Comparison

Microsoft Foundry vs Converra

Foundry evaluates and observes your agent inside Azure. Converra closes the loop — diagnoses failures, generates fixes, simulation-tests them, and ships with governed deployment. Works on any cloud.

At a glance

Dimension
Microsoft Foundry
Converra
Primary job
Evaluate, observe, monitor
Diagnose, fix, simulate, deploy
Optimization loop
Not shipped — evaluators only
Autonomous loop with governed deployment
Variant generation
Manual — you author each variant
Auto-generated, targeted prompt edits
Pre-deploy testing
Run evaluators on a dataset you supply
Simulation-based head-to-head against synthetic personas
Cloud requirement
Azure-leaning — pipes into Azure Monitor
Any cloud, any provider
Voice agent support
Text traces only
First-class voice — ASR, TTS, turn-taking
Time to first improvement
Build dataset + author evaluators + iterate manually
10-minute /eval audit, fixes within hours
Production verification
Continuous monitoring in Azure Monitor; you interpret it
Watches post-deploy production traces and compares scored outcomes against the pre-deploy baseline to confirm the target metric actually moved
Auto-rollback on regression
Not included
Automatic — rolls back the deployment without human intervention
MCP for coding agents
Not available
Converra primitives (simulate, regression, optimize, deploy, get_insights) exposed as MCP — drive optimization from Claude Code, Cursor, or any MCP-aware IDE

Deciding in 60 seconds?

  • →Need evaluators inside an Azure pipeline? Foundry.
  • →Need agent failures diagnosed, fixed, and shipped? Converra.
  • →Use both: Foundry for in-pipeline gates, Converra for the optimization loop.

When to use each

When Microsoft Foundry fits

  • Azure-committed enterprises with existing Azure Monitor investment
  • 9 built-in agent evaluators (Task Completion, Tool Call Accuracy, Intent Resolution, etc.) as 'unit tests' for CI/CD pipelines
  • Continuous production monitoring inside the Azure ecosystem
  • Foundry Agent Service for building OpenAI-Responses-API-compatible agents
  • Hybrid stacks with DeepSeek, xAI, Meta, LangGraph models

When Converra fits

  • Autonomous optimization — not just evaluation
  • Works on any cloud, including Azure
  • Variant generation, simulation, and governed deployment included
  • Voice agent support that Foundry doesn't touch
  • 10-minute audit with no instrumentation
  • Single source of truth across iterations, agents, and providers
  • Production verification of the deployed fix, not just monitoring dashboards
  • Auto-rollback on regression — no human-in-loop required
  • MCP server — drive Converra from Claude Code, Cursor, or any coding agent

Foundry evaluates. Converra fixes.

Better together

Foundry monitors. Converra improves. Use both for the full loop — from production evaluation to tested fixes.

1

Foundry evaluators run as quality gates in your Azure pipeline

2

Converra diagnoses failing scenarios and generates targeted fixes

3

Validated fixes ship with rollback, then re-validate in Foundry

Frequently asked questions

Does Foundry have autonomous optimization like Converra?

No. As of May 2026, Microsoft Foundry ships 9 built-in agent evaluators (Task Completion, Task Adherence, Task Navigation Efficiency, Intent Resolution, Tool Call Accuracy, Tool Selection, Tool Input Accuracy, Tool Output Utilization, Tool Call Success) plus quality/safety scoring and observability piped into Azure Monitor. It does not generate prompt variants, run simulation-based head-to-head, or deploy fixes autonomously.

Can I use both Foundry and Converra?

Yes, complementary. Use Foundry's evaluators for in-pipeline quality gates. Use Converra to close the loop — diagnose what's failing, generate the fix, simulation-test it, deploy with rollback.

We're on Azure. Why not just use Foundry's tools?

Foundry's evaluation surface is excellent for monitoring. The gap is everything after monitoring — variant generation, testing, deployment. That's the loop Converra runs autonomously, on Azure or anywhere else.

Does Converra work with Foundry Agent Service?

Yes. Foundry Agent Service is wire-compatible with the OpenAI Responses API, and Converra ingests Responses-API-compatible traces. Standardization on Responses API is good for tools that work across providers — like Converra.

Is Converra a Foundry alternative?

Different surface. Foundry evaluates and observes. Converra closes the loop with fixes. If you want agent failures diagnosed and fixed automatically — not just measured — Converra is what you need.

Other comparisons: vs AWS AgentCore · vs OpenAI · vs Anthropic · vs Braintrust · vs LangSmith · vs Arize

See Converra close the loop

Run a free /eval audit. No Azure rebuild, no Foundry instrumentation.

Start a free auditTalk to the founder