Methodology and editorial standards

The IntelligentHQ Ecosystem Explorer is an independent publication and is neither affiliated with, nor authorized, sponsored, or approved by, Microsoft Corporation. Microsoft and its product names are trademarks of the Microsoft group of companies. The guide uses no Microsoft logo or product icon; its icons are the open-source Fluent UI System Icons (MIT License).

Recommendations say when Microsoft technology, or any new technology, is not needed, and comparisons do not name universal winners.

Product facts come from Microsoft's own documentation (Microsoft Learn first) and product pages, and GitHub's for GitHub products. Implementations come from Microsoft customer stories and the company's own announcements, then reliable independent reporting. Microsoft renames products often: every profile uses today's name and keeps former names for search. Every statement on a profile carries a numbered marker that leads to its source, with the publisher and the date the link was last checked.

Each statement has exactly one label that says who stands behind it:

Pages are not published to reach a count. The site refuses to publish a record until it passes these checks, whoever presses Publish:

• Technology profile: a verified name and type, a meaningful explanation, at least one practical use case, a solution area, a review date, and an official product page that answered our link check within the last 30 days.
• Full profile: in addition, capabilities each linked to a source, how it works with a diagram of its real components, limits and misconceptions, related technologies with typed relationships, and specific first steps.
• Case study: a direct source tying the exact technology to the company, the deployment status with its date, at least two sources with at least one from the company or Microsoft, and every result attributed and marked measured or projected.
• Industry page: problems specific to that industry. Pages that only swap the industry name are rejected automatically.

Every cited link is checked at least once a week, slowly and one request at a time. A broken official page blocks new publication and shows on the editors' dashboard. Profiles show their last review date; a review older than 180 days is flagged for re-review. When Microsoft renames or retires a technology, the profile uses the current name, keeps the former name for search, and a retired technology stops appearing in the labs' recommendations.

Right now the platform cites 379 distinct sources, of which 119 answered at their last check.

The check is a questionnaire, not an audit of your tenant. It asks about eight areas: licensing, identity and core services, network and clients, oversharing, data protection, governance, adoption, and (optionally) agents and cost control. Each answer scores 2 when the item is in place, 1 when it is partly in place and 0 when it is missing; an area's score is its share of the possible points. Not sure counts as missing where it concerns a requirement.

The result follows Microsoft's published requirements and guidance, checked on 26 October 2026, in a fixed order. A missing requirement (no eligible plan, device-based licensing, people without Microsoft Entra work accounts, or a network that blocks the *.cloud.microsoft domain) gives "not ready". Without an oversharing assessment or interim protection, the check recommends starting with Copilot Chat. Restricted SharePoint Search, broad sharing of sensitive content, mailboxes outside Exchange Online, perpetual Office versions, an unconfirmed requirement or a missing sponsor or champions keep the result at "pilot first". A phased rollout needs an assessment, tightened sharing, sensitivity labels and chosen scenarios; "ready to scale" also needs remediated sites, DLP for Copilot, retention decisions, an AI usage policy and the Copilot Dashboard. Every finding links to the Microsoft page it rests on.

Microsoft does not state a recommended pilot size or length, and the check does not invent one.

Ten forced-choice questions feed an ordered list of rules taken from Microsoft's own decision guidance: the Cloud Adoption Framework for AI agents, the Microsoft Copilot extensibility documentation (rewritten by Microsoft on 30 September 2026), and the Microsoft Foundry and Agent Framework documentation. The first rule that matches is the recommendation; the next two that match are shown as alternatives with their reasons.

The rules start with the outcomes where no agent is needed: fixed steps and rules are better as regular code, and answers from a known set of documents are better as classic retrieval. Then an existing Microsoft agent comes before building one. Selling an agent to other organizations rules out Agent Builder and Copilot Studio, because Microsoft allows only Teams SDK, Microsoft 365 Agents SDK and Foundry agents in its store. Cost notes (Copilot Credits for people without a Copilot license, Foundry's per-call pricing) and governance notes are added where they apply. Preview status is shown as Microsoft states it.

Each program is checked separately against its published criteria, checked on 26 October 2026. Microsoft for Startups: a privately held, for-profit company that owns a software product, headquartered where Azure is available, that has not raised Series C or later, has received less than $350,000 in free Azure credits, and is not an educational institution, government body, consultancy, agency or cryptocurrency miner. Frontier Accelerate for Marketplace: business software built on Microsoft Cloud, an intent to sell through Microsoft Marketplace, and membership of the Microsoft AI Cloud Partner Program. Pegasus is by invitation only and is never shown as available to apply for.

An exclusion gives "not eligible". Otherwise an unanswered hard criterion gives "more information needed", a documented condition gives "check the flagged points", and the rest "likely eligible". Where Microsoft's own pages disagree (the application page asks for B2B and independent companies, the overview does not; an older FAQ names different credit amounts than the October 2026 milestone page), the tool flags the point instead of deciding it, and follows the newer page. The tool never asks for account, card or company details. Microsoft decides every application.

The labs use published, deterministic rules: the same answers always give the same result, and each recommendation shows why, when it fits, when it is unnecessary, and its source. Missing information is treated as missing, not as yes or zero. No AI service is called: nothing you type is sent to a language model.

Browsing and every lab work without an account or email. Lab answers stay in your browser. Free text you type is never stored on our server or included in a shared link. A shared result contains only the structured choices you made, and you see what it contains before you create it. Usage statistics are counted in aggregate, without identifying visitors.

How usage is counted: each page view, search, lab start or completion, export and click to an official Microsoft site adds one to a daily total. No cookie is set, and no address, device, identifier or search text is stored. The answer to “Was this page useful?” adds to a daily count for that page; your browser remembers that you answered so the question is not repeated.

Corrections: what you send with “Suggest a correction” goes to the editors, who check it against the sources. The email address is optional, used only to reply about that correction, and erased 90 days after the correction is closed.