Measure what happens after the meeting summary.
A useful meeting system should help a team establish what was agreed, how reliable that interpretation is, who accepted ownership, and whether unfinished work remains visible.
How to use the framework
Evaluate one real recurring meeting, not a polished demo. For each dimension below, record the evidence you observed, the configuration required, the failure mode, and who must intervene. A vendor statement without a working demonstration should remain “not verified.”
1. Evidence
Question: Can a reviewer trace a consequential decision, commitment, risk, or deadline back to the relevant meeting context?
- 0 — Only a detached summary is available.
- 1 — A transcript exists but outcomes are not linked to it.
- 2 — Some outcomes include timestamps or source context.
- 3 — Important outcomes consistently retain reviewable speaker, timestamp, quotation, or attached evidence.
2. AI uncertainty and correction
Question: Does the system distinguish inference from accepted fact and support correction?
- 0 — Generated text is presented without a review state.
- 1 — Users can edit the summary.
- 2 — Individual outcomes can be corrected or rejected.
- 3 — Individual outcomes carry explicit confidence or verification state plus an auditable correction path.
3. Ownership
Question: Can the named owner accept, correct, or dispute the commitment?
- 0 — Owners are absent or free text only.
- 1 — The system infers or assigns an owner.
- 2 — An owner can be notified or reassigned.
- 3 — The responsible person can explicitly accept, correct, or dispute the commitment and date.
4. Connected execution
Question: Can reviewed work move into the system where the team executes it without losing its origin?
- 0 — Users manually retype work.
- 1 — Notes can be copied or exported.
- 2 — Tasks can be pushed to a work system.
- 3 — Selected reviewed tasks move deliberately and preserve a route back to the meeting context.
5. Continuity
Question: Does unresolved work survive beyond one meeting recap?
- 0 — Each meeting is an isolated document.
- 1 — Past meetings are searchable.
- 2 — Open tasks or decisions have persistent state.
- 3 — Relevant overdue or unresolved items return in later planning or meeting preparation.
6. Governance
Question: Can administrators understand access, retention, deletion, external data flows, and the difference between product controls and deployment responsibilities?
- 0 — Data handling is unclear.
- 1 — A privacy policy exists.
- 2 — Access and retention controls are documented.
- 3 — Controls, operator responsibilities, external services, limitations, and assurance status are separately documented and testable.
Interpreting the score
Add the six dimension scores for a maximum of 18. The total is a discussion aid, not a certification:
- 0–5: primarily a capture or summary workflow.
- 6–11: structured meeting output with some execution or governance support.
- 12–18: a stronger accountability workflow, subject to verifying the individual controls in your environment.
This framework is published by Groundnote, a vendor in this category. Apply the same evidence standard to Groundnote and competing products. It has not been independently validated and should not be treated as a compliance assessment.
About the author
Ragu Mantatikar is the Founder of Groundnote. Read the Groundnote entity and founder details.