Capability template for quality management
Quality management review pack
Before the periodic quality review, the quality lead gets one brief for senior leaders: where each measure stands, complaints and defects, audit findings, action status, and the decisions still open. The leaders decide; the brief claims no compliance with any standard.
Listed under
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The outcome
The review meeting starts from decisions, not from a tour of charts. The quality lead walks in with one brief in a fixed order: each agreed measure against its target and its recent trend, the complaints and defects of the period, the audit findings and where each stands, every action with its owner and date, and what the leaders decided last time and whether it happened.
The last section is the one that matters. It lists the decisions still open, each written as a question with its facts and the role that decides: a decision from the previous review still open and past its date, a measure that missed its target in its latest reported period with no action left open against it, an open major finding or any open finding past its date, an owner's request for people or money. Gaps stay visible. A measure with no figure for the latest period says so, and a changed definition is named instead of being smoothed over.
The brief states no conformity with any standard or requirement. That judgement belongs to the people accountable for it. The AI assistant counts, compares and lays out; it invents no cause, recommends nothing unless asked, and changes and sends nothing.
Who starts the work, and when
The quality lead, or someone working for them, runs it about a week before each periodic review, once the period's exports are out and the owners have added their notes. A second run after owners correct their entries gives the brief that goes to the leaders. The quality lead checks every figure and decides what goes into the meeting.
What they supply
- The measure sheet: each agreed quality measure with its unit, which direction is good, its target and its owner.
- The measure results: one row per measure per period, with the definition version in force.
- The complaints and defects export for the period.
- The audit results: each audit and its findings, with status and due date.
- The action register, and the decisions made at the previous review.
- Short notes from owners on why a measure moved, and any request for resources.
- A few settings: the dates, which role decides what, and how old an open record must be before it is listed.
What comes out
One brief in seven numbered sections: measures, complaints and defects, audit findings, action status, decisions from the previous review, gaps and changes, and the decisions still open. A trace line closes it, naming the exports and the date behind every figure. Where a section has nothing to report it says "None", so a blank can never be mistaken for an omission.
When an export's columns do not match what the template expects, the work stops and asks which column is which. A missing month is reported as not reported, never read as zero.
An invented example
Illustrative example with invented data. The company, the people, the records and every figure below are invented. The company is an invented 140-person maker of metal enclosures and brackets, with a quality lead who reports to an operations director and a managing director. First come the inputs the quality lead supplied, in full, then the brief the capability returned.
The inputs
1. Review settings
Company: Quill Harbour Components (invented)
Review: quarterly quality management review
Period covered: 2026-07 to 2026-09
Previous review: 2026-07-08
Review meeting: 2026-10-14
Pack date: 2026-10-07 (all ages and overdue counts run to this date)
Level band: 1% of the average of the three periods before the latest
Aged record: an open complaint or defect older than 30 days
Leaders: Managing director, Operations director
Decision rights: Resources and further actions: Operations director.
Targets and definitions: Managing director.
