Middleware vs Stably AI

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

Stably AI leads in AI visibility (72 vs 45)
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
C45
Category Rank
#14 of 68
AI Consensus
61%
Trend
stable
Per Platform
ChatGPT
43
Perplexity
46
Gemini
44

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
B72
Category Rank
#5 of 68
AI Consensus
61%
Trend
up
Per Platform
ChatGPT
73
Perplexity
69
Gemini
64

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

45
Overall Score
72
#14
Category Rank
#5
61
AI Consensus
61
stable
Trend
up
43
ChatGPT
73
46
Perplexity
69
44
Gemini
64
56
Claude
81
56
Grok
68

Key Details

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

Capabilities & Ecosystem

Capabilities

Shared
IT Operations

Integrations

Only Middleware

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.