Middleware vs 100ms

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

Middleware leads in AI visibility (45 vs 39)
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
100ms logo

100ms

EmergingDeveloper Tools

Live Video Infrastructure

100ms is a live audio/video infrastructure platform with SDKs for React, iOS, Android, and Flutter, providing programmable rooms, recording, and live streaming for web and mobile apps.

AI VisibilityBeta
Overall Score
D39
Category Rank
#1 of 1
AI Consensus
53%
Trend
up
Per Platform
ChatGPT
50
Perplexity
49
Gemini
40

About

100ms is a live audio and video infrastructure platform that provides developers with SDKs and APIs for embedding real-time communication features — video rooms, audio spaces, live streams, and recording — into web and mobile applications. The platform is designed around a room-based model where developers programmatically create, configure, and manage video rooms through a REST API, with client SDKs for React, iOS, Android, Flutter, and React Native handling the media layer. This abstraction allows teams to build fully custom video experiences with their own UI without dealing with WebRTC internals, TURN server management, or media server infrastructure.

Full profile

AI Visibility Head-to-Head

45
Overall Score
39
#14
Category Rank
#1
61
AI Consensus
53
stable
Trend
up
43
ChatGPT
50
46
Perplexity
49
44
Gemini
40
56
Claude
32
56
Grok
37

Capabilities & Ecosystem

Capabilities

Only Middleware
IT Operations
Only 100ms
Live Video Infrastructure

Track AI Visibility in Real Time

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