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BenchGen
Agent benchmarking platform that runs AI agents through simulated environments, scores each decision and exports training data.
What is BenchGen?
BenchGen is benchmarking infrastructure for AI agents. Instead of testing prompts, it runs an agent through interactive, multi-step simulated environments, records every decision as a trajectory, scores behavior deterministically, and can turn each run into reinforcement-learning-ready training data. A built-in BenchGen AI agent in the platform chat can create benchmarks, run models on them, explain scores, version results and start training jobs, always showing a preview before it changes anything. Benchmark types include multiple choice, open answer, number answers and tool calling. The platform works with any agent: OpenClaw hooks in via a plugin, Hermes agents can be registered, and an OpenAI-compatible endpoint can be benchmarked directly, with an API for launching runs from code. A public catalog of about 300 benchmarks and 350 model pages feeds a leaderboard. It supports cloud, on-premise and air-gapped deployment. Starter is free with 50 runs a month, Pro is $49/mo with 2,000 runs, and Enterprise is custom.
Use cases
- Benchmark AI agents on multi-step tasks
- Capture agent decision trajectories
- Generate training data from runs
- Create custom benchmarks by chat
- Compare models on public benchmarks
- Test tool-calling accuracy
Who it's for
Why use BenchGen
- Testing agents in realistic multi-step environments exposes failures that demos hide.
- Recorded trajectories make each score explainable step by step.
- Benchmark runs double as training data, linking evaluation to improvement.
- A free tier lets you try benchmarks before paying for volume.
- Agent-agnostic connections cover OpenClaw, Hermes and any OpenAI-compatible endpoint.
BenchGen features
- Simulated environments for multi-step agent workflows
- Full trajectory capture and export
- Deterministic, verifiable scoring
- Training data and RL dataset generation
- BenchGen AI agent that builds and runs benchmarks
- Multiple choice, open answer, number and tool-calling benchmarks
- API for listing benchmarks and launching runs
- Public benchmark catalog and model leaderboard
- Free Skill Checker tool
- Cloud, on-premise and air-gapped deployment
BenchGen integrations
How to get started with BenchGen
- Open the platform chat and ask the BenchGen AI agent what you have, or describe a benchmark to create.
- Review the preview of questions or tasks and confirm before anything is created.
- Connect an agent or model, or point to an OpenAI-compatible endpoint, and launch a run.
- Read the score and per-question results, with each decision trajectory captured.
- Reuse the verified runs as training data to improve the agent.
BenchGen limitations
- Starter plan is limited to 50 benchmark runs per month
- Starter includes 5 evaluation environments
- Starter support is community only
- Usage and customer claims on the site are vendor-reported
BenchGen pricing
Yes, BenchGen has a free plan. Paid plans start at $49 per month, according to the official pricing page on .
BenchGen plans
Starter
$0
Free
- 50 benchmark runs per month
- 5 evaluation environments
- Trajectory capture and export
- Community support
Pro
$49/mo
- 2,000 benchmark runs per month
- Unlimited environments
- Verifiable reward configs
- Auto-generated training data
- Priority support
Enterprise
Custom
- Unlimited benchmark runs
- Custom environment builds
- SSO and SAML
- 24/7 SLA support
Plans as listed on the official pricing page on . Prices can change and may vary by country or exclude tax. Check the official pricing page.
BenchGen alternatives
The main BenchGen alternatives listed on Debuly are Braintrust, Arize Phoenix, Galileo, Langfuse, Vanna and Ragas. The table compares pricing and platforms; order is A–Z.
| Tool | Pricing | Starting price | Platforms |
|---|---|---|---|
| BenchGen | Freemium | $49/mo | Web, API, Self-hosted |
| Arize Phoenix | Open source | — | Web, Self-hosted, Docker, Kubernetes |
| Braintrust | Freemium | $249/mo | Web, API, Self-hosted |
| Galileo | Freemium | $100/mo | Web, Self-hosted |
| Langfuse | Freemium | $29/mo | Web, API, Self-hosted, Docker |
| Ragas | Open source | — | CLI |
| Vanna | Open source | $50/mo | Python, Web, API, Self-hosted |

Arize Phoenix
Open-source tool for tracing, evaluating and experimenting on LLM apps and agents, free to self-host or run locally.
Open sourceVisit Arize Phoenix (official site)
Braintrust
AI observability and evaluation platform for tracing LLM apps and agents, scoring outputs and catching regressions before release.
FreemiumVisit Braintrust (official site)
Galileo
AI observability and eval platform that tunes evals to your data and turns them into guardrails for LLM apps and agents.
FreemiumVisit Galileo (official site)
Langfuse
Open-source LLM observability and evaluation platform for tracing agents, managing prompts and scoring outputs.
FreemiumVisit Langfuse (official site)
Ragas
Open-source Python library for evaluating LLM and RAG applications with metrics, experiments and synthetic test data generation.
Open sourceVisit Ragas (official site)
Vanna
Open-source Python framework for building user-aware AI agents, such as SQL data analysts, with an optional managed cloud.
Open sourceVisit Vanna (official site)
BenchGen FAQ
How much does BenchGen cost?
Starter is free, Pro is $49/mo, and Enterprise pricing is custom. Extra credits can be bought through Stripe.
Is there a free plan?
Yes. Starter is free and includes 50 benchmark runs per month, 5 evaluation environments, trajectory capture and export, basic failure analysis and community support.
What plans does BenchGen have?
Starter, Pro and Enterprise. Pro adds 2,000 runs per month, unlimited environments and priority support. Enterprise adds unlimited runs, SSO and SAML, audit trail and 24/7 SLA support.
Does BenchGen have an API?
Yes. A platform API token lets you browse the benchmark list, join one, start a run, poll for the score and read results for each question.
Which agents can BenchGen evaluate?
Yes, it does not tie you to one agent. OpenClaw links in through a plugin, you can register Hermes agents, and any endpoint compatible with the OpenAI API can be benchmarked.
What are alternatives to BenchGen?
Common alternatives for agent evaluation include LangSmith, Braintrust, Arize Phoenix, Galileo and Patronus AI.
Sources & verification
Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.
| Source | Type | Accessed |
|---|---|---|
| benchgen.com/ | official | |
| benchgen.com/pricing | pricing | |
| benchgen.com/llms.txt | pricing | |
| benchgen.com/docs/self-improvement-agent | docs | |
| benchgen.com/changelog | official |
Image credits
- Logo: from benchgen.com · fetched · Vendor trademark, used only to identify the product; removed on request
- Cover: none collected yet, so a generated tile is shown.
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