EvalGuard vs DeepEval / Confident AI.
Python-native eval framework with growing red team capabilitiesDeepEval is a popular Python-native LLM evaluation framework with 50 metrics, 27 attack methods and 50+ vulnerability types (via DeepTeam), and native pytest integration. It has ~17.5K GitHub stars and 400K+ monthly downloads. Confident AI is their commercial SaaS offering.
across the 12-row feature matrix · see “where DeepEval / Confident AI leads” below
Competitor data (GitHub stars, downloads, feature counts, funding / acquisition status) verified as of 2026-08-09. EvalGuard's own counts are sourced live from the drift-checked registry.
Coverage at a glance
EvalGuard vs DeepEval / Confident AI, by the numbers
Where both platforms publish a number, here's the gap. Our values come straight from the drift-checked registry; DeepEval / Confident AI's are quoted as published.
| Feature | EvalGuard | DeepEval / Confident AI |
|---|---|---|
| Eval Scorers | 200+ | 50 |
| Attack Plugins / vulnerabilities | 300+ | 50+ vulnerability types (27 attack methods) |
| LLM Providers | 90+ typed | 14 native + LiteLLM/OpenRouter/Portkey |
| Compliance Frameworks | 50 | 3 documented (7 in DeepTeam) |
| Languages | TypeScript + Python + Go + Java | Python (Confident AI adds a TypeScript SDK) |
| LLM Firewall | 5-layer, 245 scorers behind it | 7 real-time guardrails (DeepTeam) |
| LLM Gateway | Yes | No |
| Agent Tracing | OpenTelemetry | OpenTelemetry (@observe + OTel exporter) |
| Prompt IDE | Versioning + diff + deploy | Prompt management/versioning |
| NL→Eval Pipeline | Yes (unique in this guide) | No |
| SaaS Dashboard | Yes | Confident AI ($200/mo) |
| Open Source | Apache 2.0 (SDKs + CLI) | Apache-2.0 (~17.5K★) |
Why choose EvalGuard over DeepEval / Confident AI
- 300+ attack plugins vs DeepTeam's 50+ vulnerability types — 6.9x more red-team coverage
- TypeScript, Python, Go and Java SDKs from one codebase — DeepEval is Python, with a TypeScript SDK on the Confident AI side
- LLM gateway with routing, caching and budgets — DeepEval has none; its DeepTeam guardrails cover the firewall role but there is no gateway
- NL→Eval pipeline — we haven't found this on any platform in our tracked competitor set (checked 2026-08-09)
- Full SaaS dashboard included (Confident AI charges $200-$2,000/mo)
Where DeepEval / Confident AI leads
- DeepEval has a very large community (~17.5K stars, 400K+ monthly downloads) and is Apache-2.0
- DeepEval has native pytest integration for Python-centric workflows
- DeepEval ships 17 benchmark suites (MMLU, HellaSwag, HumanEval, GSM8K, TruthfulQA, ARC, DROP, BBQ, SQuAD and more) loading the real public datasets
- DeepEval is free and open source with a generous free tier
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