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    Accuracy case study

    Every miss

    98.6% classified correctly and 95.9% with every key field right.

    These are the rest, every one, and why. 8 documents were not classified correctly and 21 had a key field wrong, 1 of them in both lists. That makes 28 documents, each shown below with the fields it got wrong listed. On 20 of them those fields are also outlined on the page. Every company and vendor is invented.

    Of the 8 not classified correctly, 3 were held for review, 1 never reached a record, 1 was not posted, 1 was waiting to match a card payment, 1 was posted, and the QuickBooks record matched, and 1 was posted when it should have been held for review. Of the 21 with a key field wrong, 11 were held for review, 8 were posted, and the QuickBooks record matched, 1 never reached a record, and 1 was posted with a wrong value.

    551 of 559 records posted right or were kept out of QuickBooks

    The 8 it missed: 7 went into QuickBooks wrong and 1 never reached a record

    Click a document to see it, with what was missed outlined on the page.

    • Roofing · Receipt

      Went into QuickBooks wrong

      Sent to Kestovane Ridge Roofing

      Read right, then posted with the wrong date by a bug in our bulk submit button. The date in QuickBooks does not match the receipt.

    • Roofing · Receipt

      Went into QuickBooks wrong

      Sent to Kestovane Ridge Roofing

      Read right, then posted with the wrong date by a bug in our bulk submit button. The date in QuickBooks does not match the receipt.

    • Restaurant · Invoice

      Never reached a record

      Sent to Fennick & Thorlow Restaurant Group

      One invoice titled “Statement of Charges” was set aside as a vendor statement, so no record was made. We count it as a miss.

    • Creative agency · Receipt

      Went into QuickBooks wrong

      Sent to Wendlemarsh Creative Studio

      Read right, then posted with the wrong date by a bug in our bulk submit button. The date in QuickBooks does not match the receipt.

    • Restaurant · Invoice

      Went into QuickBooks wrong

      Sent to Fennick & Thorlow Restaurant Group

      Its printed due date disagrees with its payment terms, which should have held it for review.

    • Roofing · Receipt

      Went into QuickBooks wrong

      Sent to Kestovane Ridge Roofing

      A payment printed on the page was not read, so the full total posted while a balance was still due. It should have been held for review.

    • Creative agency · Invoice

      Went into QuickBooks wrong

      Sent to Wendlemarsh Creative Studio

      Read as a receipt, so it posted as an expense where a bill was due. Its printed due date also disagrees with its payment terms, which should have held it for review.

    • Creative agency · Invoice

      Went into QuickBooks wrong

      Sent to Wendlemarsh Creative Studio

      Its due date was not read, and it should have been held for review. It went into QuickBooks as an expense where a bill was due, with no QuickBooks record linked back to it.

    9 documents

    A receipt's subtotal row read as an item

    On these receipts the subtotal row was read as one more item, or the subtotal came from the wrong row. The total was right on every one.

    • Creative agency · Receipt

      Sent to Wendlemarsh Creative Studio

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • Creative agency · Receipt

      Sent to Wendlemarsh Creative Studio

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • HVAC & plumbing · Receipt

      Sent to Tolvanrie Heating & Plumbing

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • HVAC & plumbing · Receipt

      Sent to Tolvanrie Heating & Plumbing

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • HVAC & plumbing · Receipt

      Sent to Tolvanrie Heating & Plumbing

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • HVAC & plumbing · Receipt

      Sent to Tolvanrie Heating & Plumbing

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • Roofing · Receipt

      Sent to Kestovane Ridge Roofing

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • Roofing · Receipt

      Sent to Kestovane Ridge Roofing

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Posted. The QuickBooks record matches on the header fields, and the line items differ

    • Roofing · Receipt

      Sent to Kestovane Ridge Roofing

      Deliberate hard case: The total is not the amount owed

      1Number of lines
      the page says 3, read as 4
      1Number of line amounts
      the page says 3, read as 4

      Held for review

    3 documents

    Bill date read from a printed terms date

    These layouts print the bill date as a delivery date, with a later terms date beside it. The terms date was read as the bill date.

