HoneyHive vs Portkey: Observability, Prompts & Evals Comparison
Compare HoneyHive and Portkey side by side. Both are tools in the Observability, Prompts & Evals category.
Updated March 10, 2026
The short answer
Choose HoneyHive if comprehensive observability with OpenTelemetry-native distributed tracing across 100+ LLMs and frameworks.
Choose Portkey if enterprise-scale monitoring (10B requests/month).
Want to compare HoneyHive and Portkey on your own traffic?
Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 250+ models through one gateway. Free tier covers 10K traces per month. Setup in 5 minutes, no credit card.
Quick Comparison
| Category | Observability, Prompts & Evals | Observability, Prompts & Evals |
| Pricing | paid | — |
| Best For | Enterprise teams managing prompts and running evals | — |
| Website | honeyhive.ai | portkey.ai |
| Key Features |
| — |
Pros & Cons: HoneyHive vs Portkey
- +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
- −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
- +Enterprise-scale monitoring (10B requests/month)
- +Sub-40ms overhead
- +Comprehensive analytics and tracing
- +Strong security certifications
- −Professional tier expensive (USD 2-5k/mo)
- −Open-source has limited features
- −Complex for small teams
Pricing: HoneyHive vs Portkey
- · Open-source
- · Basic observability
- · Self-managed
- · Community support
- · Managed service
- · Advanced analytics
- · Standard support
- · Team features
- · Custom limits
- · SOC2, ISO27001
- · Priority support
- · Private deployment
About HoneyHive
HoneyHive is an enterprise-grade AI observability and evaluation platform that helps teams monitor, debug, and optimize AI agents and applications at scale. The platform provides OpenTelemetry-native distributed tracing across 100+ LLMs and agent frameworks, enabling visibility into complex multi-agent systems through session replay, online evaluation for detecting failures in live systems, and comprehensive artifact management. HoneyHive offers 25+ pre-built evaluators for quality and safety assessment, offline experiment capabilities with regression detection, and CI/CD integration for automated testing. The platform is SOC 2 Type II certified, GDPR and HIPAA compliant, with deployment options including multi-tenant SaaS, dedicated cloud, or self-hosted air-gapped environments.
About Portkey
Portkey Observability is the monitoring and analytics component of the Portkey AI platform, providing comprehensive visibility into LLM applications. The platform tracks requests, costs, latency, errors, and user behavior across all LLM providers. Portkey Observability integrates seamlessly with the Portkey AI Gateway, offering unified monitoring for multi-provider AI applications. The platform provides real-time dashboards, alerting, and detailed trace analysis to help teams optimize AI performance and costs. Portkey processes over 10 billion requests monthly with sub-40ms overhead, providing enterprise-grade observability for production AI systems.
What is Observability, Prompts & Evals?
Tools for monitoring LLM applications in production, managing and versioning prompts, and evaluating model outputs. Includes tracing, logging, cost tracking, prompt engineering platforms, automated evaluation frameworks, and human annotation workflows.
Browse all Observability, Prompts & Evalstools →Other Observability, Prompts & Evals Tools
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