What AI says about Helicone
Data as of Oct 26, 2026Based on 42,249 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Helicone is an open-source LLM observability and gateway proxy platform that logs requests, monitors performance, and routes calls to model providers. It comes up when developers need to track token usage costs per user, set up proxy-based request logging, or trace prompts and model chains.
Mentioned in
4%
of AI answers about Helicone and its rivals · since Jul 5
The market map
LLM Observability & Tracing PlatformsMentioned in
- 1LangfuseMentioned in 76%Avg. position 3.3
- 2LangSmithMentioned in 60%Avg. position 3.4
- 3Arize PhoenixMentioned in 54%Avg. position 4.6
- 4BraintrustMentioned in 38%Avg. position 5.1
- 5HeliconeMentioned in 28%Avg. position 5.5
- 6OpenTelemetryMentioned in 23%Avg. position 4.2
- 8DatadogMentioned in 17%Avg. position 8.2
- 8GrafanaMentioned in 16%Avg. position 7.1
- 12Portkey AIMentioned in 13%Avg. position 6.0
- 12PrometheusMentioned in 13%Avg. position 7.0
- 12LiteLLMMentioned in 13%Avg. position 5.6
- 16OpenAIMentioned in 9%Avg. position 4.9
- 16AnthropicMentioned in 8%Avg. position 6.0
- 19ClickHouseMentioned in 7%Avg. position 8.1
Where Helicone ranks in AI
MarketRank · Mentioned in
- LLM Observability & Tracing Platforms#5 · 28%
- LLM API Gateway Platforms#8
- LLM Observability and Evaluation Platforms#20 · 2%
- Prompt Management & Evaluation Platforms#23 · 3%
- Model Serving and Deployment Platforms#25 · 6%
- LLM Output Monitoring Platforms#27 · 3%
- LLM Security and Governance Platforms#29 · 5%
- Cloud FinOps Management Platforms#74 · 1%
- AI Observability & Log Analytics Platforms#77 · <1%
- Cloud FinOps Optimization Platforms#82 · <1%
- Cloud-Native API & Networking Platforms#87 · 1%
- Subscription and Usage-Based Billing Platforms#119 · <1%
Topics where AI mentions Helicone
TopicMentioned in · on this topicRank
- LLM cost monitoring softwareLLM Observability & Tracing Platforms16%Rank #11
- LLM observability and prompt tracingLLM Observability and Evaluation Platforms23%Rank #5
- Model monitoringMLOps and Inference Serving PlatformsFew answers6%Rank #6
- Production prompt A/B testing platformPrompt Management & Evaluation Platforms11%Rank #7
- Prompt analytics tool for identifying themes and failuresLLM Observability and Evaluation Platforms9%Rank #9
- API consumer traffic monitoringCloud-Native API & Networking Platforms3%Rank #9
- Feature-level cloud cost attributionCloud FinOps Management Platforms6%Rank #12
- LLM model benchmarkingLLM Observability and Evaluation Platforms5%Rank #15
- Open-source API gateway for internal LLM rate limiting and caching
- LLM output drift detection
- AI model API gateway
- Model A/B testing and canary deployment platform
- RAG evaluation
- Prompt library software for enterprise centers of excellence
- Prompt version control
- Multi-agent orchestration
- Cloud cost optimization
- Production-grade NLP inference API platform
- PII redaction for LLM pipelines
- Mentioned in
- Our LLM costs are unpredictable. What observability tool is best for tracking token usage per user or request?on this question80%
Excerpts where Helicone appeared in the AI's answer
Google AI ModeOct 5, 2026, Google AI Mode Helicone is an exceptionally fast proxy-based option if you want zero-code-change implementation.
Google AI ModeOct 3, 2026, Google AI Mode Helicone and Langfuse are the top-tier, specialized tools tailored specifically for fine-grained cost attribution and unit economics.
- My goal is to get a cost breakdown of my LLM application by feature or by user. What's the best cost management platform for AI?on this question73%
Excerpts where Helicone appeared in the AI's answer
Google AI ModeSep 18, 2026, Google AI Mode Helicone sits as an open-source proxy layer that is exceptionally fast to set up if you proxy your LLM calls.
Google AI ModeSep 6, 2026, Google AI Mode Helicone (Open Source / Cloud) : An open-source LLM proxy/gateway that sits between your app and the model provider.
- We need to monitor token cost and latency across several models — what should we use?on this question55%
Excerpts where Helicone appeared in the AI's answer
Google AI ModeSep 21, 2026, Google AI Mode Helicone : An open-source LLM gateway and observability platform built specifically for monitoring costs, latency, and caching.