2. Measure sheet
measure_id,measure,unit,direction,target,owner
M1,First-pass yield,percent,higher_is_better,96.0,Production manager
M2,Customer complaints per 1000 units shipped,rate,lower_is_better,2.0,Quality lead
M3,Corrective actions closed by original due date,percent,higher_is_better,90.0,Quality lead
M4,Supplier incoming rejection rate,percent,lower_is_better,1.5,Purchasing lead
3. Measure results (export)
measure_id,period,value,definition_version
M1,2026-04,95.1,v1
M1,2026-05,95.6,v1
M1,2026-06,96.2,v1
M1,2026-07,95.8,v1
M1,2026-08,95.0,v1
M1,2026-09,94.2,v1
M2,2026-04,1.8,v1
M2,2026-05,2.1,v1
M2,2026-06,1.9,v1
M2,2026-07,2.2,v1
M2,2026-08,1.7,v1
M2,2026-09,1.5,v1
M3,2026-04,82.0,v1
M3,2026-05,85.0,v1
M3,2026-06,88.0,v1
M3,2026-07,91.0,v1
M3,2026-08,78.0,v2
M3,2026-09,80.0,v2
M4,2026-04,1.4,v1
M4,2026-05,1.6,v1
M4,2026-06,1.3,v1
M4,2026-07,1.7,v1
M4,2026-08,1.6,v1
4. Complaints and defects (export)
record_id,date,type,category,product_or_process,severity,status,closed_date
C-201,2026-07-06,complaint,Finish,Enclosure line,minor,closed,2026-07-20
C-202,2026-07-14,complaint,Dimensional,Enclosure line,major,closed,2026-08-11
D-118,2026-07-21,defect,Dimensional,Bracket line,minor,closed,2026-07-30
D-119,2026-07-28,defect,Finish,Enclosure line,minor,closed,2026-08-04
C-203,2026-08-04,complaint,Packaging,Despatch,minor,closed,2026-08-12
D-120,2026-08-11,defect,Dimensional,Bracket line,major,closed,2026-09-01
D-121,2026-08-18,defect,Dimensional,Bracket line,minor,open,
C-204,2026-08-25,complaint,Dimensional,Enclosure line,minor,open,
D-122,2026-09-02,defect,Dimensional,Bracket line,major,open,
D-123,2026-09-09,defect,Finish,Enclosure line,minor,closed,2026-09-16
C-205,2026-09-15,complaint,Documentation,Despatch,minor,closed,2026-09-22
D-124,2026-09-17,defect,Dimensional,Bracket line,minor,open,
C-206,2026-09-23,complaint,Finish,Enclosure line,minor,open,
D-125,2026-09-29,defect,Dimensional,Bracket line,minor,open,
5. Audit results
audit_id,audit_date,scope,finding_id,finding_type,area,description,status,due_date
A-2026-02,2026-08-18,Internal audit of the bracket line,F-01,major,Process control,Dimensional check frequency not followed on two shifts,open,2026-09-30
A-2026-02,2026-08-18,Internal audit of the bracket line,F-02,minor,Records,Two inspection sheets unsigned,closed,2026-09-15
A-2026-02,2026-08-18,Internal audit of the bracket line,F-03,observation,Housekeeping,Gauge storage cabinet not labelled,open,
A-2026-03,2026-09-22,Supplier approval review,F-04,minor,Supplier records,Two supplier approvals past their review date,open,2026-10-30
A-2026-03,2026-09-22,Supplier approval review,F-05,minor,Supplier records,No incoming inspection plan for one part family,open,2026-11-15
6. Action register
action_id,source,description,owner,due_date,status,done_date,evidence_ref,linked_to
AC-31,Previous review,Add a second gauge to the bracket line,Production manager,2026-08-31,done,2026-08-28,PO-4471,M1
AC-32,Previous review,Rewrite the closure reminder for corrective actions,Quality lead,2026-08-15,done,2026-08-14,,M3
AC-33,Previous review,Agree supplier rejection reporting with purchasing,Purchasing lead,2026-09-15,open,,,M4
AC-34,Audit A-2026-02,Retrain both shifts on dimensional check frequency,Production manager,2026-09-30,open,,,F-01
AC-35,Audit A-2026-02,Label the gauge storage cabinet,Maintenance lead,2026-10-31,open,,,F-03
AC-36,Audit A-2026-03,Review the two supplier approvals,Purchasing lead,2026-10-30,open,,,F-04
AC-37,Complaint C-202,Add a customer-side check to despatch,Despatch lead,2026-08-31,done,2026-09-05,,C-202
AC-38,Previous review,Report the on-time closure definition change to the leaders,Quality lead,2026-08-31,done,2026-08-31,MR-0708-note,M3
7. Decisions from the previous review
decision_id,review_date,decision,decision_owner,due_date,status
D-MR-1,2026-07-08,Fund a second gauge for the bracket line,Operations director,2026-07-31,done
D-MR-2,2026-07-08,Decide whether purchasing reports supplier rejection data monthly,Operations director,2026-08-31,open
D-MR-3,2026-07-08,Decide whether the on-time closure measure counts against the original due date,Managing director,2026-07-31,done
8. Owner notes (typed by the owners)
Production manager: September yield dropped after we changed the bracket
material lot on 14 September. We need two weeks of overtime for a re-sort
of stock, about 120 hours. I need a yes or no on that.
