Model Fine-Tuning · Reviewed 22 Oct 2026

Microsoft Foundry

Unified platform to build, ground, and govern AI apps and agents.

free tier · azure.microsoft.com ↗

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Microsoft Foundry at a glance

Overview

01

Summary

The useful answer before the supporting detail.

Microsoft Foundry is a unified enterprise AI platform for building, grounding, and governing AI applications and agents S47. It is used by developers and data scientists to create context-aware agents that automate complex business processes while keeping humans in control S47. The platform provides a governed control plane integrated with Microsoft security and identity services, enabling organizations to manage AI at scale S47.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Microsoft Foundry is an enterprise AI platform by Microsoft S47.
  • Core purpose: It solves the problem of building, grounding, and governing AI apps and agents at scale S47.
  • Intended users: Developers and data scientists building AI applications S47.
  • Product scope: A unified platform, not a single app, including Foundry Models, Agent Service, and Control Plane S164.
  • Positioning: Microsoft positions Foundry as the enterprise AI platform for building, grounding, and governing AI S47.
  • Claimed distinction: It claims a single governed control plane integrated natively with Entra, Purview, and Defender S47.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
DevelopersBuild AI-driven agents and integrate them into applications S47.
Data scientistsCreate and orchestrate AI agents using open-source SDK S47.
Enterprise ITGovern AI apps and agents with integrated security and compliance controls S47.
Business usersAutomate workflows with pre-built tools for OCR, translation, and speech S47.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Agent orchestrationBuild, connect, and scale intelligent agents that automate complex business processes S47.
Model accessAccess more than 11,000 foundation, open, reasoning, multimodal, and industry-specific models S164.
GroundingGround agents with Foundry IQ, a contextual agentic RAG engine S164.
GovernanceManage access to models, agents, tools, and knowledge org-wide with a governed control plane S164.
Pre-built toolsAutomate workflows with pre-built and customizable tools for OCR, translation, speech, and more S47.
IDE integrationBuild, test, and deploy AI applications with Foundry Toolkit for Visual Studio Code S47.
ObservabilityMonitor, evaluate, and optimize every agent in real-time S47.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
Microsoft GraphIntegrationProvides permission-aware grounding and context-aware reasoning S47.
SAP, Salesforce, Dynamics 365IntegrationConnects agents to business systems via 1400+ pre-built connections S47.
Model Context Protocol (MCP)Extension frameworkAllows custom tools and APIs to be brought into workflows S47.
Microsoft FabricIntegrationIntegrates agents with a data agent for data analysis S47.
Azure AI PostgreSQL extensionIntegrationGrounds agents in data for smarter apps S47.
Azure DatabricksIntegrationConnects agents to workflows and Genie Spaces during runtime S47.
Azure MonitorIntegrationObservability integration for monitoring AI apps and agents S47.
Visual Studio CodeIntegrationFoundry Toolkit for building, testing, and deploying AI applications S47.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Foundry ModelsConsumption-based; see pricing details S164Access to 11,000+ modelsNot established
Foundry Agent ServiceConsumption-based; see pricing details S164Agent orchestration and hostingNot established
Foundry IQConsumption-based; see pricing details S164Contextual agentic RAG engineNot established
Foundry ToolsConsumption-based; see pricing details S164Pre-built and customizable APIsNot established
Foundry Control PlaneConsumption-based; see pricing details S164Governance and management layerNot established
Azure free accountFree for 12 months; $200 credit S120+ popular services free for 12 months, 65+ always free S1$200 credit for first 30 days S1

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
learn.microsoft.com624.5active directory as a service azure, active directory domain services azure
windowsmanagementexperts.com225active directory as a service azure, active directory domain services azure
sentra.io226.5active directory as a service azure, active directory domain services azure
reddit.com113active directory domain services azure
docs.azure.cn115active directory domain services azure
docs.oort.io117active directory as a service azure
youtube.com119active directory domain services azure

