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Systems Operational · v2.4
Humanloop

Humanloop

LLM evaluation, prompt management, and observability platform for production AI teams.

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At a Glance
Website
humanloop.com
Category
Developer Tools
Ideal For
Developer, Founder
Platforms
Web, API
Added
July 14, 2026
Pricing
Free Trial
Last Verified
September 2, 2026
Humanloop screenshot

What is Humanloop?

TL;DR

Humanloop is an LLM evaluation, prompt management, and observability platform that helps teams test model behavior, compare prompts, monitor production AI, and prevent quality regressions across applications.

  • Run automated, human, and LLM-as-a-judge evaluations against versioned datasets to measure AI quality before release.
  • Manage prompts, model experiments, deployments, logs, traces, alerts, and user feedback across the AI application lifecycle.
  • Connect major model providers and integrate evaluations into CI/CD to catch regressions before production changes ship.

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About

Humanloop is an LLM evaluation, prompt management, and observability platform for teams building AI applications in production. It gives engineers and product teams a shared environment to develop prompts, evaluate model behavior, monitor AI systems, and improve reliability before and after deployment. Teams can manage and version prompts, connect multiple model providers, build datasets, and run offline or online evaluations using code evaluators, LLM-as-a-judge evaluators, and human review. Humanloop also supports evaluation reports, CI/CD integration, experiment comparison, feedback collection, logging, tracing, alerts, and production monitoring. The platform connects the development and production sides of AI engineering. Developers can run evaluations from code or the UI, compare model and prompt changes against versioned datasets, detect regressions before deployment, and inspect production logs and user feedback. Humanloop supports major providers including OpenAI, Anthropic, Google, Azure, Cohere, AWS Bedrock, and custom models through its APIs. Humanloop is particularly useful for founders, AI product teams, engineers, and domain experts who need a repeatable evaluation workflow rather than ad-hoc prompt testing. It is a strong fit for customer-facing LLM applications where quality, safety, observability, and regression testing matter. Enterprise capabilities include SSO, RBAC, VPC deployment options, compliance support, dedicated environments, and enterprise support.

Use Cases

Evaluate AI quality

Benchmark prompts and model outputs with automated, human, and LLM-as-a-judge evaluators before shipping changes to production.

Prevent AI regressions

Run versioned datasets and evaluations in CI/CD to catch quality, safety, or performance regressions before deployment.

Monitor production AI

Inspect logs, traces, alerts, end-user feedback, and evaluation results to understand AI behavior after deployment.

Manage prompts centrally

Create, version, test, and deploy prompts across engineering and product teams while tying changes to evaluation results.

Key Features

  • Prompt management and versioning across AI applications
  • Code, human, and LLM-as-a-judge evaluations
  • Datasets, experiments, and evaluation reports
  • Production logs, traces, alerts, and feedback

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Pricing summary

Humanloop offers a free trial with 2 members, 50 evaluation runs, and 10K logs/month. Enterprise and startup pricing is custom; AI model provider usage is billed separately.

Pricing & Plans

Free Trial

Try Humanloop with limited logs and evaluation runs.

Free
  • 2 members
  • 50 eval runs
  • 10K logs per month
  • Prompt and evaluation workflows
Popular

Enterprise

LLM evals and observability for production AI teams.

Custom
  • Prompt management and versioning
  • Offline and online evaluations
  • Observability, tracing, and alerts
  • SSO, RBAC, and enterprise support

Startup Program

Support option for early-stage startups building AI products.

Custom
  • Startup-focused access
  • Evaluation and prompt tooling
  • Monitoring and observability workflows
  • Designed for scaling AI teams

Other pricing notes

  • Free trial includes 2 members, 50 eval runs, and 10K logs/month.
  • Enterprise pricing is custom and includes advanced security, deployment, and support options.
  • AI provider costs such as OpenAI or Anthropic usage are paid separately.
Pricing last checked: September 2026Official pricing

Pros & Cons

Pros

  • Combines prompt management, evals, and observability
  • Supports both UI-first and code-first workflows
  • Human and automated evaluation options
  • Useful for catching regressions before production
  • Enterprise security and deployment controls

Cons

  • Enterprise pricing is not publicly listed
  • Requires evaluation design and quality criteria
  • AI provider costs are paid separately
  • Advanced capabilities target production teams
  • May be more than early prototypes need

The Best Humanloop Alternatives

The best Humanloop alternatives are Braintrust, Langfuse, and Arize Phoenix.

Braintrust

Braintrust

Freemium

Developer Tools

Choose Braintrust if...

  • ✓you want strong platform for evaluating and debugging AI applications
  • ✓you value prompt experiments, evals, datasets, logs, and production monitoring
  • ✓you prefer helps teams measure quality instead of guessing from manual tests
See details ↓
Langfuse

Langfuse

Freemium

Developer Tools

Choose Langfuse if...

  • ✓you want open source observability for LLM applications and agents
  • ✓you value tracing prompts, model calls, tools, costs, and user feedback
  • ✓you prefer good fit for teams that want visibility into production AI behavior
See details ↓
Arize Phoenix

Arize Phoenix

Freemium

Developer Tools

Choose Arize Phoenix if...

  • ✓you want open-source option for tracing, evals, prompts, and experiments
  • ✓you need good fit for teams improving LLM apps with real evidence
  • ✓you prefer can run locally or through managed Phoenix Cloud workflows
See details ↓

Frequently Asked Questions

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Honest feedback from the FutureStack community.

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Humanloop

Humanloop

Developer Tools

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