Evidence-backed. AI-adjudicated. Human-reviewed.

Case Studies

These pages are not here just to satisfy curiosity. They are here to help buyers judge whether the audit workflow is credible enough to use on their own site. Start with the benchmark-series summary for the cross-site view, then inspect the Ahrefs, HubSpot, and Stripe pages to see what held up, what stayed conservative, and what that means for your own commercial pages.

Publishing note

These public benchmark pages and samples are publishing artifacts, not anonymized customer stories. They exist so buyers can inspect the output quality before more rollout proof is published.

Stripe

81

GEO Score out of 100

Read case study →

Ahrefs

77

GEO Score out of 100

Read case study →

HubSpot

76

GEO Score out of 100

Read case study →

Average GEO Score: 78 across 90 pages crawled

Read the full benchmark research →
Benchmark SeriesAggregate weighted precision: 75.7%

Benchmark Series Summary

3-site benchmark series across Ahrefs, HubSpot, and Stripe. Aggregate weighted precision: 75.7%.

Sites
Ahrefs, HubSpot, Stripe
Strict precision
0.594
Operational FP share
0.079
Case Study 1Weighted precision: 79.4%

SEO Audit of Ahrefs.com

A real SEO audit example and evidence-backed report example built from a bounded deep audit of ahrefs.com, with adjudicated findings, methodology, and caveats.

Target
ahrefs.com
Audit package
deep
Strict precision
0.676
Case Study 2Weighted precision: 71.2%

HubSpot GEO Audit Accuracy Validation

A real app-driven deep audit of hubspot.com that preserves the Ahrefs validation framework, adjudication contract, and publication cautions while exposing more stored/live schema drift and interpretive overreach.

Target
hubspot.com
Audit package
deep
Strict precision
0.515
Case Study 3Weighted precision: 76.5%

SEO Audit of Stripe.com

A real app-driven deep audit of stripe.com that preserves the Ahrefs and HubSpot benchmark method while documenting schema drift, a seed-page crawl artifact, and the final adjudicated dataset.

Target
stripe.com
Audit package
deep
Strict precision
0.588

What this means for your site

Run the same audit on your site

Turn curiosity from the benchmark into a real audit on your own site. The same workflow gives your team a scored report, linked evidence, and a prioritized implementation handoff you can actually ship.