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 1.5%
MonthSource
—All AI assistants
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
other[Skip to main content](#mainContent) 0Azure Get to know Azure Microsoft as Customer Zero View all products (200+) Microsoft Foundry Azure Copilot GitHub Copilot Azure Kubernetes Service (AKS) Azure Cosmos DB Azure Database for PostgreSQL Azure Arc Microsoft Fabric Linux virtual machines in Azure Foundry Models Foundry Agent Service Foundry IQ Foundry Tools Foundry Control Plane Observability in Foundry Control Plane Azure OpenAI in Foundry Models Azure Speech in Foundry Tools Azure Machine Learning [View all databases](https://azure.microsoft.com/en-us/products/categoryhttps://azure.microsoft.com/en-us
otherNeed help finding a product or solution? Try the AI-powered assistant.https://azure.microsoft.com/en-us
otherNew capabilities for mission-critical AI apps with open flexibility and Azure reliability.https://azure.microsoft.com/en-us
otherFast, isolated sandbox infrastructure for your AI agentshttps://azure.microsoft.com/en-us
otherData platform for AIhttps://azure.microsoft.com/en-us
otherAchieve high performance for even your most compute-intensive AI workloads, including deep learning.https://azure.microsoft.com/en-us
otherModernize for AI innovationhttps://azure.microsoft.com/en-us
otherUse AI-powered tools, services, and agents from Azure and GitHub to deliver continuous innovation and value to your developer teams.https://azure.microsoft.com/en-us
pricingNeed help finding pricing information? Try the AI-powered assistant.https://azure.microsoft.com/en-us/pricing
pricingSee pricinghttps://azure.microsoft.com/en-us/pricing
pricingMore info[Pricing details](/en-us/pricing/details/foundry-tools/ "Pricing details")[Product details](/en-us/products/ai-services/ "Product details")[Documentation](https://docs.microsoft.com/en-us/azure/cognitive-services/ "Documentation")https://azure.microsoft.com/en-us/pricing/calculator/

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gap6 first-page appearances across active directory as a service azure, active directory domain services azure

Website intelligence — Collected evidence

Website evidence gaps

  • features: no usable public page was collected; verify whether the site publishes this evidence.
  • integrations: no usable public page was collected; verify whether the site publishes this evidence.
  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

No citation-grounded independent review links were found.

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Cloud Computing Services / Microsoft Azure — Arc Unify on-premises, hybrid, and cross-cloud infrastructure. #### Microsoft Foundry Build, evaluate, and deploy generative AI solutions and custom agents. #### Foundry Models Find the right model from exploration to deployment all in one place.
  • Microsoft / Microsoft Foundry — # Microsoft Foundry Azure AI Studio is a platform that empowers developers to create, evaluate, and deploy generative AI solutions and custom copilots. It provides a unified AI platform that supports the entire development lifecycle, from building and testing to deployment and monitoring, ensuring long-term success with continuous refinement​. ... Azure AI Foundry is a unified platform for building, deploying, and managing AI solutions, offering tools for generative AI, responsible AI, and seaml
  • Microsoft Foundry / Microsoft Azure Blog / Microsoft Azure — Microsoft Foundry / Microsoft Azure Blog / Microsoft Azure - Announcements October 20 7 min read ... Explore AI model Astra, Sol, and AI model Luna in Microsoft Foundry, with scalable model options for production AI agents, complex workflows
  • Configure your AI Project for Microsoft Foundry Models - Microsoft Foundry / Microsoft Learn — Foundry, the model catalog deploys models from partner model providers as stand-alone endpoints in your project by default. Each model deployment ... other hand, Azure OpenAI models are deployed to the Foundry resource or to the Azure OpenAI in Foundry
  • What is Microsoft Foundry (classic) portal - Microsoft Foundry (classic) portal / Microsoft Learn — There are two different portals for you to use to interact with Microsoft Foundry. A toggle in the portal banner allows you to switch between the two versions. ... / Portal / Banner display / When to use / / --- / --- / --- / / Microsoft Foundry (classic) / / Choose this portal when working with multiple resource types: Azure OpenAI, Foundry resources, hub-based projects, or Foundry projects. / / Microsoft Foundry (new) / / Choose this portal for a seamless experience that combines simplicity wi
  • Get started with Microsoft Foundry SDKs and endpoints (classic) - Microsoft Foundry (classic) portal / Microsoft Learn — A Foundry resource provides unified access to models, agents, and tools. This article explains which SDK and endpoint to use for your scenario. ... SDK is a thin-client SDK that exposes all of the Foundry project APIs through a single project
  • Get started with Microsoft Foundry / Get started with AI apps and agents in Azure — Microsoft Foundry uses projects to organize models, resources, data, and other assets used to develop an AI solution. Projects are associated with an Azure Microsoft Foundry ... , which provides the cloud services required to support AI app and agent
  • Microsoft Foundry docs: What's new for May 2026 - Microsoft Foundry / Microsoft Learn — # Microsoft Foundry docs: What's new for May ... Microsoft Learn Welcome! This article highlights key article and product updates in Microsoft Foundry for May 2026. ... Data Handling - Guardrails Configure guided guardrail set-up for an agent

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipNot published on the collected pages.—
Contact and supportNot published on the collected pages.—
Legal and privacyConsumer Health Privacy Sitemap Contact Microsoft Privacy Manage cookies Terms of use Trademarks Safety & eco Recycling About our adssource
Security and complianceNot published on the collected pages.—
Uptime and status pageThe total number of servers billed per month is calculated based on total server uptime hours during that month. For example, if the combined uptime across all servers covered by Defender Experts is 4,000 hours in June,source
Domain registered1991-05-02—
Domain expires2027-05-03—

