Compare
How agent testing fits next to the tools you already use.
Aiscovery tests whether AI agents can actually shop your store. Nearby tools answer different questions: AI visibility tools ask whether AI answers mention you, site audits ask whether a page is built well, and QA automation asks whether your own release works. Most teams need more than one of these, so each comparison below ends with when to use both.
Four questions, four kinds of tool
The comparisons
AI agent testing vs AI visibility tools
Peec AI, Profound, Otterly.AI and Semrush track what AI answers say about you. We test what agents can do on your store.
Peec AI, Profound, Otterly.AI, Semrush AI Visibility Toolkit
Read the comparison: AI agent testing vs AI visibility toolsAiscovery vs Lighthouse and SEO audits
Lighthouse, PageSpeed Insights and SEO crawlers check how pages are built. We check whether agents finish the task.
Lighthouse, PageSpeed Insights, Screaming Frog
Read the comparison: Aiscovery vs Lighthouse and SEO auditsAiscovery vs Playwright and QA automation
Playwright and QA Wolf test your own release. We show what outside AI agents experience on your live store.
Playwright, QA Wolf
Read the comparison: Aiscovery vs Playwright and QA automation
How we write these pages
- Their words, linkedWhat we say about another product paraphrases its own public pages, linked under Sources with the date we read them.
- No claims we can't sourceWhere their site doesn't describe something, the table says Not their focus or Not listed, never that they lack it.
- Our gaps, labelledOur features that don't run yet say Coming later, the same label we use on every page.
Related
- How Aiscovery worksThe automatic site check, AI agents on key store tasks and the ranked fix list.
- MethodologyHow a task is defined, run, checked and attributed.
- Store platformsShopify, WooCommerce, headless or custom: the test runs from the outside.
- PricingThree plans with test credits; site checks are free.
- Agentic web glossaryPlain definitions of the terms used across our guides.
- About AiscoveryWho builds Aiscovery and why we test the web with agents.
Questions
Is Aiscovery an AI visibility tool?
Not today. Aiscovery tests whether AI agents can use your store: a site check of public pages, then named AI agents trying key shopping tasks. Tracking how often AI answers mention and cite a store is coming later.
Does Aiscovery replace Lighthouse or our test suite?
No. Lighthouse checks how a page is built and your test suite checks your own release. Aiscovery adds what neither shows: what outside AI agents experience when they try a shopping task on your live public store.
Something on a comparison page is out of date. What do we do?
Tell us at support@aiscovery.io with a link to the vendor's current page. We review these pages against each vendor's public site and correct them.
See what AI agents do in your store.
A short call: we run key shopping tasks with named AI agents on your public pages and walk you through the fixes.
Have a real workflow to test now? Apply as a launch partner