Alternative

Humanloop alternatives

A practical migration guide for teams looking for Humanloop alternatives: observability, eval workflows, prompt management, and regulated governance paths.

For teams migrating prompt/eval workflows and deciding what to standardize for regulated production.

Ultimo aggiornamento: 17 dic 2025 · Versione v1.0 · Non costituisce consulenza legale.

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Contesto

Come utilizzare questa pagina

If you used Humanloop for prompt iteration, eval loops, or run tracking, you can usually migrate without rewriting your whole stack.
The key decision is whether you need developer observability only, or workflow governance + audit-grade evidence exports.

Lista di controllo

Checklist di migrazione

I passaggi minimi per non perdere le conoscenze acquisite.

Export prompts, versions, datasets, and evaluation results.
Define how you will track runs in production (OpenTelemetry, traces, or gateway logs).
Decide where approvals/overrides live (and how they are captured as evidence).
Define sampling policy and reviewer rubric for post-market monitoring.
Run an “evidence export drill” before an audit (manifest + checksums + redaction).

Opzioni