Comparisons

How Bonito compares

Bonito is the AI operating system for enterprises running agents: the agents, routing across models and providers, governance, observability and knowledge, on your own cloud accounts. Most alternatives cover one or two of those layers. Pick one below to see what it covers, what you would still need next to it, and where it is ahead of us.

Checked against each vendor's own documentation, September 2026.

Cloud agent platforms

Bonito vs Microsoft Copilot Studio + Microsoft Foundry Agent Service

Azure AI Foundry is now Microsoft Foundry; the APIM AI Gateway tier is in public preview

Copilot Studio is Microsoft's low-code agent builder for Microsoft 365 and Power Platform users, and Foundry Agent Service is the developer platform for agents over the Foundry model catalog, with Azure API Management as the gateway. It is the default choice in Microsoft shops. Bonito runs agents and routing across Azure, Bedrock, Vertex and the direct providers on your own accounts, with failover between them built in.

Capability	Bonito	Microsoft
Agents
Build and run agents	Yes	Yes
Approval queue and scheduled runs	Yes	Yes
Dollar budgets per agent	Yes	Yesmonthly credit limits per agent in Copilot Studio
MCP support	Yes	Yes
Routing
OpenAI-compatible gateway	Yes	Yes
Automatic failover across providers	Yes	PartialAPIM backend pools and circuit breaker, policy config you build
Cheaper models for simple work (cost routing)	Yes	PartialFoundry model router, within Foundry deployments only
Bedrock, Vertex, Azure and direct providers in one place	Yes	PartialAPIM AI Gateway tier (preview) fronts Bedrock and Vertex
Semantic caching	No	YesAPI Management policies
Governance
SSO, RBAC and audit log	Yes	Yes
Data residency pinning	Yes	YesData Zones; Anthropic-hosted Claude runs outside Azure
Observability and knowledge
Agent traces with cost per request and agent	Yes	Partialtoken and budget use on the Control Plane dashboard
Knowledge bases (RAG)	Yes	Yes
How you run it
Whole stack from one config file	Yes	PartialSDK, Bicep and az CLI; no single agent plus gateway manifest found
Self-hosted or open source	Partial	PartialAgent Framework is open source; the services are Azure and M365 only
No markup on inference	Yes	PartialAzure resale and Copilot Credits; BYO models via a gateway

What you would add next to Microsoft

Automatic failover across providers
Cheaper models for simple work (cost routing)
Bedrock, Vertex, Azure and direct providers in one place
Agent traces with cost per request and agent
Whole stack from one config file
No markup on inference

Where Microsoft is ahead

Semantic caching

Pricing: Copilot Studio: $200 per month for a 25,000 Copilot Credit pack, or pay-as-you-go. Foundry Agent Service: no service fee; you pay models, tools and hosted-agent compute.

Inference: Azure resells models (Claude via Azure Marketplace); Copilot Studio abstracts model use into credits. Models behind your own gateway are billed by that provider.

Full comparison with sources