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This is a representative example of the report users will receive after an evaluation run completes. It uses demo data but renders the actual report interface and tabs (Summary, Benchmarks, Discovery, Findings, and History).

Sample run ID: sample-run-2026-02-24-axo-001

Find a product, add it to cart, start checkout, and tell me where an agent is most likely to fail or hesitate.

sample-r/completed

Overall

72.36

Accessibility

74.6

Discovery

69

Providers

3

Status

completed

Combined Analysis

Agents can usually complete the requested commerce flow, but they waste time on account-first patterns and ambiguous checkout validation copy. The biggest improvement opportunity is reducing avoidable retries during checkout entry and form correction. Overall, the site is usable for agents today, but not yet consistently efficient across providers.

The crawl-based AEO audit scored 71/100 across 6 pages. Strong areas include open graph basics, internal linking, and indexable for discovery. The biggest gaps are structured data present, llms.txt valid, and content structure. 1 page required browser fallback because HTTP HTML looked JS-rendered or too sparse.

Provider Consensus and Differences

Shared friction points, repeated strengths, and notable differences across the provider runs.

  • All providers completed the task path, but each spent extra effort discovering or confirming guest checkout.
  • Checkout validation copy caused hesitation across providers, especially when field formats were unclear.
  • Claude was fastest, while Gemini took a longer route and repeated more steps before stabilizing.

Accessibility Provider Scores

Provider Agreement81.7

Higher agreement means provider accessibility scores are more closely aligned.

openai78.9
claude76.4
gemini68.5

Priority Overview

Top 3 highest-priority fixes from this run.

High2/3 providers

Guest checkout is too easy to miss

/cart, /checkout, "Continue as guest"

Overview

OpenAI and Gemini both retried account-first paths before they found the guest checkout route.

Recommended Fix

Move 'Continue as guest' above sign-in and make it a primary CTA on cart and checkout entry.

High2/3 providers

Validation guidance is not specific enough

/checkout, "Phone", "State / Province"

Overview

Providers hit validation errors on checkout fields and had to infer the expected format from trial and error.

Recommended Fix

Add inline examples for phone, state/province, and postal fields and preserve entered values after a validation error.

High

Add structured data (JSON-LD) on key templates

/, /build

Overview

Only 1/6 pages exposed structured data in the crawl.

Recommended Fix

Add valid JSON-LD on your key templates and choose the schema.org type that matches each page.