Microsoft Foundry Consulting Services

Dynamics Square plans, builds and runs Microsoft Foundry solutions that put AI agents to work on your orders, ledgers, documents and customer queries. Every agent we deliver reads from your own records, acts within the applications your staff open each morning and stays under the governance your risk team expects.

Move your AI roadmap from slide deck to production while your market is still choosing a vendor.

Microsoft Foundry screens showing the model leaderboard, the Discover page with featured models and the agent overview with active alerts
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What Is Microsoft Foundry?

Microsoft Foundry is where Microsoft brings its AI development tools together: a place to build applications and agents, connect them to what your organisation knows and keep them under control. Models, agent tooling, knowledge grounding, security and monitoring share one portal at ai.azure.com, so developers, data teams and IT administrators work from a common set of controls.

The platform has changed name twice. It began life as Azure AI Studio, became Azure AI Foundry and now carries the name Microsoft Foundry. A search for Microsoft Azure AI Foundry or Microsoft AI Foundry lands on the same product, and documentation published under the earlier names still describes it.

Microsoft Foundry agent playground with model choice, instructions, tools, knowledge, memory and guardrails settings

Foundry brings together these natively integrated services:

ComponentWhat it does
Foundry ModelsThe model catalogue, with over 11,000 options from OpenAI, Anthropic, Meta, Google, xAI, Hugging Face and Microsoft's own MAI family, covering text, reasoning, multimodal and sector-specific needs
Foundry Agent ServiceBuilds, hosts, connects and scales AI agents
Foundry ToolsPrebuilt services for reading documents, translating, handling speech and recognising objects, with your own APIs added through Model Context Protocol (MCP)
Foundry IQPermission-aware grounding that gives agents access to your organisational knowledge
Foundry Control PlaneCentral oversight of your agents, their tools and the knowledge they draw on, connected to Microsoft Entra, Purview and Defender
Azure Machine LearningModel training and machine learning workflows
Foundry LocalModels and capabilities that run on a device or at the edge

Owning the platform is the starting line. Dynamics Square closes the gap between a Foundry subscription and a working agent: we pick the use cases, match models and deployment routes to them, wire the agents into Dynamics 365 and your other systems, forecast the monthly cost and remain on call once users depend on the result.

Why UK Organisations Are Adopting Microsoft Foundry

Scale already in production.

Microsoft reports developers at over 80,000 organisations use Foundry, and that group includes 80% of the Fortune 500.

A catalogue that fits the task.

With over 11,000 models on offer, teams match a model to each job. Microsoft's compact Phi family has passed 60 million downloads on Foundry Models, and model routing picks the most suitable option for every request as it arrives.

Open standards for the agent layer.

Developers build and coordinate agents with Microsoft Agent Framework, which is open source, and Foundry tools connect through the open MCP standard. Agents built today can grow with your estate.

Governance designed in.

IT teams oversee agents from the Foundry Control Plane, which also reaches agents built in Copilot Studio or by partners and reports on security posture, business value and management in one view.

Microsoft Foundry Agent Services: What You Can Build

Microsoft Foundry agent services give developers a managed home for agents that reason, call tools and finish tasks. Agents are created in the Foundry portal or in code through the Foundry SDK. Microsoft frames the aim as agents that act on complex business processes while humans stay in control.

Agent patternWhat it doesWhere it fits
Knowledge agentsAnswer questions from connected documents and data, respecting the asking user's permissionsStaff helpdesks, policy queries, supplier and customer information
Action agentsCall tools, connectors and APIs to create, update and approve recordsOrder entry, ticket creation, approvals
Multi-agent workflowsCoordinate specialist agents, built with Microsoft Agent FrameworkProcesses that cross finance, supply chain and customer teams
Hosted agentsRun agents written in frameworks such as Microsoft Agent Framework and LangGraph on a managed Foundry runtime with built-in scaling, observability and governanceTeams with existing code-first agent projects
Edge agentsRun models on-device through Foundry LocalSites that need local processing or low-latency response

Foundry Agent Service also includes managed long-term memory, so an agent can carry context from one session to the next.

