AEO Audit is a free tool that scores B2B SaaS websites for AI search visibility — how likely they are to be cited by ChatGPT, Perplexity, and Google AI Overviews when B2B buyers search.

What is AI Engine Optimization (AEO)?

AI Engine Optimization (AEO) is the practice of structuring content, entity signals, and technical infrastructure so that AI engines cite your brand in generated answers. It extends traditional SEO to cover ChatGPT, Perplexity, Gemini, and Google AI Overviews.

Yes. AEO Audit is free. Enter any B2B SaaS brand and receive a full AI visibility score with prioritised recommendations.

How does AEO Audit score websites?

AEO Audit scores across six pillars: AI Visibility (22%), Brand Authority (23%), Content Quality (18%), Platform Optimization (15%), Structured Data (12%), and Technical AEO (10%). Each pillar reflects specific signals that AI engines use when deciding which sources to cite.

Subcategory · AI Citation Index

AI Governance Tools

AI governance tooling remains under-evaluated in this dataset, with only two consensus brands captured despite growing enterprise urgency around AI risk management. IBM and Fiddler.ai demonstrate near-identical shortlist performance (25% vs 24%) and model diversity scores (both 4), indicating no clear market leader has emerged in evaluator preferences. The 0% prompt coverage suggests governance concerns are either addressed implicitly within broader AI evaluation criteria or remain outside current assessment frameworks.

80 discovery queries · 2 head-to-heads · refreshed May 11, 2026

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Score shifts, new entrants, citation gaps — every Monday.

Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

Fiddler AI

5/5

IBM watsonx.governance

5/5

ServiceNow

4/5

Decisions

3/5

Aligned

3/5

Fiddler AI

5/5

Arthur

5/5

IBM watsonx.governance

3/5

Decisions

3/5

Aligned

2/5

IBM watsonx.governance

5/5

Fiddler AI

4/5

Aligned

2/5

IBM OpenPages

2/5

ServiceNow

2/5

GuardRails

4/5

Microsoft 365

4/5

Decisions

3/5

IBM watsonx.governance

3/5

Arthur

1/5

Decisions

5/5

AdOpt

3/5

IBM watsonx.governance

3/5

Fiddler AI

3/5

Aligned

2/5

≥50% cited

25–49%

<25%

Topics are discovery-stage prompt clusters · ai-governance

Brands to know

In this category

IBM

Incumbent enterprise vendor achieves 25% shortlist rate, likely leveraging existing client relationships and comprehensive AI lifecycle management positioning.

Read brand profile →

Fiddler.ai

Purpose-built governance platform matches IBM's 24% shortlist performance, suggesting specialized focus resonates equally with evaluators assessing compliance tooling.

Read brand profile →

Citation sources