AI Scores / FreshBooks vs Pilot

FreshBooks vs Pilot

AI Visibility Score Comparison · 2026

FreshBooks

5
/10
Fair AI Visibility

freshbooks.com

VS

Pilot

6
/10
Good AI Visibility

pilot.com

FreshBooks and Pilot are essentially tied on AI visibility

Category Breakdown

CategoryFreshBooksPilotEdge
Structured Data
6
6
Tied
Content Structure
5
7
Pilot
Entity Clarity
4
6
Pilot
E-E-A-T Signals
6
4
FreshBooks
Technical AEO
7
8
Tied
AI Discoverability
3
5
Pilot

FreshBooks

FreshBooks has foundational AEO elements but significant gaps: the complete absence of llms.txt, missing sitemap.xml, lack of Product/Review/FAQPage schemas, and no structured social proof markup seve…

Pilot

Pilot has solid technical foundations (llms.txt, sitemap, unblocked crawlers) and clear content messaging, but lacks E-E-A-T depth needed for confident AI citations—specifically missing review aggrega…

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