Every number has a source.

Prepare recurring reports from defined populations and source versions in Seal. Reconcile the inputs, reproduce the calculations and keep review actions with the signed output.

Explore this workflow
Illustration of a seal beside an open evidence folio containing SOP, training and execution records.

Eleven source rows. How many deviations?

The extract includes eight original deviation records and three later revisions. Counting rows would count some deviations twice.

Deviation extract / reporting cut R-009

8Distinct deviations

11 source rows

Example records. Select a row to inspect its source.

Original records

R-009-BASE
Identities
DEV-101–108
Count rule
Distinct deviation ID
Data cut
11 September 2026

DEV-101 through DEV-108 are eight distinct deviation identities. The reporting definition counts each identity once, using its selected revision at the data cut.

What follows

Retain the identity set and the inclusion rule with the report run.

Run the work in Seal.

Define the question.

Set the population, time window, source ownership, calculation and treatment of missing or repeated records.

Run against a data cut.

Retain source versions, extraction time, transformations and exceptions. Compare the output against the selected source population.

Review the conclusion.

Use neil to draft the narrative and proposed actions. Reviewers approve the interpretation and keep follow-up work linked to the issued report.

Explain why this report says eight, not eleven.
neil

The eleven source rows represent eight deviation identities. Three rows are later revisions of existing records. I would retain both the deduplication rule and the selected revision for each identity.

A report your team can reproduce.

The definition stays with the metric.

A chart should retain its numerator, denominator, time basis and exclusions.

Record whether dates refer to occurrence, opening or closure. Separate event counts from affected-batch counts. Review how late-arriving records and reopened work affect the next report cut.

A signed report is not a moving dashboard.

Keep the reviewed data cut and report version fixed while later information continues to arrive.

New data can feed another run or an amendment. Preserve the previously issued output and its calculation basis. Scheduled preparation still needs rules for missing, stale and inaccessible sources.

A schedule starts a defined workflow.

Configure the report period, source requirements, owners, review and distribution for each recurring output.

Distinguish ready, missing, stale and inaccessible inputs before the run is treated as complete. Retain retries and late-arriving records. Daily dashboards, management reviews and annual product reviews can use related definitions while keeping their purpose and approval requirements distinct.

The review produces a decision and follow-up.

Keep the source references behind the narrative and turn agreed findings into assigned work.

Review calculations, charts, exclusions and interpretation together. Connect actions to the finding, owner, due date and expected evidence. Prepare an inspection or submission source package from the selected records while retaining the separate requirements for that output’s intended use.

Connected to the surrounding work.

Annual product reviewCMC contentContinued process verification

Keep specialised systems where they belong. Agree the source of each record, the permitted actions and the reconciliation at each handoff.

Explore integrations

Before you get started.

Yes. Connect the selected data, calculation or script version, output and review record. Seal can coordinate the report workflow without replacing specialist analysis.
Define readiness and exception handling for the scheduled workflow. Preparation, reviewer approval and distribution should remain distinct states.
A draft interpretation grounded in the selected records, with source references and unresolved questions. The report owner remains responsible for the conclusion and its intended use.

Try it with your own work.

Bring a recurring report and one data extract whose numbers your team has to reconcile.

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