catalog scan

AnswerShelf loads the newest products within your plan’s per-run limit, grades each one on the evidence AI assistants look for, and stacks the queue worst-first — so you know exactly where to start.

readiness grades · priority queue
2

See the gaps

Each product you review 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 you can stress-test the product with live buyer-question prompt tests, graded by AI.

fix pack · prompt tests
4

Approve, publish, re-check

Review the before/after diff. Approve, and AnswerShelf writes structured facts straight to your store. Then re-check the live shelf against the current product evidence.

one-click publish · live re-check

Inside the app

One score, one queue, one loop.

Every screen below is the real AnswerShelf admin — running on a demo catalog, not a mockup.

AnswerShelf Overview: an AI Shelf Score of 55 out of 100, a breakdown of where products sit (Prominent, Present, Buried, Off-shelf), the facts the shelf expects most, and a worst-first list of biggest losses.
A Fix Pack in review: generated FAQ answers, search terms, alt text, and claim guardrails, each editable before publishing.
The Fix Pack, before it ships

Drafted facts, FAQs, search terms, alt text, and guardrails — editable, and nothing publishes until you approve it.

Buyer question tests graded pass, partial, or fail, each showing the evidence used and the evidence missing, plus a live shelf check for a real buyer need.
Proof the fix worked

Buyer question tests grade pass, partial, or fail — showing the evidence used and what’s still missing. Then re-check the live shelf.

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 — and, with your approval, mirrored into a clearly-marked, reversible facts block in the product description plus alt text on the primary image, the surfaces AI crawlers read. Your theme and page layout stay untouched.

82AI Shelf Score

The AI Shelf Score

One capped score run. Checked against the real AI shelf.

AnswerShelf checks the newest products within your plan’s score-run coverage limit and rolls the result into one 0–100 score for that run — plus where each included product sits for its own category search. Fix the gaps, publish, and re-check.

Prominent AI surfaces it near the top of its shelf.
Present On the shelf, but stronger listings rank above it.
Buried It appears low — missing facts are usually why.
Off-shelf Invisible for its own category search.

Pricing

Plans that scale with your catalog.

Starter

$49 / month

  • 100 active products
  • 50 Fix Packs / month
  • 200 buyer question tests / month
  • 250 live AI checks / month
  • Up to 100 products per score run
  • Readiness grading & evidence audit
Choose Starter
Best launch plan

Growth

$129 / month

  • 1,000 active products
  • 500 Fix Packs / month
  • 2,000 buyer question tests / month
  • 1,250 live AI checks / month
  • Up to 500 products per score run
  • Readiness grading & evidence audit
Choose Growth

Scale

$299 / month

  • 5,000 active products
  • 2,500 Fix Packs / month
  • 10,000 buyer question tests / month
  • 3,000 live AI checks / month
  • Up to 1,000 products per score run
  • Readiness grading & 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. With your approval it also appends a clearly-marked, reversible facts block to the product description and sets the primary image’s alt text, so AI crawlers can read your answers. Your theme and page layout are never touched, and every change is reversible.
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?+
AnswerShelf publishes your answers where they can actually be read: as visible Q&A on your product page and as FAQ structured data (schema.org) in the page code — what Google’s AI results, Perplexity, and other crawlers read, and what Shopify syndicates to AI shopping channels. No honest tool can guarantee an assistant will recommend you, but missing or hidden product facts guarantee it can’t.
What are buyer question 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.

Don’t make the assistant guess.

Scan your catalog and find the facts that are missing before shoppers — and AI — go looking.

Run your first shelf check

From $49/month · Billed through Shopify