EvalGuard has every Humanloop feature that matters — prompt editor, eval, deployments, human feedback, versioning — plus red-team security, LLM firewall, gateway, and FinOps in the same workspace. No vendor ownership by a model provider.
Every acquisition follows the same pattern: initial “no changes” reassurance, then a 6-12 month sunset. If Humanloop is in your production path, you have a hard deadline. Migrating pre-deadline is cheap; post-deadline is an incident.
Anthropic owns Humanloop. That's a conflict when you're testing Anthropic models for safety, or comparing them against OpenAI, Gemini, or open-source alternatives. EvalGuard has zero model-vendor ownership.
Red team (249 plugins), LLM firewall, gateway with 91providers, OTel observability, FinOps cost tracking — all sharing one auth, one bill, one SLA. Consolidate vendors, don't just swap them.
Everything you use in Humanloop has a direct equivalent — most are stronger in EvalGuard because the same platform also handles security, observability, and cost.
| Humanloop | EvalGuard | Result |
|---|---|---|
| Prompt Editor (side-by-side model comparison) | Playground + Prompt Optimizer across 91 providers | Stronger |
| Datasets | Datasets (CSV/JSON import, versioned) | Parity |
| Evaluations (LLM-as-judge, human labels) | 188 scorers incl. LLM-as-judge, pairwise, rubric-based | Stronger |
| Human Feedback / Annotation | Annotation Queues + Krippendorff's alpha | Parity |
| Deployments / Prompt Versioning | Prompt versions + A/B testing + shadow deploy | Stronger |
| Logs / Observability | OTel trace ingest + drift detection + cost attribution | Stronger |
| SOC 2 / Enterprise SSO | SAML/OIDC SSO + SCIM + 33 compliance frameworks | Parity |
If you have prompts, datasets, or eval history on Humanloop, we'll import them for you. Free. Just tell us your Humanloop org and we'll handle the export.