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    Accuracy case study

    Every miss

    97.9% classified correctly and 93.2% with every key field right.

    These are the rest, every one, and why. 11 documents were not classified correctly and 35 had a key field wrong, 5 of them in both lists. That makes 41 documents, each listed once below. Every company and vendor is invented.

    Of the 11 not classified correctly, 4 were held for review. Of the 35 with a key field wrong, 10 were held for review.

    9 documents

    A printed deposit or payment, and the balance read as the total

    These pages print a deposit or a payment and then a smaller balance due. The balance was read as the total.

    • E-commerce · Receipt

      Whelquarry Carton & Packaging Co.

      Sent to Amblequist Row Home Goods

      Deliberate hard case: The total is not the amount owed

      Due date
      expected blank, read Jun 1, 2026
      Subtotal
      expected $463.04, read $18.52
      Total
      expected $463.04, read $18.52
      Line amounts
      read differently

      Held for review

    • Creative agency · Invoice

      Hollenvare Film & Photo Works

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $7,477.28, read $598.19
      Tax
      expected $766.42, read $61.31
      Total
      expected $8,243.70, read $659.50
      Number of lines
      expected 3, read 1
      Line amounts
      expected 3, read 1

      Held for review

    • E-commerce · Invoice

      Avarnesh Leathercraft Exports Pvt. Ltd.

      Sent to Amblequist Row Home Goods

      Deliberate hard case: The total is not the amount owed

      Total
      expected $37,436.74, read $374.37

      Held for review

    • HVAC & plumbing · Invoice

      Chelvquist HVAC Distributors

      Sent to Tolvanrie Heating & Plumbing

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $607.97, read $1.22
      Tax
      expected $50.25, read $0.10
      Total
      expected $658.22, read $1.32
      Number of lines
      expected 2, read 1
      Line amounts
      expected 2, read 1

      Posted with a wrong value

    • HVAC & plumbing · Receipt

      Solquaddin Refrigerants & Gas

      Sent to Tolvanrie Heating & Plumbing

      Deliberate hard case: The total is not the amount owed

      Total
      expected $336.31, read $3.36

      Posted with a wrong value

    • Restaurant · Invoice

      Corlinwick Dairy Distributors

      Sent to Fennick & Thorlow Restaurant Group

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $2,996.37, read $239.71
      Tax
      expected $258.44, read $20.67
      Total
      expected $3,254.81, read $260.38
      Number of lines
      expected 7, read 1
      Line amounts
      expected 7, read 1

      Posted with a wrong value

    • Restaurant · Invoice

      Hulverquist Landing Seafood & Meats

      Sent to Fennick & Thorlow Restaurant Group

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $1,515.72, read $3.03
      Tax
      expected $130.73, read $0.26
      Total
      expected $1,646.45, read $3.29
      Number of lines
      expected 7, read 1
      Line amounts
      expected 7, read 1

      Posted with a wrong value

    • Restaurant · Receipt

      Varnhollow Fresh Produce Co.

      Sent to Fennick & Thorlow Restaurant Group

      Deliberate hard case: The total is not the amount owed

      Total
      expected $522.45, read $5.22

      Posted with a wrong value

    • Roofing · Invoice

      Vornhelm Fleet Fuel Card Services

      Sent to Kestovane Ridge Roofing

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $838.97, read $67.12
      Tax
      expected $65.02, read $5.20
      Total
      expected $903.99, read $72.32
      Number of lines
      expected 2, read 1
      Line amounts
      expected 2, read 1

      Posted with a wrong value

    11 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

      Arquendle Stock Library

      Sent to Wendlemarsh Creative Studio

      Subtotal
      expected $4,413.36, read $3,950.66

      Posted with a wrong value

    • Creative agency · Receipt

      Lindquavel Workspace Collective

      Sent to Wendlemarsh Creative Studio

      Subtotal
      expected $11,503.40, read $10,064.65

      Posted with a wrong value

    • Creative agency · Receipt

      Lindquavel Workspace Collective

      Sent to Wendlemarsh Creative Studio

      Subtotal
      expected $1,222.66, read $2,445.32
      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted with a wrong value

    • HVAC & plumbing · Receipt

      Solquaddin Refrigerants & Gas

      Sent to Tolvanrie Heating & Plumbing

      Subtotal
      expected $1,197.20, read $1,584.40
      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted with a wrong value

    • HVAC & plumbing · Receipt

      Hexenburl Tool & Fastener

      Sent to Tolvanrie Heating & Plumbing

      Subtotal
      expected $598.13, read $1,103.26
      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted with a wrong value

    • HVAC & plumbing · Receipt

      Solquaddin Refrigerants & Gas

      Sent to Tolvanrie Heating & Plumbing

      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted, and the QuickBooks record matched

