Head-to-head · AI Agent Evaluation Tools
DeepEval vs Noveum
DeepEval leads on 0 checks, Noveum on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreDeepEval · 9.4/10
- Free planboth
- Free trialonly Noveum
DeepEval scores higher on our rubric for ai agent evaluation tools: 9.4 against 8.6 out of 10; our editors rank them #1 and #7.
On evaluation methods, Noveum gives you Hybrid where DeepEval offers Model.
DeepEval is the better fit for teams wanting a free, developer-focused evaluator. Noveum is the better fit for teams needing continuous production quality monitoring.
- DeepEval fits best
Teams wanting a free, developer-focused evaluator
- Noveum fits best
Teams needing continuous production quality monitoring
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Side by side
| Feature | DeepEval 9.4/10 Visit ↗ | Noveum 8.6/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.4 | 8.6 |
| Ranking | #1 in AI Agent Evaluation Tools | #7 in AI Agent Evaluation Tools |
| Best for | Teams wanting a free, developer-focused evaluator | Teams needing continuous production quality monitoring |
| Pricing model | Free | Free plan + paid |
| Starting price | Free plan | $69/mo |
| Free plan | ✓ | ✓ |
| Free trial | — | 7 days |
| Deployment | Self-hosted | Cloud, Self-hosted |
| Support | Community, Docs | Email, Community, Docs |
| Integrations | 20 integrations | 8 integrations |
| Built for | Solo, Small business, Mid-market, Enterprise | Small business, Mid-market, Enterprise |
| Features DeepEval 4/4 · Noveum 4/4 | ||
| Tool-call checks | ✓ | ✓ |
| Trace ingestion | ✓ | ✓ |
| Safety evaluations | ✓ | ✓ |
| Regression runs | ✓ | ✓ |
| Specs | ||
| Evaluation methods | Model | Hybrid |
| SDK language support | Both | Both |
| Dataset limit | Not checked yet | Not checked yet |
| Our review | ||
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| Cons |
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| Our verdict | DeepEval is an open-source framework for evaluating AI applications, agents, RAG pipelines, chatbots, and MCP systems. It is designed for development teams that want pytest-style unit testing alongside LLM-as-a-judge, code-based, DAG,… Read the review → |
Noveum is an AI agent evaluation and reliability platform for production chat, voice, and workflow agents. It captures traces from LLM, retrieval, tool, and agent operations, then turns traces, synthetic runs, or direct items into… Read the review → |
Strengths and trade-offs
DeepEval — where it wins
- Deep agent testing covers trajectories, components, and tool-call correctness.
- Open-source and free, with Python and TypeScript SDKs.
- Supports safety metrics, synthetic datasets, tracing, and regression runs.
Where it doesn't
- The core product is self-hosted rather than a managed service.
- Shared reports and monitoring require the separate Confident AI platform.
- Its developer-focused workflow may not suit teams seeking a nontechnical evaluator.
Noveum — where it wins
- Combines trace ingestion, datasets, hybrid scoring, and regression reruns
- Checks tool selection, parameters, results, safety, toxicity, bias, and PII
- Supports cloud, VPC, BYO ClickHouse, Kubernetes, and on-premise deployments
Where it doesn't
- Paid plans start at $69 per month
- The Free plan includes 30-day retention and 2,500 monthly credits
- Enterprise pricing uses custom terms rather than a listed monthly amount
- DeepEval9.4/10 · Free plan
A developer-focused evaluator for testing agents, tools, safety, and regressions.
Visit DeepEvalFull verdict → - Noveum8.6/10 · Free plan · 7-day trial
A broad production evaluation stack for teams monitoring agent quality continuously.
Visit NoveumFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update