ChatGPT SearchSep 21, 2026, ChatGPT Search Helicone — particularly attractive if your primary requirement is “show me exactly what every model call costs and how fast it is.”
- We need observability for AI applications including tokens, latency, model errors, and tool calls. What products solve this?on this question86%
Excerpts where Helicone appeared in the AI's answer
Google AI ModeSep 20, 2026, Google AI Mode Helicone — A proxy/gateway-style tool that sits directly in your API request path.
ChatGPT SearchSep 20, 2026, ChatGPT Search Helicone — historically attractive when you want extremely quick token/cost/latency visibility through a proxy
- We want to log all LLM requests and responses for auditing. What is the best logging and observability platform designed for LLMs?on this question63%
Excerpts where Helicone appeared in the AI's answer
Google AI ModeOct 3, 2026, Google AI Mode Helicone: Excellent for lightweight, high-performance API-level logging.
Google AI ModeAug 17, 2026, Google AI Mode Helicone (Best Proxy-Based Logging): A lightweight, Rust-based AI gateway and proxy.
- I'm looking for a way to gather user feedback (thumbs up/down) on our LLM's responses and log it for fine-tuning. What's the best feedback collection tool for AI apps?on this question48%
Excerpts where Helicone appeared in the AI's answer
Google AI ModeSep 19, 2026, Google AI Mode Helicone : An open-source AI gateway and monitoring tool that sits as a proxy between your app and the LLM provider
Google AI ModeSep 15, 2026, Google AI Mode Helicone : An LLM gateway and observability tool that sits as a proxy between your app and the model provider.
How AI describes Helicone
Common descriptions
lightweight · excellent · open-source · minimal code changes · proxy-based · fastest setup
Tone of AI’s statements about Helicone
- Positive52%
- Neutral43%
- Mixed3%
- Negative2%
Question: Best LLM observability and prompt tracing?
ChatGPT SearchOct 23, 2026
Helicone has historically been attractive for quick proxy-based request and cost logging, but recent 2026 comparisons report maintenance-mode concerns
Google AI ModeOct 18, 2026
Helicone : Ideal if you want ultra-low-friction proxy-based monitoring.
ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
Question: I'm looking for a tool that can analyze our user prompts and identify common themes or failure cases. What is the best prompt analytics tool?
Google AI ModeOct 20, 2026
Helicone — A lightweight, proxy-based LLM observability and monitoring tool.
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)
How prominently AI mentions Helicone
Position in answers
- Named first7%
- 2nd or 3rd31%
- Later62%
Each engine’s share of its own answers across Helicone’s markets · since Jul 5
- ChatGPT Search4%
- Google AI Mode3%
Insights for Helicone
Weeks of Sep 21 – Oct 11, 2026
- Slipping: LangSmith moved ahead of Helicone in LLM Observability & Tracing Platforms
- Slipping: Ranked #5 in LLM Observability & Tracing Platforms last week and #6 this week
Sources AI cites
helicone.ai 24%Other sites 76%
- Owned24%
- helicone.ai · 17% (opens in a new tab)
- How to Track LLM User Feedback to Improve Your AI Applications · 1% (opens in a new tab)
- Helicone Pricing | Ship Your AI App With Confidence · 1% (opens in a new tab)
- How to Monitor Your LLM API Costs and Cut Spending by 90% · 1% (opens in a new tab)
- The Complete Guide to LLM Observability Platforms: Comparing Helicone vs Competitors (2025) · 1% (opens in a new tab)
- helicone.ai · 1% (opens in a new tab)
- Prompt Engineering Tools & Techniques [Updated June 2025] · 1% (opens in a new tab)
- The Complete LLM Model Comparison Guide (2025): Top Models & API Providers · <1% (opens in a new tab)
- How to Debug LLM Applications 10x faster with Helicone · <1% (opens in a new tab)
- 10 Ways to Use Your LLM Logs to Build Better AI Products · <1% (opens in a new tab)
- 8%
- Cost Tracking & Optimization - Helicone OSS LLM Observability · 2% (opens in a new tab)
- User Feedback - Helicone OSS LLM Observability · 1% (opens in a new tab)
