Athina AI vs HoneyHive (2026)
vs
Overview
Rating
10.0 / 10
Rating
10.0 / 10
Best For
—
Best For
Enterprise teams managing prompts and running evals
Product Summary
Athina AI is a monitoring and evaluation platform for production LLM applications.
Product Summary
Prompt management + regression evals in one platform. SOC 2 compliant with annotation queues.
Starting Price
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Starting Price
paid
Free Trial
No
Free Trial
No
Free Version
No
Free Version
No
Website
Website
Key features
Core capabilities each platform advertises.
Data not available
- Prompt management
- Regression testing
- SOC 2
- Annotation queues
Strengths and tradeoffs
What each tool does well, and the limitations to keep in mind.
Pros
- Comprehensive platform covering entire AI development lifecycle from prototyping to production
- 50+ preset evaluations from established providers like Ragas and Guardrails
- Strong enterprise features including SOC-2 Type 2 compliance and self-hosted deployment
- Y Combinator-backed with proven clients like Perplexity and Meesho
- Generous free starter plan with 10k logs/month and unlimited prompts
Cons
- Small team of 11 employees may limit support capacity for enterprise clients
- Lack of transparent pricing for Pro and Enterprise plans requiring sales contact
- Founded in 2022, relatively new compared to more established observability platforms
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
Compare Athina AI and HoneyHive 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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