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Skill · Read & process

Read & Process

Clients send documents in every format imaginable. Scanned PDFs. Phone photos of receipts. Contracts in Word, invoices in Excel, payroll reports from three different providers. Archie reads all of it, and actually understands what he's reading.

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Read & process · live trace
Archie reading a bank statement and a lease contract, showing the extracted figures beside the source page
Every figure it reads stays joined to the page it came from, so a reviewer can check in one click.
Available on every plan Works across all surfaces Citation on every output No document leaves your region
In practice

More Than Reading Text

Every skill on the platform does a narrow job properly rather than everything vaguely. This is where this one earns its place.

01

Turn a stack into a file

Reads whatever arrives — PDFs, photographs, forwarded emails — and puts it where the cycle expects it, named the way your firm names things.

02

Find what is missing

Knows what a complete file looks like for this client and this cycle, and chases the gap before the deadline makes it urgent.

03

Keep the source attached

Every figure it lifts stays linked to the page it came from, so review is a click rather than a hunt.

Under the hood

What Read & Process Handles

01

Ingest

Arrives by upload, email, integration or a shared folder you already use. Nothing needs renaming first.

Any surface
02

Classify

Works out what the document is and which client and period it belongs to, using your naming conventions rather than generic ones.

Learned per firm
03

Extract

Lifts the figures and terms the cycle needs, with a confidence flag on anything it would want a human to glance at.

Cited
04

Reconcile

Checks what it read against the ledger and last period, and raises the differences rather than smoothing them over.

Flags only exceptions
05

Hand on

Passes a structured, sourced result to the next step of the WorkStream — or to you, if that is where the gate is.

Gate configurable
Where the limits are

How Archie Describes It

A reader that guesses confidently is worse than one that stops. Anything below your confidence threshold is flagged, not filled in — and the threshold is yours to set.

Confidence thresholds
Set per cycle. Below the line, the item waits for a human rather than proceeding.
Nothing invented
If a figure is not in the source, it is not in the output. Gaps are reported as gaps.
Full page provenance
Every extracted value links to the document, page, and region it came from.
On screen

Where Firms Use Read & Process

The reasoning is visible while it runs, not summarized afterwards — which is how people come to trust it.

Read & process · document intake
Read & process · document intake
What firms measure
4.2hrs
saved per week per preparer on document handling alone
98.6%
extraction accuracy on the first pass across client file types
0
figures without a traceable source in any completed run

“It reads the scanned ones. That sounds small until you remember half our clients still photograph things.”

Operations lead · 40-staff CPA firm, Bristol
Before you ask

Where This Fits in Archie's Workflow

What formats can it handle?

PDFs, images, spreadsheets, email bodies and attachments. Poor-quality scans are read and flagged rather than refused.

Does it work in other languages?

Yes, with the same citation behavior. The output is written in your workspace language.

Where do documents go?

They stay in your region and are never used to train a shared model. Retention follows your setting.

Can I correct what it read?

Correct it in the thread. The correction is held against the cycle, so the next client inherits it.

Skills that run beside this one

Extract & structure →

Turn the read document into fielded data.

Compare & reconcile →

Check what was read against the ledger.

Reason & explain →

Say why a treatment was chosen.

Draft & communicate →

Write the client-facing result.

See Read & Process on Real Client Documents

Bring the client whose paperwork is a nightmare. That is a far better test than a clean demo set.

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