Purchasing lead: The September supplier rejection figures are not in. The
supplier portal export failed. I expect them by 14 October.
The output
QUALITY MANAGEMENT REVIEW PACK: Quill Harbour Components, 2026-07 to 2026-09
For: Managing director, Operations director. Review meeting 2026-10-14. Pack date 2026-10-07; every age and overdue count runs to that date. Previous review 2026-07-08.
Inputs: review settings, measure sheet, measure results, complaints and defects, audit results, action register, decisions from the previous review, owner notes: all supplied. Settings taken from defaults: none.
This pack asserts no conformity with any standard or requirement. Managing director and Operations director decide.
1. Measures
- M1 First-pass yield (percent, higher is better; owner Production manager). Latest 2026-09: 94.2; target 96.0: not met. Trend: Worse than the average of 2026-06 to 2026-08, 95.67 (−1.47). Not met in 3 periods in a row. Owner's account: "September yield dropped after we changed the bracket material lot on 14 September."
- M2 Customer complaints per 1000 units shipped (rate, lower is better; owner Quality lead). Latest 2026-09: 1.5; target 2.0: met. Trend: Better than the average of 2026-06 to 2026-08, 1.93 (−0.43). Owner's account: none supplied.
- M3 Corrective actions closed by original due date (percent, higher is better; owner Quality lead). Latest 2026-09: 80.0; target 90.0: not met. Trend not shown: the definition changed from v1 to v2 in 2026-08, and 2 periods sit on the current definition. Not met in 2 periods in a row. Owner's account: none supplied.
- M4 Supplier incoming rejection rate (percent, lower is better; owner Purchasing lead). Latest 2026-09: not reported. Last reported 2026-08: 1.6; target 1.5: not met. Not met in 2 periods in a row, counted to 2026-08. Owner's account: "The September supplier rejection figures are not in. The supplier portal export failed. I expect them by 14 October."
2. Complaints and defects
- Records: 14 in 2026-07 to 2026-09: 2026-07 4, 2026-08 4, 2026-09 6.
- By category: Dimensional 8 (2026-07 2, 2026-08 3, 2026-09 3). Finish 4 (2026-07 2, 2026-08 0, 2026-09 2). Packaging 1 (2026-07 0, 2026-08 1, 2026-09 0). Documentation 1 (2026-07 0, 2026-08 0, 2026-09 1).
- Open at the pack date: 6 (1 major). Open longer than 30 days: D-121, Dimensional, minor, 50 days. C-204, Dimensional, minor, 43 days. D-122, Dimensional, major, 35 days.
3. Audit findings
- Audits in the period: 2. A-2026-02, 2026-08-18, Internal audit of the bracket line. A-2026-03, 2026-09-22, Supplier approval review.
- Findings: 5: major 1, minor 3, observation 1. Open 4, closed 1.
- Overdue: F-01, major, 2026-09-30, 7 days.
- Open findings: F-01, major, Process control, due 2026-09-30, action AC-34. F-03, observation, Housekeeping, no due date, action AC-35. F-04, minor, Supplier records, due 2026-10-30, action AC-36. F-05, minor, Supplier records, due 2026-11-15, no action linked.
4. Action status
- Actions: 8: done 4, open 4.
- Done late: AC-37, due 2026-08-31, done 2026-09-05, 5 days.
- Done with no evidence listed: AC-32, AC-37.
- Open and overdue: AC-33, Purchasing lead, due 2026-09-15, 22 days. AC-34, Production manager, due 2026-09-30, 7 days.
- Open, not yet due: AC-35, Maintenance lead, due 2026-10-31. AC-36, Purchasing lead, due 2026-10-30.
- "Done" is the owner's report that the work was finished. It does not show that the action worked.
5. Decisions from the previous review
- 3 decisions made on 2026-07-08: settled 2, not settled 1.
