Middleware vs Helicone

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

AI visibility is closely matched (45 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
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
C45
Category Rank
#63 of 68
AI Consensus
65%
Trend
up
Per Platform
ChatGPT
39
Perplexity
46
Gemini
51

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.

Full profile

AI Visibility Head-to-Head

45
Overall Score
45
#14
Category Rank
#63
61
AI Consensus
65
stable
Trend
up
43
ChatGPT
39
46
Perplexity
46
44
Gemini
51
56
Claude
43
56
Grok
53

Key Details

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

Capabilities & Ecosystem

Capabilities

Shared
IT Operations

Integrations

Only Middleware
Only Helicone

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