[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Fiddler AI
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

39

Limited Presence

Avg Prompt Score

81

across 427 prompts

AI Share of Voice

81%

across 427 prompts

Category Visibility

#3

in AI Observability · of 28

Critical Issues

4

critical + high

Per-stage performance

🔍Discovery
290 category
Cited89%259/290
Share of voice81%avg
Engine consensus61%of engines
Competitors9.9avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data

Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.

Categories Fiddler AI is visible in

1
  • AI Observability3 of 28→

Executive summary

Fiddler.ai is a B2B AI observability/security SaaS and has strong first-party evaluation content (including a first-party /compare/ page) plus a publicly accessible pricing page with a specific $0.002/trace Developer tier. The biggest AI-citation risk is evaluation-stage “vs/alternatives” coverage: G2 exists but shows “not enough reviews” for buying insight, and there’s no evidence (from live checks) of TrustRadius/Gartner Peer Insights/analyst-market-quote presence—so AI engines may cite competitors or generic category sources instead of Fiddler.

Based on audit of fiddler.ai · May 7, 2026

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