WorkflowMerchant Cash Advance

Altered Statements

Altered Statement Detection

Every statement tested for edits before it is underwritten, each finding marked on the page.

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WorkflowDocuments in; a checked, signed result out.
5specialist agents
4kinds of input
Soonfilm in production
The problem

Why it matters

Edited PDFs and fabricated statements reach every funder’s queue; reviewing by eye misses balances that don’t add up and deposits copied from another month.

What it does

How the solution handles it

Agents test each statement four ways: the file itself (metadata, fonts, layers), the layout against the bank’s real template, the arithmetic of every running balance, and history against earlier submissions. Each finding is marked on the page in plain words. A fraud analyst clears, verifies with the bank or declines.

How it works

How a statement is tested

Five agents test every statement’s file, layout, arithmetic and history and mark each finding; a fraud analyst clears, verifies or declines.

What comes in
Statements inAny bank · PDF, scan, phone photo
Agents at work
File forensics agentmetadata and fonts
Then
Layout matchervs. the bank’s layout
Balance recomputerevery running balance
Then
Cross-file checkerdeposits seen before
Then
Evidence writermarked on the page
A person decides
Fraud analystclears, verifies or declines
What comes out
Tamper report
Bank verification
Cleared file
In and out

What it reads, and what it hands back.

What goes in

  • Bank statement PDFs and scans
  • Bank layout library
  • Bank-data feed or Account Aggregator pull
  • Prior submissions for the merchant

What comes out

  • Tamper report with marked pages
  • Running-balance recompute
  • Verify-with-bank request
  • Fraud case for review

Who uses it

FAFraud analystFUFunding underwriterUMUnderwriting managerICISO compliance lead
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
2min
per statement set, from upload to a tamper report
By eye20–30 min
With agents≈ 2 min
target
4tests
file, layout, arithmetic and history, on every statement
4 of 4 tests
on every statement
typical
90%
of funders call document falsification their most pressing fraud issue

“Target” = design goal, measured in the live solution · “Typical” = MoneyThumb and deBanked funder fraud survey, Sept 2025 · by-eye time estimated · a finding is a flag for a person, never an automatic decline

Built on the engine

5 specialist agents. One person decides.

File forensics agentsigns of editing in the file
Layout matcherfonts, spacing, bank layout
Balance recomputerdoes each line add up
Cross-file checkercopied months, reused files
Evidence writereach finding on its page
Fraud analystclears, verifies or declines

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