Julie validates in 15 seconds what used to take 2 minutes
How AI supports an accounting clerk by handling repetitive steps — so she can focus on oversight and decisions.
Process
Before vs After
Compare the current workflow with the AI-assisted process.
Before
Invoice arrives as attachment
Open, download the PDF
Place in the right folder
Manual copy of each field
Dropdown menu, multiple clicks
Add Subcontract → check → Close
Attach, rename, archive
~2 min per invoice
× 40/day = full day
After
Agent monitors and sorts
Agent reads PDF, extracts everything
Vendor, project, PO — automatic
Acumatica template generated
Her expertise remains essential. She reviews and approves
Automatic after validation
~15 sec of human time
Julie focuses on oversight and complex cases
Quality Control
Smart Validation
The agent evaluates its own confidence and adapts its behavior.
> 90%
Auto-validatedQuick glance confirmation. Known format, recurring vendor, PO found.
60–90%
Quick review30 seconds. An uncertain field, an unusual amount.
< 60%
ExceptionManual correction. Unknown format, missing data.
Day to Day
A Colleague, Not Software
Here's what a workday with the agent looks like.
8:00 AM — Start of day
Accounting Agent
42 ready to validate (confidence > 90%)
3 need a quick check
2 special cases to review together
Batch total: $127,450.23 · 12 vendors
Julie
Accounting Agent
Shall we look at the 3 that need checking?
Results
Measured Impact
The numbers speak for themselves.
Before
2 min / invoice
After
15 sec
of human time per invoice
Before
40 / day
After
250+
invoices processed per day
Before
32h / week
After
2–3h
in human validation
Before
2-5 day delay
After
Same day
invoice processing
Under the Hood
Technical Architecture
The technical layers of the agent, from input to output.
Ingestion
Email inbox → Classification → SharePoint deposit
Extraction
PDF reading all formats → Vendor, amount, taxes, date, PO
Enrichment
Vendor → Sub ID · Address → Project code · Project → Active PO
Validation + Import
Excel template → Human validation → Acumatica import
Have a Similar Project?
We can build an AI agent tailored to your processes.