For accounting & audit
Proving where the numbers came from.
Mostly scanned, often Persian, all due at once.
- Juniors retyping scanned statements into a workbook for two days
- A review question that takes forty minutes to answer because the source page is unclear
- Three versions of the same client file, none of them obviously current
- Deadline weeks where the constraint is data entry, not judgement
Symptoms
Where the hours actually go
- Juniors retyping scanned statements into a workbook for two days
- A review question that takes forty minutes to answer because the source page is unclear
- Three versions of the same client file, none of them obviously current
- Deadline weeks where the constraint is data entry, not judgement
- Persian and English documents handled by different ad-hoc processes
The playbook
Fix the intake first
Standardise intake
Every client document arrives through the platform, attached to the client and engagement. No more "it's in my email". This alone recovers hours per file.
Read, then validate — do not retype
Run the document through the reader. Have the junior validate the pages that carry figures rather than transcribing all of them. Judgement replaces typing.
Spread with citations
Map onto your chart of accounts once per client; the mapping is remembered next period. Every figure now answers the review question by itself.
Review from exceptions
Let the ratio panel and threshold exceptions point the reviewer at the lines worth their time, and record what they found as findings rather than margin notes.
What you use
The surfaces that carry a practice
Reading at volume
Queued processing with concurrency, so a deadline week is a scheduling question rather than an all-nighter.
Page-level validation
Hash-checked saves and a validated copy separate from raw output — evidence a reviewer can rely on.
Spreads with sources
Every cell cites its page, and staleness is flagged when the underlying document changes.
Exception-first review
Threshold breaches surface the lines that deserve a reviewer's attention.
Clear ownership
Who validated which page, who reviewed which spread, and when — without a separate tracking sheet.
Persian by default
Persian numerals parsed in tables, RTL interface, mixed-language documents handled as normal input.
What changes in a deadline week
Directionally, from teams running this workflow — measure it yourself on your own files.
- What juniors spend the day doing
- Typing → checking
- From a figure to its source page
- One click
- Instead of three versions in three inboxes
- One file
- Silent page losses — anything unread is named
- Zero
For practices
Is the output good enough for a working paper?
The validated output is — that is precisely why validation exists as a state with its own artefact. Raw model output is treated as a draft everywhere in the product.Can we run this for many small clients?
Yes. Clients, engagements and documents scale together, and the per-client mapping is remembered so the second period is much faster than the first.
Bring your hardest engagement to the demo
We will walk your own workflow, not a scripted one — and tell you plainly where the platform does not fit yet.