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2026 Guide

Best DeepEval Alternatives · 2026. 

DeepEval is a solid Python eval framework, but if you need multi-language support, security testing, or a SaaS dashboard, here are the best alternatives.

SOC 2 evidence engineISO 42001 mappedEU AI ActGDPR

Where DeepEval stops

Why teams look beyond DeepEval

200+ scorers vs 50+ — more comprehensive evaluation coverage
TypeScript + Python support (DeepEval is Python-only)
300+ attack plugins vs 20+ (DeepTeam) — 17x more red team coverage
Full SaaS dashboard included (Confident AI charges $19.99-$79.99/seat)
77 LLM providers vs ~15 — 5x more model support
50 compliance frameworks vs 6 (adds ISO 42001, India DPDP, HIPAA, GDPR, FedRAMP + 45 more)
5-layer LLM Firewall + Gateway + Agent Tracing — DeepEval has none
NL→Eval Pipeline — describe your app in English, get eval suite instantly (unique to EvalGuard)

The shortlist

Top DeepEval Alternatives

1

EvalGuard

Best Alternative

300+ attack plugins, 200+ scorers, 90+ providers. TypeScript + Python. Full SaaS dashboard, compliance, LLM firewall. Open source Apache 2.0.

Best for:Teams that need eval + security + compliance with multi-language support
2

Promptfoo

Open-source LLM eval with 125 red team plugins and ~45 assertions. 10.5K stars, 300K+ devs.

Best for:Teams comfortable with CLI-first, eval-only workflowsLimitations:No firewall/gateway/tracing, no cost analytics
3

Langfuse

Best-in-class LLM tracing and observability (YC W23). 100+ providers via LiteLLM. No red teaming or built-in eval.

Best for:Teams needing only LLM observability and tracingLimitations:Zero attack plugins, no built-in eval scorers, no compliance
4

Giskard

EU-focused AI red teaming with 40-50 probes and dynamic multi-turn agents.

Best for:EU enterprises needing adaptive red teamingLimitations:40-50 probes, 10-15 scorers, no firewall/tracing/gateway
5

Braintrust

Closed-source eval platform with polished UX and CI/CD integration.

Best for:Teams wanting simple eval-only workflowsLimitations:Closed source, no security testing, no self-host
6

MLflow

Databricks' open-source ML lifecycle platform with basic LLM eval (~12 scorers). No security testing.

Best for:Teams already invested in Databricks ecosystemLimitations:~12 scorers, no security testing, SaaS requires Databricks
7

Weights & Biases

Leading experiment tracking with Weave for basic LLM evaluation (~10 scorers).

Best for:Teams needing experiment tracking + basic evalLimitations:~10 scorers, no security testing, no compliance
8

OpenAI Evals

Free evaluation for OpenAI models. Completely vendor-locked.

Best for:Teams using only OpenAI modelsLimitations:OpenAI only, no red teaming, vendor locked

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