AI Visibility & Proof · Built for Shopify

Know how often AI
names your store. Move the number.

Shoppers ask ChatGPT, Perplexity and Shop what to buy — and get recommended by reviews, price and reputation, not just your product data. See your Share-of-Voice against competitors, fix what you can, and measure the difference against a set you hold back. Start with a free readiness check.

Free. Whole catalog, not one URL. Reads public Shopify data — no install, no credit card. Agencies: run it on any client store.

Why now

The channel is small today, and compounding fast

7–8×
YoY growth in AI-referred Shopify traffic, Q1 2026
11–13×
YoY growth in AI-attributed Shopify orders
~50%
higher conversion from AI-referred visitors vs organic
The problem

Being in the catalog isn't being recommended

Shopify puts every product in front of AI shopping agents. Whether they recommend you is a different game — and most tools measure the wrong half of it.

01 — CAN'T SEE YOUR AI VISIBILITY

No Search Console for AI

No way to see how often AI assistants name you versus your competitors, or whether it's moving. You're guessing.

02 — IT'S NOT JUST PRODUCT DATA

Reviews, price, reputation

Clean descriptions get you eligible. Recommendation turns on reviews, price, feed reach and third-party authority — the levers most "AI SEO" tools ignore.

03 — CAN'T PROVE A FIX WORKED

The channel grows for everyone

AI orders are up 11–13× for every store — so a naive before/after always looks like a win. Without a control group, "we proved the lift" is a guess.

How it works

See it. Fix it. Prove it — honestly.

Measure your position, act on every lever, and back it with a real test — not a dashboard that dazzles and proves nothing.

01 — SEE

Share-of-Voice

How often AI assistants name you versus your named competitors — with a confidence interval, tracked over time. Plus a readiness score on every product.

02 — FIX & ROUTE

The catalog + every lever

Bulk-fix titles, descriptions, taxonomy and metafields — staged for approval, reversible in one click. And a prioritized to-do list for the levers we can't auto-fix: reviews, price, feed, authority.

03 — PROVE

Controlled lift

Fix some products, hold a comparable set back as a control, and measure the difference. A defensible, CI-bounded lift number — the one thing a measure-only tool can't give you.

For agencies

Run AI visibility across your whole book

FeedProof is built for the agencies and data teams who do this for many stores. One console across every client — with the reporting you can bill against and defend in a QBR.

BOOK VIEW

All clients, one screen

Share-of-Voice, readiness, open gaps and proven lift for every store you manage — sortable, at a glance, with per-client drill-down.

WHITE-LABEL

Your logo on the report

Hand each client a branded AI-visibility scorecard — comparative, confidence-bounded, and honest. The renewal story.

PROOF THAT HOLDS

A number you can stand behind

Controlled-lift results per client, not a naive before/after a sharp client will see straight through.

The proof

A position you can share. A lift you can defend.

68Readiness
YOURSTORE.COM
1,240 products audited
NEARLY THERE · sample
Title clarity for AI64% · warn
Descriptions ≥ threshold61% · warn
Product type assigned72% · warn
3+ images per product88% · pass
GTIN / metafields / reviews🔒 install
Sample — enter your store abovePublic signals · install unlocks the rest

Honest by default

The AI-visibility space is full of tools that measure and dashboards that dazzle. We do the harder half: fix the catalog and measure the difference against a hold-out — the comparison a measure-only tool can't run. Every number shows its source and its confidence interval.

No llms.txt gimmick, no "we guarantee ChatGPT cites you." Just a comparative position vs your competitors, the real levers named, and a lift number that holds up.

FAQ

The honest answers

How is this different from an AI share-of-voice tracker?
Measuring your AI share of voice is table stakes — plenty of tools do it. We're the one that also fixes the catalog (reversibly) and proves the lift with a controlled test, on Shopify, in one agency console.
How do you "prove" lift honestly?
Not with a naive before/after — the whole AI channel grows for everyone. We hold a comparable set of products back as a control and measure the difference. A defensible, confidence-bounded number, never a guarantee about what ChatGPT cites.
Will fixing wreck my product copy?
Every change is drafted, staged for approval with a before/after diff, and reversible in one click. On managed client stores it never writes without a human approving first.
I run an agency — is this for me?
Primarily, yes. One console across all your client stores, book-level Share-of-Voice, white-label scorecards, and controlled-lift proof you can put in a QBR. Merchants can use it solo too.