Turn Bank Statement PDFs Into Reviewable Data for Loan Processing

A statement that arrives as a PDF has to become structured data before anything can be done with it efficiently. StackExtract extracts the transaction activity — dates, descriptions, amounts, balances where present — along with the statement and account fields the document carries.

No scoring happens, and no eligibility logic exists in the product. The output is the statement, restructured.

Where a statement covers more than one account, the rows stay separated by account rather than merged into a single list, and the statement and account identifiers the document prints are carried alongside them. Confirming that separation in review is the step worth not skipping, because rows that are each individually right but attached to the wrong account are the hardest error to find later.

The extracted table is editable in full before anything is exported, and rows a check flagged are marked so review is directed rather than exhaustive. Where the statement prints the balances the arithmetic needs, the reconciliation check runs; where it does not, that is reported rather than passed over.

Keep the source document as the reference. The table is a convenience built from the statement, and where the two disagree the statement is authoritative — which is also why nothing in StackExtract silently adjusts a figure to make a check succeed.

Documents that arrive as scans or photographs have no text layer and take the scanned-document OCR beta path, labelled as scanned in the interface. That matters in this work specifically: documents supplied by applicants are often photographs rather than portal downloads, and the two warrant different scrutiny. On a scan, dates, decimal points and debit-credit direction are where misreads concentrate, and the reconciliation check against the printed balances is the cheapest way to catch an amount that came through wrong.

Where the statement does not supply the figures a check needs, that is reported as a check which could not run — never as a pass. An absence of flags is not a verification, and on documents being prepared for a downstream process the difference between those two readings matters more than anywhere else.

This is document preparation. StackExtract performs no underwriting, no fraud detection, no income verification and no lending assessment, and it gives no advice about any of them.

It also makes no compliance claim. Using it does not certify a process, satisfy an obligation or discharge a review requirement — those remain entirely with the team and the controls that already hold them. What the product does is convert a document and show you what its own checks found.

Read the boundary as a description of the tool rather than as a disclaimer bolted on. A converter that implied it had assessed a borrower would be the more dangerous product, because its output would invite a decision it cannot support.

Reviewed rows export to CSV or XLSX, with your edits preserved in the file.

A QuickBooks-ready CSV exists for bank statements, though it is unlikely to be the relevant output here — it is shaped for a bookkeeping import rather than for a lending workflow. CSV and XLSX are the ones this work usually wants.

Each PDF counts as one document whatever its page count, and a document that cannot be extracted costs nothing. The preview shows the whole result before you decide to export, which is the property that makes it reasonable to simply try a file of unknown quality rather than deciding in advance whether it is worth the effort.