Head-to-head
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, 20+ attack methods (via DeepTeam), and native pytest integration. It has 12.8K GitHub stars and 400K+ monthly downloads. Confident AI is their commercial SaaS offering.
11
EvalGuard wins
1
Ties
0
DeepEval / Confident AI wins
Competitor data (GitHub stars, downloads, feature counts, funding / acquisition status) verified as of 2026-04-28. 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.
Attack Plugins
EvalGuard0
DeepEval / Confident AI0
Eval Scorers
EvalGuard0
DeepEval / Confident AI0
LLM Providers
EvalGuard0
DeepEval / Confident AI0
Compliance Frameworks
EvalGuard0
DeepEval / Confident AI0
| Feature | EvalGuard | DeepEval / Confident AI |
|---|---|---|
| Eval Scorers | 200+ | 50+ |
| Attack Plugins | 250+ | 20+ (DeepTeam) |
| LLM Providers | 90+ | ~15 |
| Compliance Frameworks | 33 | 6 |
| Languages | TypeScript + Python | Python only |
| LLM Firewall | 5-layer | No |
| LLM Gateway | Yes | No |
| Agent Tracing | OpenTelemetry | No |
| Prompt IDE | Yes | No |
| NL→Eval Pipeline | Yes (unique) | No |
| SaaS Dashboard | Yes | Confident AI ($19.99/seat) |
| Open Source | Apache 2.0 | MIT (12.8K★) |
Why choose EvalGuard over DeepEval / Confident AI
- 250+ attack plugins vs 20+ — 8x more red team coverage
- TypeScript + Python support (not Python-only)
- 5-layer LLM firewall, gateway, tracing — DeepEval has none
- NL→Eval pipeline — no competitor has this
- Full SaaS dashboard included (Confident AI charges $19.99-$79.99/seat)
Where DeepEval / Confident AI leads
- DeepEval has a very large community (12.8K stars, 400K+ monthly downloads)
- DeepEval has native pytest integration for Python-centric workflows
- DeepEval is free and open source with generous free tier
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