Azure AI Foundry agents · Now Microsoft Foundry

The custom part of your agent, inside your Azure.

Microsoft Foundry, formerly Azure AI Foundry, is where agents that need more than Copilot Studio run: your own code, your choice of model, private networking and an identity of their own. QServices builds Foundry agents that read documents, check the ERP and stop at a draft until a named person approves.

Foundry hosted agent · supplier statementsRunning
Read
Extract
Check ERP
Draft
Approve
Statement · Delta Metals
Open in ERP
14 invoices
On statement
15 invoices
Difference
INV-4471, $2,180
Proposed
Query to supplier
Al
Waiting for approvalAP lead
ApproveHold
Nothing posts until a person approvesIllustrative
DefinitionMicrosoft Foundrynoun · Azure platform
Also calledAzure AI FoundryAzure AI StudioFoundry Agent Service

Microsoft Foundry is Microsoft's Azure platform for building AI apps and agents. It was called Azure AI Studio in 2023 and Azure AI Foundry from November 2024, and took its current name in November 2025. It brings over 10,000 models from Microsoft, OpenAI, Anthropic, Meta and others together with Foundry Agent Service, evaluation, safety controls and one set of Azure permissions.

Agent types

Prompt agent or hosted agent?

Prompt agents are configuration; hosted agents are your own code. Most ERP agents end up hosted, because they need custom checks.

Prompt agentHosted agent
What it isInstructions, a model and tools, run by FoundryYour code (Agent Framework, LangGraph, OpenAI or Anthropic SDKs) in a sandbox per session
Platform chargeNone: you pay model tokens and toolsContainer time: $0.0994 per vCPU-hour and $0.0118 per GiB-hour (East US 2 list)
NetworkingPrivate networking availableBring your own virtual network, set when the Foundry resource is created
IdentityProject or agent identityIts own Entra agent identity, created at deploy
FitsQ&A and simple tool useERP checks, document pipelines, multi-step agents

Foundry's visual workflows retire on 1 December 2026; Microsoft points to Agent Framework or Logic Apps instead. From Microsoft Learn and the Azure Retail Prices API, October 2026.

What sits around the agent

Five layers we set up every time.

Models
GPT models from Azure OpenAIClaude hosted on AzureGlobal, Data Zone or regional deployments

Azure Policy can block Global deployments to keep processing in a Data Zone.

Tools
Business Central's MCP server, read-only by defaultLogic Apps connectors as toolsDataverse and ERP APIs

MCP tools need approval on every call unless you change it.

Identity
An Entra agent identity per published agentFoundry Agent Consumer role for people who only call itConditional Access for agents

Every agent identity in the tenant is listed in the Entra admin centre.

Safety
Guardrails on input, tool calls and outputPrompt Shields against instructions hidden in documentsRed-team runs before go-live

Tool-call guardrails are still in preview.

Watching it
Evaluations for accuracy and tool useTracing in Application InsightsBudgets and cost alerts

Azure OpenAI has no hard spending cap, so budgets and alerts do that job.

Foundry or Copilot Studio

Which one for which agent?

Copilot StudioMicrosoft Foundry
Who buildsBusiness builders and our team, low-codeDevelopers, in code
Best forAgents in Teams and Outlook, approvals, flowsERP checks, private networking, custom models and evaluation
BillingCopilot CreditsModel tokens, tools and hosted-agent compute
TogetherCan call a Foundry agent as a connected agent (preview)Can publish agents to Teams and Microsoft 365 Copilot

Microsoft's own advice: check for a ready-made agent first, then Copilot Studio, then Foundry. See our [Copilot Studio page](/platforms/copilot-studio-consultant).

FAQ

What teams ask about Foundry agents.

Is Azure AI Foundry the same as Microsoft Foundry?

Yes. Azure AI Studio became Azure AI Foundry in November 2024 and Microsoft Foundry in November 2025.

What does Foundry Agent Service cost?

Prompt agents have no platform charge: you pay for model tokens and tools. Hosted agents add container time, about $0.0994 per vCPU-hour and $0.0118 per GiB-hour at East US 2 list prices, only while sessions run.

Prompt agent, hosted agent or workflow?

Prompt agents are configuration that Foundry runs. Hosted agents run your own code in an isolated sandbox per session. Visual workflows retire on 1 December 2026.

Does our data stay in our region and out of model training?

Microsoft states prompts and completions aren't available to other customers or model makers and aren't used to train their models. Stored agent data sits in your resource's geography, and Data Zone deployments keep processing in the US, EU or APAC.

Can a Foundry agent connect to our ERP?

Yes: through Business Central's MCP server, Logic Apps connectors, Dataverse or the ERP's own API. Business Central and Dataverse each allow 6,000 requests per user per 5 minutes, so we batch calls.

How do we stop an agent acting on its own?

MCP tool calls in Foundry need approval by default. We keep that on for anything that writes, so the agent drafts and a named person approves.

Microsoft Solutions Partner

Agents in your Azure, approved by your people.

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QServices Inc. undertakes every project with a high degree of professionalism. Their communication style is unmatched and they are always available to resolve issues or just discuss the project.​

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