HoneyHive vs Maxim AI
HoneyHive
honeyhive.ai
Maxim AI
getmaxim.aiSide by side
| Figure | HoneyHive | Maxim AI |
|---|---|---|
| Price from | Free | $29/mo |
| Free plan | Yes | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 2 | 4 |
| Spec score · AI Prompt Management Software | 8.0 (#10) | 8.3 (#9) |
| Spec score · AI LLM Evaluation Tools | 7.9 (#18) | 8.1 (#15) |
| Spec score · Prompt Engineering Tools | 7.8 (#16) | 8.2 (#11) |
| Spec score · AI Agent Evaluation Tools | 7.8 (#19) | 8.1 (#12) |
| Spec score · AI Agent Observability Tools | 7.9 (#22) | 8.1 (#17) |
| Spec score · LLM Observability Tools | 7.8 (#22) | 8.1 (#18) |
| Spec score · AI LLM Observability Tools | 7.8 (#20) | 8.1 (#15) |
| Spec score · Model Monitoring Software | 7.8 (#22) | 8.1 (#18) |
| Audience | HoneyHive describes its intended users as AI platform teams, AI engineers, domain experts, and risk and governance teams. | The product is designed for cross-functional AI teams, including product and engineering teams; product managers can define, run, and analyze evaluations without code. |
| Headquarters | Brooklyn, New York, United States | San Francisco, California, United States |
| Integrations | HoneyHive documents integrations for agent frameworks and platforms including LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio. | The site lists LangChain, LangGraph, OpenAI, OpenAI Agents, LiveKit, Crew AI, Agno, LiteLLM, Anthropic, Bedrock, and Mistral integrations. |
| Product | HoneyHive is an agent observability platform for observing, evaluating, and improving AI agents in production. | Maxim is an end-to-end evaluation and observability platform for simulating, evaluating, and monitoring AI agents. |
| Support | The Developer plan includes community support, while Enterprise lists dedicated technical account management and quarterly business reviews. | Developer and Professional plans list email support, Business lists private Slack support, and Enterprise lists a dedicated customer success manager. |
Plans
Maxim AI
- DeveloperFree
- Professional$29 a month
- Business$49 a month
- EnterprisePriced on request
In their own words
HoneyHive
HoneyHive is an agent observability platform for observing, evaluating, and improving AI agents in production. It captures traces that expose tool calls, prompts, and agent decisions step by step. Teams can run automated code-based checks, LLM-judge evaluations, and human reviews through annotation queues and custom rubrics. Live traffic monitoring supports score thresholds, drift detection, and email or webhook alerts, while experiments compare agent versions on datasets and track regressions before release. Integrations include LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio. Tracing follows OpenTelemetry semantic conventions, allowing OTel-instrumented libraries to send data without a dedicated guide. HoneyHive also provides cost and token-cost tracking, prompt management, and tracing for LLMs, agents, and retrieval. The free Developer plan costs nothing and includes five users, one workspace, unlimited projects, 10,000 events monthly, 30-day retention, and 1,000 requests per minute. Enterprise has custom pricing and hosting options.
Maxim AI
Maxim AI is an evaluation and observability platform for teams building AI agents. Its prompt IDE lets teams try prompts, models, tools, and context, manage prompt versions, create low-code chains, and deploy prompts without code changes. Teams can simulate agents in varied scenarios and assess them with preset or custom metrics. In production, workflow traces, live debugging, online evaluations, and regression alerts help teams monitor agents. Evaluators include LLM-as-a-judge, statistical, programmatic, and human options; teams can use synthetic or custom multimodal datasets. Product managers can define and analyze evaluations in a no-code UI, while developers can use SDKs, a CLI, and webhooks. SDKs are listed for Python, TypeScript, Java, and Go. Maxim supports web, API, and self-hosted deployment, with enterprise VPC deployments available. The Developer plan is free; Professional costs $29/user/mo and a 14-day trial is available. The free plan has up to 3 seats, 1 workspace, 10k monthly logs, and 3-day data retention.