Choose the Model and Deployment Route

Every Foundry workload sits on a deployment route, and the route shapes performance, control and cost.

Serverless endpoints

Quick set-up on Microsoft-managed infrastructure, billed for the model usage you consume

Dedicated or self-hosted deployment

Teams that want full control over server configuration, billed on hourly compute and storage

Provisioned throughput (PTU)

Steady, high-volume production traffic that needs reserved capacity

Batch processing

High-volume background jobs where a next-day result is acceptable

Priority processing

User-facing agents where response speed matters most

Small models such as Phi

Everyday chat, coding and summarising at lower compute cost

Microsoft Foundry Services We Configure for Your Business

Create

  • Model selection from the Foundry catalogue, with fine-tuning and distillation on your data where it adds accuracy
  • Intelligent model routing that sends each request to the best-fit model
  • Agents built with Microsoft Agent Framework for multi-agent processes
  • Customisable AI solution templates on GitHub for common use cases

Connect

  • Over 1,400 pre-built connections via Azure Logic Apps, including Dynamics 365, SAP, Salesforce, Office and Adobe
  • Custom tools through Model Context Protocol
  • Foundry IQ and Microsoft Graph for permission-aware grounding in company knowledge
  • Foundry Tools for OCR, translation, speech and object detection
  • A Microsoft Fabric data agent for analysis across your data estate

Deploy

  • One-click deployment to Microsoft 365 Copilot and Microsoft Teams users
  • Azure App Service and Azure Container Apps for agents inside web applications
  • Event-driven agents on Azure Functions
  • Edge and on-device agents on Foundry Local

Govern

  • Agent identities in Microsoft Entra ID, data controls in Microsoft Purview and threat alerts from Microsoft Defender for Cloud
  • Tracing of every production interaction on OpenTelemetry, with built-in evaluators that score the quality and safety of each agent's answers
  • Live safety controls that flag injected prompts, invented answers and leaks of sensitive data
  • Azure API Management for oversight of models and MCP tools

Microsoft Foundry Use Cases by Department

Foundry supports everything from a question-and-answer chatbot to autonomous multi-agent workflows. These are agent designs Dynamics Square scopes for finance, sales, service, procurement, operations and HR teams.

DepartmentAgentWhat it does
FinanceInvoice exceptions agentCompares invoices with purchase orders and receipts, then lists mismatches with a proposed fix for the accounts team to approve
SalesOrder intake agentReads customer emails, finds the account, asks about missing quantities or dates and drafts the quote for approval
Customer serviceOrder status agentAnswers delivery and product questions from live records and hands complex cases to a colleague with the full history
ProcurementSupplier follow-up agentChases delivery confirmations, flags late purchase orders and suggests alternative suppliers
OperationsDocument processing agentReads contracts, delivery notes and forms with Foundry Tools OCR and writes the extracted fields to the right records
Human resourcesPolicy knowledge agentAnswers staff questions from approved SharePoint content and points to the source document

A design sheet accompanies each agent. It lists which records the agent can see, which actions sit within its authority, who signs off on changes it proposes and what a month of running it should cost.

Connect AI Agents to Dynamics 365 and Your Other Business Systems

Microsoft Foundry integration is what lets an agent read an order, update a record or start an approval. Azure Logic Apps supplies the connectors, MCP supplies custom tools and Foundry IQ supplies grounded knowledge.

Where the process runsHow the agent connectsWhat Microsoft states
Dynamics 365 CRM apps (Sales and Customer Service)Azure Logic Apps connectors, configured and tested with youDynamics 365 sits among the 1,400+ business systems that Foundry agents can act on in real time
Dynamics 365 Finance and Supply Chain ManagementConnectors, MCP tools and APIs, with connector coverage confirmed for your tenant during scopingFoundry agents can extend to custom tools through open MCP standards
Business CentralConnectors and APIs that we configure and test with youCopilot ships with Business Central, and Microsoft's capability guide describes agents such as the Sales Order Agent, with custom agents buildable in Copilot Studio
Other line-of-business systemsAny of the 1,400+ pre-built connections, plus MCPSAP and Salesforce appear alongside Dynamics 365 in Microsoft's connection list

Microsoft 365 users meet these agents in the tools they open every day, because Foundry deploys to Microsoft 365 Copilot and Teams in one click.