- D-MR-2, Decide whether purchasing reports supplier rejection data monthly. Operations director. Due 2026-08-31. Open, 37 days overdue.
6. Gaps and changes
- M4 has no figure for 2026-09.
- M3 changed definition from v1 to v2 in 2026-08; v1 values are not compared with v2 values.
- F-05 is open and has no action linked.
- AC-32 and AC-37 are marked done with no evidence listed.
7. Decisions still open: 6
- Previous decision not settled. D-MR-2 (decide whether purchasing reports supplier rejection data monthly) was due 2026-08-31 and is open, 37 days overdue. Is it settled at this meeting? Decides: Operations director.
- Request for resources. The Production manager writes: "We need two weeks of overtime for a re-sort of stock, about 120 hours. I need a yes or no on that." Is the request approved? Decides: Operations director.
- Measure not met, no open action. M1 is 94.2 against 96.0. Its linked action AC-31 is done; no open action is linked to it. Is any further action wanted? Decides: Operations director.
- Measure not met, no open action. M3 is 80.0 against 90.0 on the current definition. Its linked actions AC-32 and AC-38 are done; no open action is linked to it. Is any further action wanted? Decides: Operations director.
- Finding to settle. F-01 (major, Process control) was due 2026-09-30 and is open, 7 days overdue. Its linked action AC-34 is open, 7 days overdue. What is needed to close it? Decides: Operations director.
- Overdue action. AC-33 (agree supplier rejection reporting with purchasing), linked to M4, was due 2026-09-15 and is open, 22 days overdue, with the Purchasing lead. Is the date extended or is the action escalated? Decides: Operations director.
Every figure traces to the measure results, the complaints and defects export, the audit results, the action register and the decisions list supplied, as of 2026-10-07. The pack asserts no conformity with any standard, changes no record and sends nothing.
Where it fits
- Quality management, which owns the measures, the findings and the actions the review looks at.
- Leadership, where the people who allocate resources and settle open questions need the picture on one page.
- Manufacturing, where yield, defects and supplier rejections are reviewed on a rhythm.
- Life sciences, where records of findings and actions have to be kept in order for the review.
- Hardware and physical technology, where complaints from the field and defects from the line are read side by side.
- Established businesses, where the review pack is rebuilt by hand from several spreadsheets each cycle.
- Growth and scaling, when volume rises faster than the quality lead's time to prepare for leaders.
It stays apart from two neighbours. Operations KPI scorecard is a monthly page of operating measures. This is the periodic quality review, which adds audits, actions and the leaders' open decisions. Board meeting pack is the CEO's pre-read for one board decision. This brief is the quality lead's, covers the whole quality picture of a period, and ends in the decisions still open for the leaders.
What has to change for your company
Fix the measure sheet once, with one owner for each measure and a note of when a definition changes. Decide the period and the meeting date, and how much movement counts as level. Say which role decides resource questions, which decides targets and definitions, and how old an open complaint or defect must be before it is listed. Agree the status words your action register uses. It runs in ChatGPT, Claude, Copilot or Gemini from the exports and notes you supply; it needs no access to any system.
What has been checked
Fully Powered AI wrote this capability template. It was editorially reviewed on 10 November 2026. It was tried once on its invented example in Claude on 10 November 2026; the record is published with it. The trial was not blind, and the template was revised after it and run again on the example by the model that revised it, which is not an independent test. It has not yet been tested in a client environment. It has not yet been tested as a packaged version in ChatGPT, Claude, Copilot or Gemini.
Testing in your environment means running it on a past review your quality lead remembers well, with cases written in advance: a measure whose definition changed, a month with no figure, an action marked done with no evidence, a decision carried from the last review. The quality lead checks every figure against its export before anyone relies on the brief. Pilot acceptance-test preparation sets those cases up, and what we test before we call an AI workflow ready describes the record we keep.
The full capability template
Everything above is the outline. The complete capability template is the working version: the roles, the inputs, the procedure, the exceptions and stop conditions, the output format, the reviewer checklist, the acceptance tests, the instructions for an AI assistant and what to customize for your company. It comes with a download and the link to its folder in Fully Powered’s public repository.
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