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

1

Limited Presence

Avg Prompt Score

7

across 303 prompts

AI Share of Voice

7%

across 303 prompts

Critical Issues

6

critical + high

Shortlist Position

1/80

Not Visible · Error Tracking Discovery

Per-stage performance

🔍Discovery
165 brand-level
Cited4%7/165
Share of voice2%avg
Engine consensus38%of engines
Competitors24.1avg/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 Middleware is visible in

2
  • Error Tracking28 of 30→
  • Observability & APMnot yet measured→

Your visibility gap

Middleware surfaces in 1/80 Error Tracking discovery prompts. Claim this profile to see which 79 prompts you're missing and how to win them.

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Executive summary

middleware.io is a B2B observability/error-tracking platform that already appears in some AI answers (e.g., “how to implement error tracking in applications”). The biggest citation risk is evaluation-stage coverage for error-tracking-specific buyer queries (mobile/web/SaaS/enterprise/solo/dev teams), which likely prevents consistent shortlist inclusion.

Based on audit of middleware.io · Jun 9, 2026

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