Specialist review
Specialist review only. Use this page when the topic is concrete; the simple entry point remains the AI check.
Tirion M365 Company Brain Architecture
An architecture model for organizations that want to use Microsoft 365 knowledge without ignoring permissions, stale sources or unsupported answers.
Specialist review only. Use this page when the topic is concrete; the simple entry point remains the AI check.
An M365 Company Brain is not just a chatbot over SharePoint. It needs curated sources, permission hygiene, sensitivity, metadata, secure retrieval, source-backed answers, refusal behavior, evaluation and operations. The Copilot logic applies here too: permissions, data classes and responsibilities must be defensible before rollout.
The framework starts with sources rather than the model: who is responsible for them, who may read them, how fresh they are, which answer may be created and when the system must refuse. A Company Brain should never scale faster than permissions and responsibilities.
Sources are limited, assigned to responsibilities and enriched with validity, sensitivity and system-of-record metadata.
Answers respect permissions at query time or in the index and stay source-backed.
Freshness, wrong answers, access reviews, retention and incidents are treated as operations processes.
Company Brain production-ready for the defined scope.
Pilot-ready with limited sources.
Preparation phase: curate permissions and sources.
Do not index. Repair governance first.
Does every knowledge source have a responsible business lead?
Are SharePoint, Teams and Drive permissions cleaned up and group-based?
Are confidential, personal and regulated contents marked?
Is it clear which sources enter phase 1 and which do not?
Are URL, owner, date, system of record and validity stored?
Are freshness rules and stale-source handling defined?
Are permissions respected at query time or in the index?
Are sources, citations and uncertainty visible in the answer?
Does the system refuse when sources are missing or contradictory?
Are test questions, gold answers, negative tests and review available?
Can users report wrong, stale or missing answers?
Are monitoring, audit, incident, retention and deletion processes defined?
Cut the first source scope so rights and quality remain testable.
Connect SharePoint, Teams and Drive with owners, metadata and source-backed answers.
Specify when the system answers, answers with uncertainty or refuses.
A Company Brain creates, summarizes and prioritizes answers. That requires source-backed answers, permission handling and refusal behavior.
Only limited phase-1 sources with an owner, clear validity, cleaned permissions and known use case.
The system refuses or marks uncertainty when source coverage is not sufficient or contradictory.
Start now
Use the AI check to identify the strongest AI, cloud or approval lever before choosing a next step.