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Review-first bank statement conversion for accountants, bookkeepers, and finance teams.

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    Free, vendor-neutral worksheet

    Free Bank Statement Converter Accuracy Test

    Compare converters on the same redacted bank statements instead of trusting a headline accuracy claim. Use the private browser calculator or download the scorecard to measure extraction errors and human correction time.

    This is a testing methodology and blank worksheet, not a cross-vendor ranking. StmtPilot does not publish competitor accuracy numbers without running the same disclosed corpus under the same conditions.

    Download the free CSV templateTest StmtPilot

    Runs entirely in your browser

    Interactive accuracy scorecard

    Enter aggregate counts from one converter test. The calculator does not upload or store your data.

    Row recall

    100.00%

    Duplicate rate

    0.00%

    Critical-field error rate

    0.00%

    Description error rate

    0.00%

    File failure rate

    0.00%

    Total correction time

    0.0 min

    Strict pass

    Strict pass requires no failed files, missing or duplicate rows, and no date, amount, or balance errors.

    Download calculated CSV

    Why a single accuracy percentage is not enough

    • A correct transaction is more than a detected row: date, description, amount, sign, balance, and page continuity can each fail separately.
    • Results change with the bank layout, account type, digital text layer, scan quality, statement length, and transaction density.
    • A converter can return every row and still create expensive work through duplicates, wrong signs, damaged descriptions, or export cleanup.
    • The useful business metric is total correction cost on your own document mix, not an unsupported universal percentage.

    Run a fair five-statement test

    1. 1

      Choose representative statements

      Use at least five redacted statements from the banks, account types, and PDF conditions you actually process. Include a difficult file; do not test only the cleanest sample.

    2. 2

      Create the expected answer first

      Manually count the transaction rows and record the correct dates, descriptions, amounts, signs, and balances before looking at any converter output.

    3. 3

      Keep conditions identical

      Upload the same files, use default settings, record failures, and export the closest comparable spreadsheet format from every product.

    4. 4

      Score fields and human time

      Count missing and duplicate rows, then count incorrect fields. Time the review and cleanup work required to reach an acceptable final file.

    5. 5

      Compare by document segment

      Report digital and scanned PDFs separately, and split results by bank or layout. A blended average can hide a product that fails your most common statements.

    Metrics in the worksheet

    MetricFormulaWhy it matters
    Row recall(expected rows − missing rows) ÷ expected rowsHow completely the converter found the real transactions.
    Duplicate rateduplicate rows ÷ expected rowsHow much false extra data must be removed.
    Critical-field error rate(incorrect dates + incorrect amounts + incorrect balances) ÷ expected rowsErrors most likely to break reconciliation or downstream imports.
    Description error rateincorrect description fields ÷ expected rowsRows whose payee or memo text needs material correction.
    Failure ratefailed files ÷ files testedStatements that do not produce a usable export at all.
    Human correction timereview minutes + export cleanup minutesThe labor cost that a headline extraction score leaves out.

    Recommended statement-level pass rule

    Mark a statement as passing only when there are no missing or duplicate transactions, no incorrect dates or amounts, the balance check passes when the statement provides enough information, and the export can enter the next workflow without material restructuring. Keep description quality as a separately reported measure because acceptable memo text depends on the downstream use.

    Protect financial data during testing

    • Redact names, account numbers, addresses, and other identifiers while preserving transaction structure.
    • Check each vendor’s current privacy, retention, training-use, and deletion terms before uploading a real statement.
    • Do not publish the test corpus unless you have the legal right to share every file.
    • Record the test date because products, pricing, and extraction models change.

    How to choose a winner

    First eliminate tools that fail your security or required-format constraints. Next compare statement pass rate and critical-field errors. Use correction time as the tie-breaker, then model the monthly cost at your real page volume. A product that costs less per page can still cost more after senior bookkeeping review.

    Accuracy testing FAQ

    How many statements should I test?

    Five is a useful screening minimum, not statistical proof. For a purchasing decision, include multiple examples of every high-volume bank and layout you rely on.

    Can I compare a scanned PDF with a digital PDF?

    Test both if both occur in your workflow, but report them as separate segments. OCR and digital text extraction have different failure modes.

    Should I trust a 99% accuracy claim?

    Only if the vendor defines the unit being measured, discloses the corpus and exclusions, and the test resembles your files. Field accuracy, row accuracy, and statement pass rate are not interchangeable.

    Does StmtPilot claim to be the most accurate converter?

    No. StmtPilot publishes narrow, evidence-gated bank support and provides a review-first workflow. Use this worksheet to test it against alternatives on your own redacted documents.

    Continue your evaluation

    BankStatementConverter.com alternative comparison

    A source-linked comparison of product fit and tradeoffs.

    Supported banks and layouts

    See the narrow bank claims that have cleared review.

    Review converted statements before export

    A practical quality-control workflow for bookkeeping.