Helicone vs Middleware

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

Middleware leads in AI visibility (56 vs 37)
Helicone logo

Helicone

EmergingInfrastructure

IT Operations

SF YC W23 open-source LLM observability with single-line integration processing 2.1B+ requests for 800+ companies daily; monitoring OpenAI/Anthropic with cost tracking and prompt analytics competing with LangSmith for AI application observability.

AI VisibilityBeta
Overall Score
D37
Category Rank
#275 of 305
AI Consensus
74%
Trend
stable
Per Platform
ChatGPT
43
Perplexity
34
Gemini
32

About

Helicone is a San Francisco-based open-source LLM observability and monitoring platform — backed by Y Combinator (W23) — providing AI application developers and engineering teams with comprehensive visibility into their large language model deployments: request logging, latency monitoring, cost tracking, prompt analytics, caching, and access to 100+ AI models through a unified gateway — with single-line code integration for OpenAI, Anthropic, LangChain, and other major AI providers. Processing 2.1+ billion requests and supporting 800+ companies in production daily, Helicone enables developers to monitor AI application performance, debug prompt failures, track per-user costs, and optimize model selection across the fragmented LLM provider ecosystem. Founded in 2023 by Justin Torre, Scott Nguyen, and Cole Gottdank.

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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

AI Visibility Head-to-Head

37
Overall Score
56
#275
Category Rank
#96
74
AI Consensus
81
stable
Trend
stable
43
ChatGPT
54
34
Perplexity
60
32
Gemini
59
35
Claude
60
35
Grok
54

Key Details

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

Capabilities & Ecosystem

Capabilities

Shared
IT Operations

Integrations

Only Helicone
Only Middleware

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