- Getting User Requests - Helicone OSS LLM Observability · 1% (opens in a new tab)
- Prompt Caching - Helicone OSS LLM Observability · 1% (opens in a new tab)
- Quickstart - Helicone OSS LLM Observability · <1% (opens in a new tab)
- AI Gateway Overview - Helicone OSS LLM Observability · <1% (opens in a new tab)
- Gateway Integration - Helicone OSS LLM Observability · <1% (opens in a new tab)
- Quickstart - Helicone OSS LLM Observability · <1% (opens in a new tab)
- Introduction - Helicone OSS LLM Observability · <1% (opens in a new tab)
- Custom Properties - Helicone OSS LLM Observability · <1% (opens in a new tab)
- 3%
- 10 Best LLM Observability Tools in 2026 · 1% (opens in a new tab)
- Best Prompt Management Tools for AI Teams 2026 · 1% (opens in a new tab)
- What is LLM Observability? A Complete Guide to AI Monitoring · 1% (opens in a new tab)
- 10 Best AI Observability Platforms for LLMs in 2026 · <1% (opens in a new tab)
- LLM Cost Tracking Solution: Observability, Governance & Optimization · <1% (opens in a new tab)
- AI Cost Observability for LLM and Agent Workloads · <1% (opens in a new tab)
- Helicone Pricing 2026: Plans, Costs, and What to Know · <1% (opens in a new tab)
- 2%
- AI observability tools: A buyer's guide to monitoring AI agents in production (2026) - Articles - Braintrust · 1% (opens in a new tab)
- 6 best LLM gateways for developers in 2026 - Articles - Braintrust · <1% (opens in a new tab)
- Best Prompt Versioning Tools for Production Teams (2026) - Articles - Braintrust · <1% (opens in a new tab)
- Braintrust - The active observability platform for agents · <1% (opens in a new tab)
- 5 best AI agent observability tools for agent reliability in 2026 - Articles - Braintrust · <1% (opens in a new tab)
- Best LLM monitoring tools in 2026 (tested & reviewed) - Articles - Braintrust · <1% (opens in a new tab)
- 7 best prompt management tools in 2026 (tested and compared) - Articles - Braintrust · <1% (opens in a new tab)
- Top 10 LLM observability tools: Complete guide for 2025 - Articles - Braintrust · <1% (opens in a new tab)
- 2%
- 6 Best AI Cost Tracking Tools for 2026 - Amnic · 1% (opens in a new tab)
- 6 Best AI Cost Visibility Tools for 2026 - Amnic · <1% (opens in a new tab)
- 6 Best AI Cost Governance Tools for 2026 - Amnic · <1% (opens in a new tab)
- 13 Best LLM Cost Allocation Tools for 2026 - Amnic · <1% (opens in a new tab)
- 7 Best OpenAI Cost Monitoring Tools for 2026 - Amnic · <1% (opens in a new tab)
- 2%
- Medium · <1% (opens in a new tab)
- Top 5 Tools to Evaluate and Observe AI Agents in 2025 | by Kuldeep Paul | Medium · <1% (opens in a new tab)
- AI observability tools: Monitoring AI agents in production | by Dave Davies | Online Inference | Jul, 2026 · <1% (opens in a new tab)
- Must-Have AI Agent Projects for AI Engineers | by Caamanno · <1% (opens in a new tab)
- Medium · <1% (opens in a new tab)
- Weights & Biases: Learn LLMs the “Instrument-Everything” Way · <1% (opens in a new tab)
- Medium · <1% (opens in a new tab)
- Escape Plans for LLM Vendor Lock-In | by Thinking Loop · <1% (opens in a new tab)
- The Architect’s Guide to LLM System Design: From Prompt to Production · <1% (opens in a new tab)
- The best LLM evaluation tools of 2026 | by David Davies | Online Inference | Medium · <1% (opens in a new tab)
- 2%
- getmaxim.ai · <1% (opens in a new tab)
- Best Enterprise LLM Gateway to Track LLM Costs · <1% (opens in a new tab)
- Top 5 LLM observability platforms in 2026 · <1% (opens in a new tab)
- Top 5 Observability Tools for Monitoring AI Systems · <1% (opens in a new tab)
- Top 5 Prompt Versioning Tools in 2026 · <1% (opens in a new tab)
- Top 5 RAG Observability Tools to Boost Your Agentic Workflow · <1% (opens in a new tab)
- Top 5 Tools for Monitoring LLM Powered Applications in 2025 · <1% (opens in a new tab)
- Top 9 AI Observability Platforms to Track for Agents in 2025 · <1% (opens in a new tab)
- Top Prompt Management Platforms in 2026 · <1% (opens in a new tab)
- Top Tools for AI Agent Monitoring in 2025 · <1% (opens in a new tab)
The page AI cites most for Helicone
