When AI shops
for your customer,
does it pick you?
AI shopping agents — ChatGPT, Gemini, Perplexity and the browser agents built on them — now compare ecommerce stores and choose products before a shopper ever clicks. Prefero scores your store's agentic commerce readiness the way those agents read it: crawl access, product structured data, policy signals, and whether you win the head-to-head.
- See if agents can crawl, trust, and choose your store
- Compare head-to-head against a competitor
- Get fixes ranked by impact — no account needed
Four checks, one readiness score
The same things an AI agent evaluates before it recommends a store — graded, weighted, and turned into fixes ordered by impact.
Can agents crawl it?
We check robots.txt, sitemap.xml, llms.txt, and agents.md so AI buyers can reach the right pages.
Can agents trust the data?
We validate Product JSON-LD — price, availability, brand, GTIN — against what agents compare.
Can you answer objections?
We inspect policy signals — shipping, returns, warranty — that decide close calls between stores.
Would agents choose you?
We run AI buyer simulations against an optional competitor and turn the result into specific fixes.
From URL to fix-list in 30 seconds
Paste your store URL
Optionally add a competitor. No signup, no install, nothing to configure.
We read it like an agent
We crawl, validate your product schema, and simulate ten AI buyer journeys.
Get a score & fixes
One readiness score, a competitor verdict, and fixes ranked by impact.
Guides
What AI shopping agents read, how agentic commerce actually works, and the exact fields that decide a recommendation.
The full pipeline — discovery, extraction, filtering, comparison — and the signal that decides each step.
ReadinessWhat changes when an agent buys for the shopper, and the checklist in the order that matters.
ImplementationWhich schema.org fields are hard filters, which decide close calls, and a complete JSON-LD block.
ImplementationEvery published AI crawler, split by retrieval versus training — and the file that keeps you visible.
Want a report format before scanning your own store?
Download a lightweight sample PDF to see the score narrative and recommendation style. The main action stays the scan above — use the PDF only as a reference for your team.
We will send occasional AI-commerce readiness notes. Unsubscribe any time.
Simple pricing
Start free. Upgrade when you need the full report or ongoing monitoring.
- Agentic Commerce Readiness score
- Top 2 priority recommendations
- Crawlability check
- Schema validation summary
- Everything in Free, plus:
- All recommendations (3–7 specific fixes)
- AI buyer persona breakdown
- Policy signal analysis
- 1 competitor comparison
- Everything in Full report, plus:
- Monthly automatic re-scan
- Alerts when competitor score changes
- Score history and trend tracking
- Everything in Monitoring, plus:
- Full product catalog (no page limit)
- Weekly AI buyer simulations
- Up to 5 competitors tracked
See your readiness score now
It's free, takes about 30 seconds, and shows you exactly where AI agents drop you — and how to win them back.