Microsoft Foundry Pricing in the UK

Microsoft Foundry pricing is based on usage, with each service billed separately. Your total cost depends on the models you use, the capacity you reserve, and the services you connect. Microsoft calculates UK pricing in US dollars and converts it to pounds using London closing spot exchange rates, so prices in pounds can change with currency movements. Rates also vary by model and Azure region, so an estimate based on your expected usage gives you a clearer view of the cost.

RouteHow it billsBest for
Pay-as-you-goPer token processed, or per hour of server usageTesting, new projects and traffic that is hard to forecast
Provisioned capacity (PTU)Reserved Provisioned Throughput Units, committed for a month or a yearSteady, high-volume production workloads
Priority processingPay-as-you-go with guaranteed low latencyLive customer service and other time-sensitive agents
Batch processingRequests queue and complete asynchronously, usually inside a day, at a discount of up to 50% against standard ratesOvernight and other background workloads
Partner modelsBilled through Azure Marketplace at the vendor's own ratesTeams that choose a third-party model
Fine-tuningTokens processed in training, plus hosting of the tuned modelModels adapted to your own data

How Microsoft Foundry Pricing Adds Up

ServiceHow you pay
Model usageTokens are billed at the rate set for each model used through Foundry Models.
Foundry native agentsThere is no separate platform charge for these agents. Costs come from the models, tools, and connections they use.
Hosted agentsCharges are based on container compute time, measured by the hour.
Foundry Tools and Foundry IQ connectionsConnected services may have separate usage charges or licence fees, including Azure Logic Apps connectors, Microsoft Fabric, SharePoint, and Grounding with Bing Search.
SafetyStarter safety templates are included. Extended live content filtering may incur per use charges.
Evaluation and monitoringManual tests use standard token rates. Automated evaluations and Azure Monitor logging may add costs for compute, storage, and the model used to score responses.

Worked Example: How Batch Processing Can Reduce Costs

Consider this illustrative example from Dynamics Square. An overnight document processing job costs £2,000 per month at standard rates. If the workload qualifies for Microsoft's maximum batch processing discount of 50%, the monthly cost falls to £1,000.

Actual savings depend on the model used and whether the workload can wait for results until the next day. Dynamics Square assesses your workload before recommending batch processing as a cost saving option.

Ways to Keep Spend in Check

  • Run your expected token volumes and reservations through the free Azure Pricing Calculator before anything is deployed.
  • Choose a deployment region with favourable rates.
  • Route everyday tasks to smaller models such as Phi.
  • Move non-urgent jobs to batch processing.
  • Reserve provisioned capacity once daily volumes settle.
  • Ask us about the Microsoft Agent Pre-Purchase Plan (P3) and Azure Consumption Commitments (MACC), two volume programmes that reduce the overall bill.

Every Foundry project we run includes a usage forecast, which puts a monthly figure on each agent ahead of your approval to build it.

Microsoft Foundry Pricing Routes: Which One Fits Your Business

The right route depends on how predictable your traffic is and how quickly users expect answers.

Choose pay-as-you-go when

  • You are prototyping or running a first pilot
  • Demand swings from week to week
  • Your volume is low to medium
  • You want spend to follow actual usage

Choose provisioned capacity when

  • Your agent serves steady daily traffic in production
  • You want a predictable monthly cost
  • Your volume is high and sustained
  • You want dedicated throughput reserved for your workload

A few planning points sit alongside that choice:

  • Exploring Foundry is open to everyone, and building agents requires an Azure subscription.
  • Platforms from other vendors that your agents call can bill separately through their own APIs.
  • Agents built in Copilot Studio can draw on Foundry Models, so a Copilot Studio licence and Foundry consumption can sit in one solution.
  • Region, model and commitment term all change the final rate.

We study your workloads, user numbers and growth plans, then assign each workload the billing basis that suits it from day one.

Why Dynamics Square for Microsoft Foundry Consulting Services in the UK

An agent proves its worth when it reads your ledgers and acts on your orders. That calls for a partner who knows the systems behind the AI as well as the AI itself.

