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A document review campaign can close at 100% without reviewing what your AI reads
PressOctober 2026

A document review campaign can close at 100% without reviewing what your AI reads

A review campaign closed at 100% covers its own scope, not what your assistant reads. A "read by AI" column puts the two lists side by side.

When AI fills in the status column, the agent reading it may see a decision nobody made
PressOctober 2026

When AI fills in the status column, the agent reading it may see a decision nobody made

An AI-filled status column is a reading of the document. The agent that reads it sees a decision. A provenance column says who validated it.

Dead evidence never changes, and the control that cites it can stay green
PressOctober 2026

Dead evidence never changes, and the control that cites it can stay green

A control reassessed when its evidence changes stays green if the procedure never moves while the organisation it describes has changed.

The knowledge layer you are budgeting for 2027 will inherit the state of your procedures
PressOctober 2026

The knowledge layer you are budgeting for 2027 will inherit the state of your procedures

A knowledge layer reads your procedures as they stand. Without an entry baseline, their defects become its own, with no record of where they began.

A withdrawn document can keep answering through your AI
PressOctober 2026

A withdrawn document can keep answering through your AI

A withdrawal procedure handles the file, not the copies AI made of it. The withdrawal record checks that a withdrawn document is really gone.

When your AI agent contradicts itself, stabilising it can hide two documents that contradict each other
PressOctober 2026

When your AI agent contradicts itself, stabilising it can hide two documents that contradict each other

Two answers to one question: the cause may be the model, retrieval or two contradictory documents. The double-answer log tells them apart.

Experts fix their documents when the AI gets an answer wrong citing them. Only if they find out
PressOctober 2026

Experts fix their documents when the AI gets an answer wrong citing them. Only if they find out

A wrong-answer report usually stops at the AI team. The source referral carries it back to the expert who can fix the cited document.

Your AI agents now have an owner. The documents they cite still don't
PressSeptember 2026

Your AI agents now have an owner. The documents they cite still don't

Glean enforces a single owner per agent, Gartner makes ownership a requirement. The documents those agents cite still have no named accountable owner.

The description of your documents already exists somewhere in your company. Your AI programme is rebuilding it
PressSeptember 2026

The description of your documents already exists somewhere in your company. Your AI programme is rebuilding it

Gartner: through 2028, building your own unstructured metadata will cost 300% more than reusing what exists. The trade-off is settled at framing.

Your tools catch contradictions inside a package. Nobody counts the ones that cross packages
PressSeptember 2026

Your tools catch contradictions inside a package. Nobody counts the ones that cross packages

Two buyer-side corporate funds just financed automated document review. At package scale. The cross-functional document falls outside every perimeter.

An incorrect answer to a regulator is a separate infringement from the one it is asking about
PressSeptember 2026

An incorrect answer to a regulator is a separate infringement from the one it is asking about

Article 99(5) fines an incorrect reply: €7.5M or 1% of turnover. And that reply is assembled from documents that contradict each other.

Authoritative sources for enterprise AI: what you certify when you designate one
PressSeptember 2026

Authoritative sources for enterprise AI: what you certify when you designate one

SharePoint now lets you mark a site authoritative for Copilot. The signal sits on the container; the contradiction lives in the documents.