    • E-commerce · Invoice

      Sent to Amblequist Row Home Goods

      Deliberate hard case: The total is not the amount owed

      1Bill date
      the page says Jul 25, 2026, read as Aug 24, 2026
      2Due date
      the page says Aug 24, 2026, read as Sep 23, 2026

      Held for review

    • E-commerce · Invoice

      Sent to Amblequist Row Home Goods

      1Bill date
      the page says Jul 22, 2026, read as Aug 1, 2026
      2Due date
      the page says Aug 1, 2026, read as Aug 11, 2026

      Held for review

    • E-commerce · Invoice

      Sent to Amblequist Row Home Goods

      Deliberate hard case: Two separate invoices in one file

      1Bill date
      the page says Aug 15, 2026, read as Sep 14, 2026
      2Due date
      the page says Sep 14, 2026, read as Oct 14, 2026

      Held for review

    1 document

    Never reached a record

    One invoice titled “Statement of Charges” was set aside as a vendor statement, so no record was made. We count it as a miss.

    • Restaurant · Invoice

      Sent to Fennick & Thorlow Restaurant Group

      Never reached a record, counted as a miss

    7 documents

    Document type read wrong

    The document was recognised as the wrong kind: 1 credit read as an invoice, 5 receipts read as invoices, 1 invoice read as a receipt.

    • Roofing · Credit memo · scenario file

      Sent to Kestovane Ridge Roofing

      Document type
      the page says Credit memo, read as Invoice

      Not posted

    • HVAC & plumbing · Receipt

      Sent to Tolvanrie Heating & Plumbing

      Document type
      the page says Receipt, read as Invoice

      Held for review

    • Restaurant · Receipt

      Sent to Fennick & Thorlow Restaurant Group

      Document type
      the page says Receipt, read as Invoice

      Held for review

    • Creative agency · Receipt

      Sent to Wendlemarsh Creative Studio

      Document type
      the page says Receipt, read as Invoice

      Not posted, waiting to match a card payment

    • HVAC & plumbing · Receipt

      Sent to Tolvanrie Heating & Plumbing

      Document type
      the page says Receipt, read as Invoice

      Held for review

    • Creative agency · Receipt

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: The total is not the amount owed

      Document type
      the page says Receipt, read as Invoice

      Posted, and the QuickBooks record matched

    • Creative agency · Invoice

      Sent to Wendlemarsh Creative Studio

      Document type
      the page says Invoice, read as Receipt

      Posted when it should have been held for review

    8 documents

    Other misses

    Each of these has its own cause, given on the entry.

    • Creative agency · Invoice

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: Payment terms, but no due date

      1Due date
      the page says Sep 17, 2026, read as blank

      Only payment terms are printed, with no due date, and the due date was left blank.

      Held for review

    • Creative agency · Invoice

      Sent to Wendlemarsh Creative Studio

      1Due date
      the page says Oct 10, 2026, read as blank

      The due date was not found on the page.

      Posted with a wrong value

    • E-commerce · Invoice

      Sent to Amblequist Row Home Goods

      1Vendor
      the page says The Ruddlequay Fulfillment Company, read as theruddlequayfulfillmentcompany

      The vendor name came back with its spaces missing.

      Held for review

    • E-commerce · Invoice

      Sent to Amblequist Row Home Goods

      Deliberate hard case: Payment terms, but no due date

      1Due date
      the page says Jul 1, 2026, read as blank

      Only payment terms are printed, with no due date, and the due date was left blank.

      Held for review

    • HVAC & plumbing · Invoice

      Sent to Tolvanrie Heating & Plumbing

      1Document number
      the page says drs-677661, read as drs-67761

      The document number was read with a character missing or changed.

      Held for review

    • HVAC & plumbing · Invoice

      Sent to Tolvanrie Heating & Plumbing

      1Bill date
      the page says Jul 5, 2026, read as blank

      The bill date was not found on the page.

      Held for review

    • HVAC & plumbing · Invoice

      Sent to Tolvanrie Heating & Plumbing

      1Bill date
      the page says Sep 5, 2026, read as blank

      The bill date was not found on the page.

      Held for review

    • Roofing · Invoice

      Sent to Kestovane Ridge Roofing

      Deliberate hard case: Charges, then payments, then nothing owed

      1Bill date
      the page says Sep 20, 2026, read as blank
      2Total
      the page says $0.00, read as $3,675.49

      Marked paid in full, with nothing owing. The charges before payment were read as the total.

      Held for review