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Introducing Respan Router

HoneyHive vs Promptfoo (2026)

Updated March 10, 2026

vs

Overview

Rating
10.0 / 10
Rating
10.0 / 10
Best For
Enterprise teams managing prompts and running evals
Best For
—
Product Summary

Prompt management + regression evals in one platform. SOC 2 compliant with annotation queues.

Product Summary

Promptfoo is an open-source tool for testing and evaluating LLM prompts. It lets developers define test cases, run them against multiple models, compare outputs side-by-side, and catch regressions before deployment. Supports custom scoring functions, red-teaming, and CI/CD integration for automated prompt testing.

Starting Price
paid
Starting Price
$0Per perpetual
Free Trial
No
Free Trial
Yes
Free Version
No
Free Version
No

Key features

Core capabilities each platform advertises.

HoneyHiveHoneyHive
  • Prompt management
  • Regression testing
  • SOC 2
  • Annotation queues
PromptfooPromptfoo
Data not available

Strengths and tradeoffs

What each tool does well, and the limitations to keep in mind.

HoneyHiveHoneyHive

Pros

  • Comprehensive observability with OpenTelemetry-native distributed tracing across 100+ LLMs and frameworks
  • Strong security and compliance (SOC 2 Type II, GDPR, HIPAA) with flexible deployment options
  • Built-in evaluation tools with 25+ pre-built evaluators and human review workflows
  • Centralized prompt versioning with Git-native version control and GitOps workflows
  • Session replay and multi-agent system visualization for debugging complex AI applications

Cons

  • Pricing information not transparently available on website
  • May have steep learning curve for teams new to AI observability
  • Enterprise-focused features may be overkill for smaller projects
PromptfooPromptfoo

Pros

  • Completely free and open source (MIT license)
  • Fast with quality features like live reloads and caching
  • Built-in red teaming and security vulnerability scanning
  • Trusted by large companies with strong community

Cons

  • CLI-focused creates friction for non-technical users
  • Limited observability for complex production agents
  • No version control for prompts, data, or metrics
  • Offline nature hits ceiling for production scale

Compare HoneyHive and Promptfoo on your own traffic

10KFree traces/mo
1,000+Models
5 minSetup

Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 1,000+ models through one gateway.

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