Bonito vs Helicone
LLM observability proxy vs. unified AI control plane
Helicone provides LLM observability through a lightweight proxy layer. It is easy to integrate and offers request logging, cost tracking, and caching. Bonito goes beyond observability into active routing, governed agent deployment, and full multi-cloud infrastructure management.
What Helicone does well
- Simple one-line proxy integration for instant observability
- Request caching to reduce costs on repeated queries
- Clean dashboard for cost tracking and request analytics
- Rate limiting and threat detection features
- Quick setup with minimal code changes
Where Bonito goes further
- Intelligent routing policies, not just proxying (cost-optimized, failover, A/B)
- Governed AI agents (BonBon and Bonobot) with per-agent security and budget controls
- Full cloud provider management: connect AWS, Azure, and GCP accounts directly
- Model deployment and activation across all providers from one dashboard
- Knowledge bases with RAG for retrieval-augmented agent workflows
- MCP integration for agents that use external tools
- Enterprise governance with full audit trails, RBAC, and compliance-ready architecture
- Multi-agent orchestration with async fan-out patterns
Feature-by-Feature Comparison
Observability
| Feature | Bonito | Helicone |
|---|---|---|
| Request logging and analytics | ||
| Cost tracking | ||
| Request caching | Planned | |
| Rate limiting | ||
| Multi-cloud cost aggregation |
Gateway and Routing
| Feature | Bonito | Helicone |
|---|---|---|
| LLM proxy layer | ||
| Cost-optimized routing | ||
| Failover chains | ||
| A/B testing across models | ||
| Provider-agnostic API | Partial |
AI Agents
| Feature | Bonito | Helicone |
|---|---|---|
| Managed AI agents | ||
| Multi-agent orchestration | ||
| Default-deny agent security | ||
| Per-agent budget controls | ||
| Knowledge bases / RAG |
Infrastructure
| Feature | Bonito | Helicone |
|---|---|---|
| Cloud provider account management | ||
| One-click model deployment | ||
| MCP tool integration | ||
| Threat detection | ||
| Compliance-ready architecture (audit trails, RBAC) |
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 Helicone with routing, agents, and full multi-cloud management.