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It's a split decision.
HoneyHive is an observability and evaluation platform for AI agents: it traces production runs, scores behavior, monitors quality and cost, and supports offline experiments. Agenta is an open-source AI coworker platform for building agents that run through Slack or Telegram and connect to team tools. Choose HoneyHive when your codebase needs production visibility and evaluation workflows. Choose Agenta when you need scheduled or triggered team automations, broad integrations, and the option to self-host under the MIT license.
01Side by side
| HoneyHive | Agenta | |
|---|---|---|
| Pricing model | Free Developer tier; custom-priced Enterprise | Free Hobby; paid plans from $29 monthly |
| Free tier | 10,000 events monthly; five users; one workspace | 500 signup credits; daily credits up to 10 days monthly |
| Open source and licence | Open-source status not published | Open source under the MIT license |
| Self-hosting | Optional Enterprise self-hosting, hybrid, or single tenant | Self-host with Docker Compose |
| Integrations | OpenTelemetry, frameworks, providers, MCP, and CLI | More than 1,000 integrations, including Slack and GitHub |
| Deployment model | Enterprise offers self-hosted, hybrid, or single-tenant options | Cloud plans and self-managed deployment |
| Platforms | Web | Web, with agent chats in Slack or Telegram |
| Limits and scaling | Developer: 10,000 events monthly; Enterprise limits custom | Paid tiers: 20 or 50 concurrent tasks |
HoneyHive Choose HoneyHive if
- Choose HoneyHive if you need production traces and behavior monitoring.
- Choose HoneyHive if you evaluate agent versions against datasets before release.
- Choose HoneyHive if prompt management and evaluation in CI fit your workflow.
Agenta Choose Agenta if
- Choose Agenta if you need AI coworkers in Slack or Telegram.
- Choose Agenta if self-hosting under an MIT license matters.
- Choose Agenta if scheduled automations and broad tool integrations are priorities.
02Pricing at real usage
HoneyHive's Developer plan is free and includes 10,000 events per month, up to five users, one workspace, 30-day retention, and 1,000 requests per minute. Enterprise pricing is custom, with custom usage limits and retention. The pricing page does not publish paid rates, so estimate costs with the vendor before budgeting for higher volumes.
Agenta's Hobby plan is free, with 500 signup credits, two concurrent tasks, one project, and two team members. Starter costs $29 per month for 2,900 monthly credits and 20 concurrent tasks; Business costs $299 for 32,000 credits and 50 concurrent tasks. Starter and Business can add 1,000 credits for $10, 2,500 for $25, or 10,000 for $100, with no overage charges. Annual pricing is not published. These plans express capacity in events or credits, so compare expected usage and concurrency rather than just the entry price.
03API, SDKs and integration
HoneyHive is an observability and evaluation service that fits alongside agent frameworks and model providers. Its homepage names OpenTelemetry, HoneyHive MCP, and HoneyHive CLI, along with integrations for coding agents and no-code platforms. The developer docs are presented as a reference for building with HoneyHive, and the site offers working examples in its cookbook. HoneyHive does not publish SDK languages or API protocol details on its homepage.
Agenta is an AI coworker platform built around agents that use connected tools and work through Slack or Telegram. Its homepage says it supports more than 1,000 integrations, naming Slack, Notion, GitHub, HubSpot, Google Drive, Linear, and Zendesk. The docs and changelog are listed as developer resources. Agenta does not publish SDK languages or API protocol details on its homepage. Before integrating either product into a codebase, confirm supported client libraries, authentication, event schemas, and versioning in the vendor docs.
04Open source, self-hosting and lock-in
Agenta is open source under the MIT license and offers self-hosting with Docker Compose. Its open-source plan includes unlimited users, projects, agents, and automations, plus bring-your-own models and credentials and self-managed data retention. It also offers a separately priced, custom Enterprise self-hosted option with deployment and upgrade support.
HoneyHive's pricing page lists optional self-hosted, hybrid, or single-tenant deployment for Enterprise, but does not state an open-source license. That makes Agenta the clearer fit when you need to inspect or operate the application on your infrastructure. Neither vendor publishes data-export details; ask about trace, evaluation, and configuration export before committing. Moving between the products would also mean adapting to different workflows: HoneyHive centers on observability and evaluation, while Agenta centers on coworker agents and task automation.
Questions people ask
Is HoneyHive or Agenta better for production agent monitoring?
HoneyHive is the closer fit for production monitoring. It tracks quality, cost, latency, usage, and outcomes across live traffic, and supports alerts for score thresholds and behavior drift. Agenta focuses on AI coworkers, connected tools, and scheduled or triggered tasks rather than production observability.
Which costs less for a small team?
Both offer free plans, but their allowances measure different things. HoneyHive's Developer tier includes 10,000 monthly events and up to five users. Agenta's Hobby tier includes credits, two concurrent tasks, one project, and two team members. Agenta's paid Starter plan is $29 monthly.
Can I self-host HoneyHive or Agenta?
Agenta offers a self-hosted, MIT-licensed option with Docker Compose. HoneyHive lists optional self-hosting, hybrid, and single-tenant deployment for Enterprise. Confirm deployment requirements and support terms with HoneyHive before choosing it for an on-premises or private deployment.
Do HoneyHive and Agenta publish SDKs and API details?
Both list developer documentation, but their homepages do not specify SDK languages or API protocols. HoneyHive also names an MCP integration and CLI. Agenta lists docs and more than 1,000 integrations. Check the vendor documentation for client libraries, authentication, event formats, and versioning before implementation.