Business Process Automation
Automated reporting assembled from your sources
Reporting automation replaces the weekly ritual of rebuilding the same report by hand. Lingows AI pulls figures from source systems on a schedule, runs consistency checks against prior periods, drafts narrative commentary that cites the numbers it references, and delivers the result for human review before distribution.
01What this is
Most recurring reports are assembly work: the same queries, the same layout, the same commentary structure, refreshed with new numbers. That is automatable end to end.
Numbers stay deterministic. Queries and calculations run in code. The model writes narrative from computed figures and is never the source of a number that appears in the report.
02Who this suits
Recurring management reports
Weekly and monthly packs rebuilt from the same sources every cycle.
Client facing reporting
Agencies and service firms producing per client summaries at volume.
Multi source assembly
Reports pulling from several platforms that must be reconciled.
03How it works
- Step 01
Pin the queries
Every figure has one defined query. Definitions are documented and versioned.
- Step 02
Check before writing
Compare against prior periods and flag movements outside expected ranges.
- Step 03
Draft narrative from figures
Commentary references computed numbers only, with each claim tied to a figure.
04Effort and timeline
| Item | Typical |
|---|---|
| Typical build | 3 to 6 weeks per report |
| Numbers | Computed in code, never model generated |
| Checks | Period over period variance flags |
| Delivery | Draft for human review before distribution |
05Common failure modes
Letting the model produce numbers
Any figure that comes from a model rather than a query will eventually be wrong and quoted anyway.
No variance checks
An upstream data outage produces a clean looking report built on partial data.
Automating an unread report
Automating distribution of something nobody reads saves effort and delivers nothing.
FAQQuestions
Common questions
Can the AI write the analysis?
It drafts narrative from computed figures and flags notable movements. Interpretation and any decision that follows stay with the person who owns the report.
What if a source system is down?
The run fails loudly and notifies the owner rather than publishing a report built on incomplete data.
Last reviewed 2026-08-16
UPWhere this sits
Reporting Automation is part of Business Process Automation. The pillar page covers scope, delivery model, and the other capabilities in the set.
- Document Processing
AI document processing turns invoices, forms, contracts, and scans into validated structured records. Lingows AI builds pipelines that classify each incoming document, extract fields against a schema written for that document type, validate the result, and route low confidence extractions to a human review queue.
- Data Entry Elimination
Manual data entry is the work of reading one screen and typing into another. Lingows AI removes it by capturing data where it originates, validating it against defined rules, and writing it into the destination system through an API, with a reconciliation record proving what moved and when.
- Approval Workflows
An automated approval workflow routes a request to the right approver, gives that person a summary and the supporting evidence, escalates when a decision stalls, and records who approved what and when. Lingows AI builds approval routing on written policy rules rather than on model judgment.
Talk through reporting automation
Bring the process, the volume, and the systems it touches. Lingows AI will scope the build, the effort range, and what running it costs.