AI inside the system, or AI outside it
AI outside your quality system works on copies. It cannot see your traceability, it leaves no audit trail, and every useful answer has to be carried back into the record by hand. AI inside the system works on the live record and writes nothing without human approval.
What breaks when the AI sits outside
What changes when it sits inside
An assistant outside your system is not a smaller version of one inside it. It is a different architecture, and five things follow from that.
It answers on a snapshot. The copy was true when it was pasted. Every change since is invisible to the model and to you.
It cannot see traceability. Coverage gaps and orphaned risks are relationships between records, and a pasted document has no relationships in it.
It leaves no trace. Nothing about the exchange enters your audit trail, so the reasoning behind a decision lives in a chat log nobody controls.
Controlled content leaves your controls. Your access model, your retention policy and your data agreements stop applying to it.
Somebody has to carry it back. The retyping is where the time saving goes, and where transcription errors enter a controlled document.
Matrix Mind is built directly into Matrix Req, so the assistant starts from the live project rather than from an extract somebody prepared.
It reads what is true now. The answer reflects the current state of the project, including the change made an hour ago.
It can follow the links. Requirement to risk to test case, across a full lifecycle, with no manual report to run first.
It inherits your permissions. People see what they are entitled to see, and the assistant widens nobody's access.
It writes only through review. Nothing reaches your documentation until a person validates and confirms it.
It is grounded, not generated. Answers reference the records they came from, so they can be checked against them.
What breaks when the AI sits outside
An assistant outside your system is not a smaller version of one inside it. It is a different architecture, and five things follow from that.
It answers on a snapshot. The copy was true when it was pasted. Every change since is invisible to the model and to you.
It cannot see traceability. Coverage gaps and orphaned risks are relationships between records, and a pasted document has no relationships in it.
It leaves no trace. Nothing about the exchange enters your audit trail, so the reasoning behind a decision lives in a chat log nobody controls.
Controlled content leaves your controls. Your access model, your retention policy and your data agreements stop applying to it.
Somebody has to carry it back. The retyping is where the time saving goes, and where transcription errors enter a controlled document.
What changes when it sits inside
Matrix Mind is built directly into Matrix Req, so the assistant starts from the live project rather than from an extract somebody prepared.
It reads what is true now. The answer reflects the current state of the project, including the change made an hour ago.
It can follow the links. Requirement to risk to test case, across a full lifecycle, with no manual report to run first.
It inherits your permissions. People see what they are entitled to see, and the assistant widens nobody's access.
It writes only through review. Nothing reaches your documentation until a person validates and confirms it.
It is grounded, not generated. Answers reference the records they came from, so they can be checked against them.
Where the difference shows up
The architecture stops being an abstract argument at the point where somebody has to defend a decision.
FAQ
You can, and for unregulated drafting it is perfectly reasonable. The difficulty in a regulated context is that a pasted document carries no traceability, the exchange sits outside your audit trail, and the controlled content has left your access controls.
No. Inside the system describes what the AI can read and where its output appears. Writing still requires a person to validate and confirm, and the AI has no capability to alter or delete existing data.
Matrix Mind is grounded in your real project data rather than generating from general knowledge, so answers reference the records they came from and can be checked against them.
No. The AI works inside the project structure you already have, and the approval steps in your procedures stay exactly where they are.