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 Observability

The AI Observability category shows strong vendor consensus (28 brands) but limited evaluation depth (12 brands), suggesting emerging standardization around monitoring needs. Arize AI dominates with dual high-performance entries (81% and 46% shortlist rates), while established players like Datadog (65%) compete against AI-native specialists. The uniform model_diversity=4 across top brands indicates solutions appeal equally across different LLM architectures, reflecting category maturity in multi-model support.

150 discovery queries · 391 head-to-heads · refreshed Jun 1, 2026

Discovery stage

The shortlist

Across 150 buyer-style "AI Observability" queries

Most cited · AI ObservabilityLive

Arize AI

arize.com

Cited in 121 of 150 buyer questions for AI Observability — surfaced by 3 of 3 AI engines.

ChatGPTGeminiClaude

Citation rate

81%

Visibility score64/100

See the full Arize AI profile→

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions

Tracked acrossChatGPT,Gemini,Claude

Get weekly AI visibility changes for AI Observability sent to your inbox.

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.

WhyLabs

9/10

Arize AI

9/10

LangSmith

9/10

Langfuse

9/10

Weights & Biases

9/10

Fiddler AI

6/6

Arize AI

6/6

WhyLabs

6/6

Langfuse

4/6

Weights & Biases

4/6

Arize AI

5/5

Weights & Biases

5/5

LangSmith

5/5

LangChain

5/5

Fiddler AI

4/5

Fiddler AI

5/5

Arthur

5/5

Arize AI

5/5

WhyLabs

5/5

Weights & Biases

4/5

Arize AI

5/5

Weights & Biases

5/5

Datadog

5/5

WhyLabs

4/5

Fiddler AI

4/5

Datadog

4/4

Trace

4/4

Weights & Biases

4/4

Dynatrace

3/4

Arize AI

3/4

Arize AI

3/3

Datadog

2/3

Langfuse

2/3

Weights & Biases

2/3

Helicone

1/3

Arize AI

3/3

Datadog

3/3

Weights & Biases

2/3

LangSmith

2/3

LangChain

2/3

≥50% cited

25–49%

<25%

Topics are discovery-stage prompt clusters · ai-observability

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 33/100

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure

Median citation rate 33/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Brands to know