[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Helicone
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

5

Limited Presence

Avg Prompt Score

36

across 787 prompts

AI Share of Voice

36%

across 787 prompts

Critical Issues

5

critical + high

Shortlist Position

20/80

Niche · Ai Infrastructure Discovery

Per-stage performance

🔍Discovery
536 category
Cited48%255/536
Share of voice36%avg
Engine consensus40%of engines
Competitors13.8avg/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 Helicone is visible in

2
  • AI Observability9 of 28→
  • AI Infrastructure23 of 77→

Your visibility gap

Helicone surfaces in 20/80 Ai Infrastructure discovery prompts. Claim this profile to see which 60 prompts you're missing and how to win them.

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Executive summary

Helicone has strong baseline B2B entity signals (G2 exists with 2 reviews at 4.5★ and first-party pricing is publicly crawlable with explicit tiers). The biggest AI-citation risk is evaluation-stage coverage: there are first-party competitor comparison pages (e.g., LangSmith vs Helicone) but there is no evidence of first-party, brand-led comparison pages for all key rivals (Langfuse, LangSmith, Arize Phoenix, Datadog, Portkey) and there is no evidence of SoftwareApplication/FAQPage structured data on the main site. Highest-ROI fix: add/expand first-party, brand-led evaluation pages that directly answer the exact buyer queries (especially the “best LLM observability software…” and “How does Helicone compare to …” set) and ensure the pages are SSR + schema-enabled so AI engines can cite them.

Based on audit of helicone.ai · May 8, 2026

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