Not found on the collected pages: company and ownership, contact and support, security and compliance. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Microsoft Foundry - Pricing / Microsoft AzureRoadmapPublic product roadmap. (source)Not dated

Not found in the collected public sources: changelog or release notes, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Foundry is delivered as a cloud service on Azure S47.S47
Platforms and appsAccessible via web; mobile app for Azure is available S1.S1
API and extensibility (API, SDK, webhooks, MCP, plugins)Offers open-source SDK (Microsoft Agent Framework) and supports MCP for custom tools S47.S47
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsNot published on the collected pages.—
Release activityNot published on the collected pages.—
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
TLS certificateMicrosoft Corporation, valid, expires 2027-04-02
Security headersHSTS
Headers not servedCSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy

Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s); rdap: HTTP 404. A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 95/100
  • Critical issues: 0
  • Warnings: 7
  • Notices: 17

Issues

SeverityIssueValueAffected URL
noticeImages are missing alt text62https://azure.microsoft.com/en-us
noticeImages are missing alt text62https://azure.microsoft.com/en-us
noticeImages are missing alt text15https://azure.microsoft.com/en-us/explore/
noticeMeta description length should be reviewed198https://azure.microsoft.com/en-us/explore/customer-zero
warningPage should have one primary H10https://azure.microsoft.com/en-us/explore/customer-zero
noticeImages are missing alt text18https://azure.microsoft.com/en-us/explore/customer-zero
noticeImages are missing alt text1https://azure.microsoft.com/en-us/products
warningPage should have one primary H12https://azure.microsoft.com/en-us/products/ai-foundry/
noticeImages are missing alt text36https://azure.microsoft.com/en-us/products/ai-foundry/
noticeImages are missing alt text13https://azure.microsoft.com/en-us/products/copilot
noticeImages are missing alt text18https://azure.microsoft.com/en-us/products/github/copilot
noticeImages are missing alt text27https://azure.microsoft.com/en-us/products/kubernetes-service/
noticeImages are missing alt text40https://azure.microsoft.com/en-us/products/cosmos-db/
warningPage should have one primary H14https://azure.microsoft.com/en-us/products/postgresql/
noticeImages are missing alt text26https://azure.microsoft.com/en-us/products/postgresql/
noticeMeta description length should be reviewed191https://azure.microsoft.com/en-us/products/azure-arc/
noticeImages are missing alt text14https://azure.microsoft.com/en-us/products/azure-arc/
noticeImages are missing alt text7https://azure.microsoft.com/en-us/products/virtual-machines/linux/
noticeImages are missing alt text32https://azure.microsoft.com/en-us/products/ai-foundry/models/
noticeImages are missing alt text31https://azure.microsoft.com/en-us/products/ai-foundry/agent-service/
warningDuplicate title in audit sample2https://azure.microsoft.com/en-us
warningDuplicate title in audit sample2https://azure.microsoft.com/en-us
warningDuplicate meta description in audit sample2https://azure.microsoft.com/en-us
warningDuplicate meta description in audit sample2https://azure.microsoft.com/en-us

Crawled pages

StatusTitleH1sWordsResponseURL
200Cloud Computing Services \Microsoft Azure12619331 ms
200Cloud Computing Services \Microsoft Azure12619229 ms
200Get to Know Azure \Microsoft Azure11858173 ms
200How Microsoft builds and operates with AI \Microsoft Azure01238301 ms
200Cloud Products \Microsoft Azure15557139 ms
200Microsoft Foundry \Microsoft Azure23355241 ms
200Azure Copilot \Microsoft Azure11594182 ms
200GitHub Copilot \Microsoft Azure12507150 ms
200Azure Kubernetes Service (AKS) \Microsoft Azure12697164 ms
200Azure Cosmos DB \Microsoft Azure13694150 ms
200Azure Database for PostgreSQL \Microsoft Azure43057121 ms
200Azure Arc \Microsoft Azure12484238 ms
200Virtual Machines—Linux \Microsoft Azure12556387 ms
200Foundry Models \Microsoft Azure11864128 ms
200Foundry Agent Service \Microsoft Azure12275149 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct20.7%
search52.3%
search organic40.7%
search paid11.6%
social2.6%
social organic2.0%
social paid0.5%
referrals9.3%
paid referrals12.8%
mail0.9%
gen ai1.5%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected evidence focuses on Foundry's capabilities and pricing but lacks independent reviews, customer case studies, and detailed technical documentation. No competitors are named on the collected pages. Pricing details for individual components are linked but not fully captured. Performance and reliability metrics are not published in the collected sources.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 14 of 15 collected pages from azure.microsoft.com, including product pages, pricing pages, and the Azure get-started page. Evidence was gathered via static and browser rendering rendering. External proof search was enabled but only one request was made, with no verification requests. The catalog includes 176 mapped URLs from the sitemap, but only a subset was collected. Limitations include missing detailed pricing tables for Foundry components and lack of third-party reviews.

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