Middleware vs Stably AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Stably AI leads in AI visibility (77 vs 56)
Middleware logo

Middleware

ChallengerInfrastructure

IT Operations

Cloud-native observability platform with APM, traces, logs, and metrics; OpenTelemetry-native cost-effective Datadog alternative targeting DevOps teams at growing companies.

AI VisibilityBeta
Overall Score
C56
Category Rank
#96 of 305
AI Consensus
81%
Trend
stable
Per Platform
ChatGPT
54
Perplexity
60
Gemini
59

About

Middleware is an observability and monitoring platform providing application performance monitoring (APM), distributed tracing, log management, and infrastructure metrics in a unified view for engineering teams running cloud-native applications. Founded in 2021 and headquartered in San Francisco, Middleware raised approximately $6 million and targets DevOps and SRE teams at growing companies who need comprehensive observability without the cost and complexity of enterprise platforms like Datadog or New Relic.

Full profile
Stably AI logo

Stably AI

LeaderInfrastructure

IT Operations

SF YC AI test automation at $1M ARR Dec 2024 with 5 employees; ex-Google/Uber founders with self-healing tests that auto-repair when UI changes helping OpenArt scale to $16M ARR competing with Mabl for zero-flakiness CI testing.

AI VisibilityBeta
Overall Score
B77
Category Rank
#32 of 305
AI Consensus
84%
Trend
stable
Per Platform
ChatGPT
78
Perplexity
78
Gemini
83

About

Stably AI is a San Francisco-based AI test automation platform — backed by Y Combinator — reaching $1 million in annual revenue in December 2024 with a 5-person team — providing engineering teams with an AI platform that auto-generates, runs, and maintains end-to-end tests in CI/CD pipelines with zero-flakiness guarantees and self-healing capabilities that automatically repair tests when UIs change, replacing the brittle Playwright and Cypress test suites that break with every UI update. Founded in 2023 by ex-Google Chrome infrastructure engineer Jinjing Liang (CEO) and ex-Uber Safety ML engineer Neil Parker (CTO), Stably enables customers like OpenArt (which scaled to $16M ARR with a 10-person engineering team using Stably) to achieve test coverage without dedicated QA engineers.

Full profile

AI Visibility Head-to-Head

56
Overall Score
77
#96
Category Rank
#32
81
AI Consensus
84
stable
Trend
stable
54
ChatGPT
78
60
Perplexity
78
59
Gemini
83
60
Claude
76
54
Grok
80

Key Details

Category
IT Operations
IT Operations
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Shared
IT Operations

Integrations

Only Middleware

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