Every serious tool in this market can measure your AI visibility. Where they split is what happens next, and one question cuts through all of it: after you pay, who actually does the work?
We compare categories, not competitors by name. Here is honestly how the options stack up, including where the others have a real point.
The single most clarifying question in the category. Most tools measure your visibility, then hand the fixing back to you. We do it, and we keep doing it.
Scan your shop, score it, and hand you a to-do list to fix by hand.
Report ↩ back to youBuilds and publishes your AI-ready pages, then keeps them current for you.
Live ✓ done for youAll are credible; they solve different slices of the problem. Here is the slice each one leaves to you.
They track how often AI mentions you, often daily, across engines. Useful for seeing where you stand. But the fixing is still yours, by hand, every time your catalog changes.
Measures, doesn't fixThey publish articles and blog posts aimed at AI. Helpful for topics, but your products stay as they are, and articles aren't what an assistant reads to recommend an item.
Content, not your catalogA team routes AI bots to cleaner versions of your existing pages, or does the work as a one-off project. Nothing permanent that you own and that stays in sync.
Project-based, not lastingNobody knows your products better than you. But writing AI-ready attributes, FAQs, and schema for every listing, then redoing it on every change, is a job that never ends.
A job that never endsYour listings stay as they are, and when a buyer asks an assistant "what's the best handmade X for a gift," you're simply not in the answer.
The invisible costThe only one of these that builds the fix, publishes it for you, and keeps it current, without ever touching your Shopify, Etsy, or Amazon store, and with every buyer click routed to your own checkout.
Swipe to compare every column →
| Visibility & rank trackers | Content AEO & agencies | Do it yourself | Do nothing | Beacon | |
|---|---|---|---|---|---|
| What you get | A score & a to-do list | Articles or advice | Full control, no help | Nothing changes | AI-ready pages, built & published |
| Who does the work | You | You + a vendor | You | No one | Beacon |
| Published AI-ready pages | No | Rarely | No | No | Yes, on yourshop.agorilabs.com |
| Discoverable in AI engines | Tracks, doesn't build | Article-level | Whatever you write | None | Every major engine, every plan |
| Visibility tracked & reported | Yes, often daily | Sometimes | No | No | One engine free · all on paid |
| Metrics: observed vs modeled | Often mixed, unlabeled | Modeled | – | – | Both, always labeled |
| Live price & stock sync | No | No | No | No | Yes (paid) |
| Kept in sync as your catalog changes | No, you redo it | Manual / project-based | No, you redo it | No | Yes, refreshed automatically |
| Click → checkout attribution | Analytics-level | No | No | No | First-party, per click |
| Ready for AI shopping agents | No | No | No | No | Yes, machine-operable catalog |
| Publicly verifiable | Partly | Rarely | – | – | Yes, fetch pages, validate schema |
| Your store touched? | No | Sometimes | You edit by hand | No | Never, read-only |
| Time to value | After you act on it | Weeks to months | However long you have | Never | First pages live in minutes |
| Price to start | Often paid / trial | Retainers / $$$ | Free (your time) | Free (hidden cost) | Free, for good |
Buyer clicks always route to your own checkout. The sale and the customer stay yours, on every plan.
See how Beacon stacks up against a named competitor, every claim sourced to their own public pages and dated.
vs. a multi-engine AI-visibility tracker.
vs. an AEO platform built for B2B SaaS & cybersecurity.
vs. a hands-on GEO service for brands.
vs. a commerce-native AEO tracker & feed optimizer.
Audit tools are good at the first half, finding what's wrong. Then they hand it back. Beacon runs the whole loop, and keeps running it.
You can edit anything; you maintain nothing.
A chart that blends recorded events with projections is marketing. We keep them separate, always, so you know exactly what's measured and what's an estimate.
Recorded events: real citations we actually saw, and real clicks to your checkout.
Projections and estimates, clearly labeled as such, never dressed up as fact.
Visibility is today's game. The next one is agents that shop, and soon buy, for people, and agents transacting with other agents.
When agents start buying, being mentioned isn't enough, your catalog has to be operable: readable, priced, in-stock, checkout-ready. Beacon publishes that layer for you today, so your products are already something an agent can act on.
Print this. Ask every tool you're weighing, Beacon included.
Do they fix what they find, or hand you a to-do list?
Which numbers are recorded events, and which are projections?
Do they edit your theme, inject scripts, or need plugins?
Recommendations decay; published pages compound.
Can they tie a checkout visit to an engine and a buyer question?
A free report is a lead magnet; free published pages are proof.
Variants, live prices, stock, marketplace limits, checkout routing?
When agents transact, catalogs must be operable, not just visible.
Structural AI readiness should strengthen ordinary search as well.
Can you fetch the pages, validate the schema, watch crawlers arrive?
Infrastructure is verifiable in a way that reports aren't. Fetch any page Beacon publishes, validate its structured data, and watch AI crawlers arrive in your logs. Your machine-readable index lives at llms.txt on your subdomain.
Paste your link. We build and publish your first AI-ready pages for free, live in minutes.
Free, for good. No card, no trial clock.