Humanloop vs Vellum

Detailed side-by-side comparison to help you choose the right tool

Humanloop

🟡Low Code

Business Analytics

Former LLMOps platform for prompt engineering and evaluation, acquired by Anthropic in August 2025. Technology now integrated into Anthropic Console as the Workbench and Evaluations features.

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Starting Price

Discontinued

Vellum

🔴Developer

AI Developer Tools

LLM development platform for prompt engineering, evaluation, workflow orchestration, and deployment of production AI applications. Helps engineering teams build, test, and ship LLM-powered features with version control and observability.

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Starting Price

Free

Feature Comparison

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FeatureHumanloopVellum
CategoryBusiness AnalyticsAI Developer Tools
Pricing Plans36 tiers8 tiers
Starting PriceDiscontinuedFree
Key Features
    • â€ĸ Prompt engineering playground with multi-model comparison
    • â€ĸ Automated evaluation and regression testing pipelines
    • â€ĸ Visual workflow builder for multi-step AI pipelines

    💡 Our Take

    Choose Vellum if you need visual workflow orchestration and managed deployment infrastructure alongside prompt engineering. Choose Humanloop if your primary focus is prompt management and evaluation with a lighter-weight toolset. Both platforms support multi-model comparison and version control.

    Humanloop - Pros & Cons

    Pros

    • ✓Core evaluation technology preserved and enhanced within Anthropic's enterprise platform with direct model provider integration
    • ✓Pioneered evaluation-driven development methodology that became an industry standard for LLMOps
    • ✓Prompt-as-code approach with version control, branching, and rollback brought software engineering rigor to prompt management
    • ✓Human-in-the-loop workflows enabled domain experts to contribute to model improvement without engineering knowledge
    • ✓Anthropic integration means evaluation tools now have native access to Claude model internals for deeper testing capabilities

    Cons

    • ✗No longer available as a standalone product — requires commitment to Anthropic's ecosystem for continued access
    • ✗Teams using non-Anthropic models (GPT, Gemini) lose access to Humanloop's model-agnostic evaluation capabilities
    • ✗Migration from standalone Humanloop to Anthropic Console required significant workflow changes for existing customers
    • ✗Some advanced features from the standalone product may not have full parity in the integrated Anthropic Console version

    Vellum - Pros & Cons

    Pros

    • ✓Complete LLM development lifecycle in one platform — from prompt engineering through production monitoring
    • ✓Automated evaluation pipelines catch prompt regressions before they reach users
    • ✓Visual workflow builder enables complex AI pipelines without orchestration code
    • ✓Model-agnostic approach supports OpenAI, Anthropic, Google, and other providers side by side
    • ✓SOC 2 Type II certified with HIPAA compliance available for regulated industries
    • ✓Strong API and SDK support (Python, TypeScript) for CI/CD integration

    Cons

    • ✗Learning curve for teams new to structured LLM development practices
    • ✗Pro tier at $89/seat/month is higher than some competitors, and Enterprise requires custom sales engagement
    • ✗Adds a dependency layer between your application and LLM providers
    • ✗Workflow builder may be less flexible than code-first orchestration for very complex pipelines
    • ✗Evaluation framework effectiveness depends on teams defining good test criteria

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