Bonito vs Langfuse
Open-source LLM observability vs. full AI control plane
Langfuse is an excellent open-source platform for LLM tracing and observability. It helps teams debug, analyze, and monitor their LLM applications with detailed trace views and prompt management. Bonito includes observability as part of a broader AI control plane that also covers routing, agent deployment, governance, and multi-cloud management.
What Langfuse does well
- Open-source with self-hosting option for full data control
- Deep LLM tracing with detailed span and generation views
- Prompt management and versioning system
- Evaluation framework for scoring LLM outputs
- Active community and frequent releases
Where Bonito goes further
- Full AI gateway with intelligent routing (cost-optimized, failover, A/B testing)
- Governed AI agents (BonBon and Bonobot) with default-deny security
- Multi-cloud provider management across AWS, Azure, and GCP from one dashboard
- One-click model deployment and activation across all providers
- AI cost analytics with per-model, per-provider breakdowns and budget alerts
- Knowledge bases with RAG for agent-powered retrieval
- MCP (Model Context Protocol) integration for tool-using agents
- Enterprise compliance-ready architecture (audit trails, RBAC, data isolation)
Feature-by-Feature Comparison
Observability
| Feature | Bonito | Langfuse |
|---|---|---|
| LLM request tracing | ||
| Prompt management | ||
| Cost tracking per request | ||
| Evaluation scoring | ||
| Multi-cloud cost aggregation |
Gateway and Routing
| Feature | Bonito | Langfuse |
|---|---|---|
| LLM gateway / proxy | ||
| Cost-optimized routing | ||
| Failover chains | ||
| A/B testing across models | ||
| OpenAI-compatible API |
AI Agents
| Feature | Bonito | Langfuse |
|---|---|---|
| Managed AI agents | ||
| Multi-agent orchestration | ||
| Agent audit trails | ||
| Per-agent budget controls | ||
| Embeddable chat widget |
Infrastructure
| Feature | Bonito | Langfuse |
|---|---|---|
| Multi-cloud provider management | ||
| One-click model deployment | ||
| Knowledge bases / RAG | ||
| MCP tool integration | ||
| Open-source / self-hosted |
Key Differentiators
Full AI Control Plane
Bonito is not just observability or just a gateway. It is the complete control plane for enterprise AI: routing, agents, governance, cost management, and multi-cloud infrastructure in one platform.
Governed AI Agents
BonBon and Bonobot agents come with default-deny security, per-agent budget controls, credential isolation, and full audit trails. Enterprise-grade agent deployment from day one.
Multi-Cloud Native
Connect your actual AWS, Azure, and GCP accounts. Bonito manages provider credentials, syncs model catalogs, deploys models, and tracks costs across all three clouds from one dashboard.
Ready to try Bonito?
Start free and connect your first cloud provider in under 5 minutes. See how Bonito goes beyond Langfuse with routing, agents, and full multi-cloud management.