Bonito vs Martian
Model router vs. full enterprise AI control plane
Martian is a model-routing company focused on routing requests to the cheapest or best-performing model for a given query. It is one feature in a broader control-plane stack. Bonito treats routing as one capability among many — pairing it with a governed agent framework, RAG knowledge bases, an immutable audit ledger, and compliance posture so an enterprise team gets the entire control plane in one platform.
What Martian does well
- Focused router with model-quality and cost-aware switching
- Clear positioning on a single high-value gateway problem
- Developer-friendly integration model
Where Bonito goes further
- Routing is one of five strategies (cost/latency/balanced/failover/AB) inside a broader gateway
- Adds a governed agent framework: visual canvas, default-deny tool policy, budget stops, SSRF protection, audit trail
- Adds a RAG knowledge-base layer on pgvector HNSW with VectorBoost 3.9-8x compression
- Adds an immutable audit ledger across every surface (gateway, agents, KB, admin) — needed for compliance review
- Adds enterprise governance: SSO/SAML across 4 IdPs, RBAC, SOC-2 path, HIPAA, GDPR
- Adds cost intelligence with per-1K-token efficiency comparison and budget enforcement
- Adds image and video generation on the same gateway key
Feature-by-Feature Comparison
Gateway and Routing
| Feature | Bonito | Martian |
|---|---|---|
| Model routing (cost/latency/quality) | ||
| OpenAI-compatible API | ||
| Multi-provider failover | Partial | |
| Auto cross-region inference (Bedrock) | ||
| A/B test routing strategy | Partial |
Agents + RAG
| Feature | Bonito | Martian |
|---|---|---|
| Governed agent framework with visual canvas | ||
| RAG knowledge bases (pgvector HNSW) | ||
| Persistent agent memory + scheduled execution | ||
| Approval queue / human-in-the-loop | ||
| Image + video generation on same key |
Enterprise Governance
| Feature | Bonito | Martian |
|---|---|---|
| SSO/SAML | ||
| Immutable audit ledger | ||
| Compliance posture (SOC-2 path, HIPAA, GDPR) | ||
| RBAC + multi-tenant org isolation | ||
| Cost intelligence (per-1K-token efficiency) | Partial |
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 Martian with routing, agents, and full multi-cloud management.