Updated 19 October 2026
Tools that measure how AI agents see your store, compared
Two different questions get called "AI readiness". Visibility tools ask whether assistants mention you. Agent-readiness tools ask whether an agent can read your offer, trust you and complete a purchase. Few do both; this table says which is which, including us.
| Tool | What it measures | Checks the purchase | Measures recommendations | Price | Best for |
|---|---|---|---|---|---|
| ConversionVector | Agent Conversion Score: 49 checks across access, legibility, offer, transactability and trust; live verification by ChatGPT, Claude and Perplexity; recommendation check; published spec | Yes: cart, checkout, guest checkout, UCP, ACP, MCP, feed | Yes (recommendation check, reported separately) | Free score; Full Report £249 / €279 / $299 | Online stores that want to know whether an agent can actually buy, with evidence |
| AigentReady | Agent-first audit with checkout-flow simulation, a readiness funnel, P0–P3 action list and protocol readiness | Yes (simulated checkout) | No | Free (1 a month, homepage only); €9 per full audit | E-commerce teams wanting a cheap, dev-ready backlog |
| is-agentic-storefront.com | 24 checks plus 5 bonus signals; 0–100 score; copy-paste fix prompt for coding agents per failing check; JSON API | Partly (UCP profile, agent endpoints, cart permalinks) | No | Free | Developers; teams on Medusa |
| Tacey (Shopify) | Scores 11 product-data fields the way Shopify's own scanner does, with links into Shopify Admin for each fix | No (discoverability fields only) | No | Free | Shopify merchants fixing product data |
| agent-ready (open source) | Command-line audit with a checkout-handoff check and bulk mode for lists of stores | Partly (cart state and variant deep links) | No | Free (GitHub) | Developers and agencies auditing many stores |
| RecomendIA | Asks ChatGPT, Gemini and Perplexity 18 customer questions; 29 site checks; plan of improvements | No | Yes (the headline) | Free (3 a day); Pro US$29/month; Agency US$99/month | Local and service businesses in Latin America, in Spanish |
| HubSpot AI Search Grader | One free check of whether AI assistants mention your brand | No | Yes | Free | A first look at brand mentions |
| Otterly | Ongoing tracking of brand mentions across AI assistants for a set of prompts, plus page-level GEO audits | No | Yes | From US$29/month | Marketing teams tracking many prompts in English |
| Semrush AI Visibility Toolkit | Brand visibility in ChatGPT and Google AI Mode inside Semrush | No | Yes | US$99/month | Teams already on Semrush |
Taken from each tool's own pages on 19 October 2026. Prices and features change; check the source before deciding. We've described the others as fairly as we can; tell us if we've got something wrong and we'll correct it.
How to choose
- You want to know if assistants name you. HubSpot's grader for a single look; Otterly or Semrush for tracking many prompts; RecomendIA if your business is local and Spanish-speaking.
- You want to know if an agent can buy from you. That is the question the first five tools above try to answer. The free ones (is-agentic-storefront, Tacey, agent-ready) are good quick checks for developers and Shopify merchants. AigentReady and ConversionVector go deeper and give you a prioritised plan; we also verify with the real assistants and publish the spec the score follows.
- You want both. Our free score now includes a recommendation check (named or not, and who was named instead) alongside the 49 checks, reported separately because recommendations vary from one ask to the next.
- You want someone to do the work. Several of these are fronts for an agency or a platform; ours is advisory, scoped from the report.
See your own numbers.
Free Agent Conversion Score, with the recommendation check, in about a minute.