AI shopping visibility

Measure whether AI cites your store — and prove the lift.

Controlled before/after audits across ChatGPT, Claude, Gemini, and Perplexity. Live MCP for catalog, stock, and pricing. Layer-by-layer methodology — no black-box scores.

  • Shopify
  • Amazon
  • WooCommerce
  • BigCommerce
  • Custom / headless
Audit overview4 LLMs · controlled lab

Trusted by teams measuring AI shopping visibility

Methodology layer cites

  • Google Keyword Planner
  • Seer Interactive 2025–2026
  • Ahrefs AIO Study 2026
  • Shopify Benchmark Report 2026
  • Adobe Holiday Report 2025
  • Bain Agentic Commerce 2030
  • DataForSEO

Core metrics

Understand how AI sees your store

Three measurements every merchant demo lands — the Agentic Shelf equivalent of visibility, position, and sentiment.

Citation rate3 → 9 / 12+150% liftShare of shopper queries where your brand is cited before vs after MCP context.
MCP readinessLive toolsStock · price · catalogAgents read your Shopify or Amazon catalog at request time — not from a stale scrape.
Agent trafficTrending upMonitor MCP callsSee which AI agents hit your endpoint and which products they inspect.

Three things every demo lands

Where do you stand?

Controlled before / after across ChatGPT, Claude, Gemini, and Perplexity. 12 shopper queries scored against your competitor set. Citation rate, link-out behavior, and competitor co-mention — all visible, all reproducible.

What's the prize worth?

Total addressable market sized in five layers — real Google Keyword Planner volumes, 2026-anchored AI-share research, measured citation rate (not a guess), benchmark CTR / conversion / AOV / halo. Defensible dollar number for finance.

How do we get there?

Live MCP endpoint reads your catalog and stock at request time, not from a stale scrape. llms.txt, schema, and content-readiness audits surface the specific products and pages that block citations. Re-measure weekly, chart the lift.

The 5-minute demo

Three steps. Each one answers a question your team will ask.

  1. 1
    Audit — where are you cited today?

    Paste your storefront URL. We run 12 shopper-style queries against ChatGPT, Claude, Gemini, and Perplexity twice — once with no context (BEFORE) and once with our MCP context injected (AFTER). Result lands in 60–90 seconds.

  2. 2
    Volume — what's on the table?

    Auto-detected from your storefront. Five-layer TAM with cited sources per layer. Connect Amazon to pull live listing data through the Selling Partner API and add Alexa-readiness scoring, or paste an Amazon URL to upgrade the halo from a per-category default to a measured ratio from real BSR data. Defensible mid × +12mo number in a sensitivity grid.

  3. 3
    Install — set up the live MCP endpoint

    One-click Shopify install. The endpoint serves live stock, catalog, and pricing data to AI agents in real time. Re-run the audit anytime to chart the citation lift.

For multi-platform brands

One measurement layer across Shopify, Amazon, WooCommerce, BigCommerce, and headless. Pick a backend; the audit and the MCP endpoint shape stay the same. Operator playbook reused across brands.

For agencies

Reuse the audit + TAM playbooks across clients. Export stakeholder-ready reports for QBRs. Measure per-client lift over time from tenant-scoped Audit History.

Ready to see your number?

Run the audit yourself, or drop a note and we'll walk through it on a 20-minute call.

Contact us

We respond within a few business days. A quick verification step may appear before the message is delivered.

Frequently asked questions

Everything merchants usually ask before connecting a store.

What is Agentic Shelf?

It measures whether AI assistants like ChatGPT, Claude, Gemini, and Perplexity cite your store, and gives your store an MCP endpoint so those assistants can read your live catalog, stock, and pricing.

What is an MCP endpoint?

Model Context Protocol is the open standard AI assistants use to read live data. Agentic Shelf hosts one for your store so agents query real-time product and inventory data at request time instead of relying on a stale scrape.

Does it access my customers' data?

No. The Shopify integration uses read-only product and inventory scopes only. It does not read orders or customer information.

Which AI assistants do you measure?

ChatGPT, Claude, Gemini, and Perplexity. Each audit runs the same shopper-style queries against all four.

Do you cover Amazon and Alexa for Shopping?

Yes. Connect Amazon and we read your live listings through the Selling Partner API, then score how ready each one is to win citations in Amazon's AI shopping assistant, Alexa for Shopping (formerly Rufus) — a GEO content score, an Alexa-readiness shopper Q&A, and an image-AI category check that flags drift. The same MCP + audit loop, now on your marketplace catalog.

What does it cost?

Free Early Access while the product is in beta. You can run an audit and connect your store at no charge.

How do I get started?

Run a free audit from the button above or install Agentic Shelf from the Shopify App Store. Connect your store and the dashboard provisions automatically.