Task card closure AI
Executed task card and non-routine closure checks against the workpack index
This review checks whether executed task cards and non-routines are closed against the workpack index and supporting evidence. EE uses AI-assisted matching to compare card lists, signoffs, non-routine references, parts releases, defect closure, inspection stamps, and deferred items. Specialists review the exceptions. The output is a workpack closure register showing which cards are complete, unsupported, or still open.
When this review is needed
- A counterparty, auditor, designee, or reviewer may challenge the package during check package acceptance.
- The file contains duplicates, scans, or inherited status lists.
- The team wants every exception tied to a source record.
- Open items must be separated from false extraction flags.
The problem
Large workpacks can contain thousands of cards, and closure is often assumed from package status. A missing signoff, unmatched non-routine, absent release certificate, or unresolved deferral can remain hidden until the next transition or audit.
What gets reviewed
- Extract decision is whether every task card in a check package is closed using the source file and note the evidence path.
- Trace consistent using the source file and note the evidence path.
- Confirm workpack index using the source file and note the evidence path.
- Flag program requirement it satisfies. AI extracts card numbers using the source file and note the evidence path.
- Package references from executed task cards using the source file and note the evidence path.
Scope this review
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What gets validated
- For decision is whether every task card in a check package is closed, the check passes only when the source and summary agree.
- Unmatched documents are tested both ways: claim to source and source to claim.
- Specialist review decides whether each mismatch is clerical, missing evidence, or a substantive gap.
- The final register must show the unresolved owner for every open item.
Evidence normally required
- Decision is whether every task card in a check package is closed
- Consistent
- Workpack index
- Program requirement it satisfies. AI extracts card numbers
- References from executed task cards
Common discrepancies
- Cards closed by reference to a document that is not in the package.
- Sampled sign-off pages standing in for full card sets.
- Revision mismatches between planned and executed cards.
What is at stake
Accepting an incomplete workpack can push open maintenance evidence into release, redelivery, or payment disputes. The team may have to reconstruct closure after the MRO window has closed.
Move from findings to resolution
Move from findings to a documented resolution path.
How the work runs
Set workpack boundary
Identify the workpack index, card population, non-routine set, and acceptance event.
Match cards to closure
Compare executed cards, signoffs, non-routines, parts releases, and deferral records.
Review open items
Classify missing signoffs, unmatched defects, absent releases, and unsupported closures.
Prepare acceptance register
Deliver card-level closure status, exceptions, evidence links, and MRO questions.
What the buyer receives
- task card closure discrepancy register
- source-linked evidence map
- risk-ranked closure plan
- missing-record request list
Who uses the output
- records manager use the register to decide which exceptions affect the event.
- QA manager use the evidence map to request or close source records.
- operators leaders use the summary to brief the next approval, release, or deal meeting.
How the work fits into the transaction or program
This belongs before heavy-check exit, MRO package acceptance, redelivery binder build, or invoice release. It does not sign off maintenance or accept the work. It gives records, quality, and technical teams a card-level exception list before package closure becomes harder to challenge.
Regulatory limits
This review does not replace required maintenance, inspection, airworthiness review, or authority action. It documents evidence gaps and consistency problems for the accountable team.
What this review does not cover
- Final acceptance signing
- Airworthiness certification
- Commercial valuation opinion
- Operator procedure approval
Specific to this review
- The review compares executed cards with the workpack index, not just the final package status.
- Non-routine closure is traced from defect to disposition and corrective action.
- Parts releases and inspection signoffs are checked where they support card closure.
- AI helps cover the full package, but specialists decide whether each flagged item is closed.
- The output supports MRO queries, acceptance decisions, and records package cleanup.
Sources
U.S. Government (eCFR). Maintenance recordkeeping content and approval-for-return-to-service requirements, including 43.9, 43.11, and Appendix B.
U.S. Government (eCFR). Air carrier maintenance recordkeeping and retention requirements under Part 121.
European Union / EASA. Continuing airworthiness, maintenance records, CAMO responsibilities, and the airworthiness review process in the EASA system.
Frequently asked questions
Does this sign off maintenance?
No. It reviews the records that show maintenance closure. Signoff remains with the authorized maintenance organization and personnel.
Why not sample the workpack?
Sampling can miss the single card that blocks acceptance. AI-assisted matching helps review the full package, with specialists checking the exceptions.
Relevant glossary terms
Related pages
Where this fits
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