A single team from ledger to agent

Dynamics 365 ERP and CRM, ISV solutions, Power Platform, Microsoft Fabric and Foundry come together in one team, so your agent and the system it reads share a designer.

Certified depth

Dynamics 365 has been our specialism since 2011. Today 150+ certified professionals serve clients worldwide, and the 500+ organisations we have worked with give us a broad view of how agents behave in real finance and supply chain processes.

Discovery that tests assumptions

Our architects challenge every assumption about data quality and process ownership during discovery, then recommend a design once the picture is complete.

Relationships that last

Our average client stays beyond five years, because we operate as part of your team.

AI agents built in Microsoft Foundry on top of Power Platform, Microsoft Fabric and Dynamics 365 ERP and CRM

How We Deliver Microsoft Foundry Consulting Services

Analysis

Discovery workshops with process owners and IT produce a ranked list of agent use cases, a data readiness check and a view of the right pricing route.

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Design

We settle the architecture, model choices, deployment route, knowledge sources, integration points, approval steps, security boundaries and the cost forecast.

Development

Our team builds the agents, tools and connectors in a Foundry project and tests them against real scenarios from your business.

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Deployment

We release agents to Microsoft 365 Copilot, Teams, your web applications or other channels, brief the people who will rely on them and take the agents live.

Post go-live

Tracing, evaluation results and spend are reviewed on a regular rhythm, and we tune agents as usage grows.

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Foundry tracing and evaluation view with answer quality, safety checks, token spend and an evaluation score trend

Microsoft Foundry Support After Go-Live

An agent in production keeps meeting new questions, new data and new model releases. Our Microsoft Foundry support keeps it accurate, safe and affordable:

  • Tracing and evaluation reviews of the scores each agent earns on answer quality and safety, with an agreed threshold that triggers action
  • Regression testing on a fixed question set whenever a prompt, model or connection changes
  • Spend reviews covering token consumption, model routing and capacity choices
  • Governance across agent identities, access roles and connected knowledge sources
  • Model and feature upgrades as Microsoft adds new models and capabilities to Foundry

Start with a Free Microsoft Foundry Consultation

Talk to a Microsoft Foundry consulting team that sends you away with a plan. Over a single working session, our specialists will:

  • Rank your candidate processes by expected return and pick the first agent worth building
  • Recommend a model, deployment and pricing route for each use case
  • Map the Dynamics 365 and other systems your agents need to connect to
  • Sketch the route from pilot to live service, with milestones

Frequently Asked Questions

Microsoft Foundry is the Microsoft platform for developing AI applications and agents and running them under proper control. One portal holds a catalogue of more than 11,000 models, an agent service, prebuilt tools, knowledge grounding, security settings and monitoring. Organisations build with it anything from a simple chatbot to autonomous multi-agent workflows.

Microsoft Foundry services are the natively integrated components of the platform: Foundry Models, Foundry Agent Service, Foundry Tools, Foundry IQ, Azure Machine Learning, Foundry Control Plane and Foundry Local. Foundry also gives access to wider Azure services such as Azure App Service, Azure Functions, Azure Cosmos DB, Microsoft Purview and Microsoft Entra ID.

Foundry Agent Service is the part of Microsoft Foundry that builds, hosts and scales AI agents. It supports multi-agent designs, connections to tools and data, hosted agents written in open-source frameworks such as Microsoft Agent Framework and LangGraph, and managed long-term memory. Agents can be created in the Foundry portal or in code through the Foundry SDK.

The two names describe one product. Azure AI Studio became Azure AI Foundry, which Microsoft now calls Microsoft Foundry, and Microsoft AI Foundry is common shorthand. Guides and code samples written under the earlier names still apply.

Microsoft Foundry pricing is consumption-based and set service by service. Pay-as-you-go follows the tokens you process, provisioned capacity follows the throughput units you reserve for a month or a year, and batch processing discounts by up to 50% the work that can wait for a next-day result. Microsoft converts its prices from US dollars at London closing spot rates, and an Azure subscription is required to build agents. Dynamics Square builds a forecast from your own workload so the figure you approve reflects your usage.

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