Future AGI vs Helicone
Updated March 27, 2026
Overview
Multimodal AI evaluation and observability platform with automated quality scoring across text, image, audio, and video outputs. Open-source TraceAI tracing built on OpenTelemetry.
Helicone is an open-source LLM observability and proxy platform. By adding a single line of code, developers get request logging, cost tracking, caching, rate limiting, and analytics for their LLM applications. Helicone supports all major LLM providers and offers both proxy and async logging modes. Popular with startups for its generous free tier and simple integration.
Key features
Core capabilities each platform advertises.
- Multimodal evaluation (text, image, audio, video)
- OpenTelemetry-native tracing (TraceAI)
- Automated hallucination detection
- Prompt optimization
- Safety & compliance monitoring
Strengths and tradeoffs
What each tool does well, and the limitations to keep in mind.
Pros
- Multimodal evaluation across text, image, audio, and video — a capability few competitors offer
- Easy integration via TraceAI SDK with OpenTelemetry compatibility and support for 50+ AI frameworks
- Effective hallucination detection that catches issues before they reach end users
- Generous free tier with 10K traces/month and meaningful eval credits
- Available on AWS Marketplace for streamlined enterprise procurement
Cons
- Dashboard complexity can overwhelm non-technical team members
- Documentation has gaps especially for advanced use cases
- Initial setup requires trial and error with configuration friction
- Primarily focused on LLM and agent scenarios — less useful for classical ML
Pros
- Open-source with 5.2K GitHub stars and strong community support
- Minimal latency overhead (under 1ms for self-hosted)
- Flexible deployment options including cloud-hosted, self-hosted, or SDK-only
- Y Combinator-backed with SOC 2 Type II and HIPAA compliance
- No code changes required for AI Gateway features like caching and rate limiting
Cons
- Adds computational cost and one network hop for cloud deployment
- Limited pricing transparency on website
- May require infrastructure expertise for self-hosted setup
Future AGI or Helicone — which should you choose?
Choose Future AGI if you wantChoose if you want
- LLM output quality evaluation
- Multimodal AI assessment
- Agent observability
- Hallucination detection
- Production safety monitoring
Choose Helicone if you wantChoose if you want
Compare Future AGI and Helicone 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 500+ models through one gateway.