    • HVAC & plumbing · Receipt

      The Bexmordan Supply and Equipment Company

      Sent to Tolvanrie Heating & Plumbing

      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted, and the QuickBooks record matched

    • Roofing · Receipt

      Fennowick Equipment Rental

      Sent to Kestovane Ridge Roofing

      Subtotal
      expected $1,050.23, read $1,936.21
      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted with a wrong value

    • Roofing · Receipt

      Grindlevane Site Safety Supply

      Sent to Kestovane Ridge Roofing

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $167.52, read $335.04
      Number of lines
      expected 1, read 2
      Line amounts
      expected 1, read 2

      Posted when it should have been held for review

    • Roofing · Receipt

      The Skelvane Ridge Building Products Co

      Sent to Kestovane Ridge Roofing

      Number of lines
      expected 3, read 4
      Line amounts
      expected 3, read 4

      Posted, and the QuickBooks record matched

    • Roofing · Receipt

      Skelvane Ridge Building Products

      Sent to Kestovane Ridge Roofing

      Deliberate hard case: The total is not the amount owed

      Subtotal
      expected $6,025.85, read $4,461.60

      Posted when it should have been held for review

    4 documentsFixed

    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.

    We've fixed this. The documents below are from before the fix.

    • Creative agency · Invoice

      Fellquarry Print & Fabrication

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: Two separate invoices in one file

      Bill date
      expected Aug 20, 2026, read Sep 19, 2026
      Due date
      expected Sep 19, 2026, read Oct 19, 2026

      Held for review

    • E-commerce · Invoice

      Cascade Tariff & Customs Brokerage, Inc.

      Sent to Amblequist Row Home Goods

      Bill date
      expected Jul 22, 2026, read Aug 1, 2026
      Due date
      expected Aug 1, 2026, read Aug 11, 2026

      Posted with a wrong value

    • E-commerce · Invoice

      Anand Leathercraft Exports Pvt. Ltd.

      Sent to Amblequist Row Home Goods

      Deliberate hard case: Two separate invoices in one file

      Bill date
      expected Aug 15, 2026, read Sep 14, 2026
      Due date
      expected Sep 14, 2026, read Oct 14, 2026

      Posted with a wrong value

    • Restaurant · Invoice

      Tollivane POS Systems

      Sent to Fennick & Thorlow Restaurant Group

      Bill date
      expected Jul 6, 2026, read Aug 5, 2026
      Due date
      expected Aug 5, 2026, read blank

      Held for review

    2 documentsFixed

    Due date worked out from the terms

    These layouts print a terms date on the same day as the bill date, which makes the bill due that day. The due date was worked out by adding the printed payment terms to the bill date.

    We've fixed this. The documents below are from before the fix.

    • Creative agency · Invoice

      Cadrenwick CRM Software Co.

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: Issue date and due date are the same

      Due date
      expected Jun 29, 2026, read Jul 29, 2026

      Posted with a wrong value

    • Roofing · Invoice

      Skelvane Ridge Building Products

      Sent to Kestovane Ridge Roofing

      Deliberate hard case: Issue date and due date are the same

      Due date
      expected Jul 10, 2026, read Aug 9, 2026

      Posted with a wrong value

    4 documents

    Never read

    2 attachments did not make it in, and 2 arrived bundled with other paperwork and were set aside.

    • HVAC & plumbing · Invoice

      Basin Supply & Equipment Co.

      Sent to Tolvanrie Heating & Plumbing

      Deliberate hard case: The total is not the amount owed

      Arrived in an email with other attachments and was set aside.

      Never reached QuickBooks

    • Restaurant · Invoice

      Guardian Pest Solutions

      Sent to Fennick & Thorlow Restaurant Group

      Arrived in an email with other attachments and was set aside.

      Never reached QuickBooks

    • HVAC & plumbing · Receipt

      Tovrelli Pipe & Fitting Supply

      Sent to Tolvanrie Heating & Plumbing

      The attachment did not make it in.

      Never reached QuickBooks

    • HVAC & plumbing · Invoice

      Wendquora Permit Services

      Sent to Tolvanrie Heating & Plumbing

      The attachment did not make it in.

      Never reached QuickBooks

    6 documents

    Document type read wrong

    The document was recognised as the wrong kind: 1 credit read as an invoice, 4 receipts read as invoices, 1 invoice read as a receipt.

    • Roofing · Credit memo · scenario file

      Brindlecourt Building Supply

      Sent to Kestovane Ridge Roofing

      Document type
      expected Credit memo, read Invoice

      Not posted

    • HVAC & plumbing · Receipt

      Solquaddin Refrigerants & Gas

      Sent to Tolvanrie Heating & Plumbing

      Document type
      expected Receipt, read Invoice

      Held for review

    • Restaurant · Invoice

      Tollivane POS Systems

      Sent to Fennick & Thorlow Restaurant Group

      Document type
      expected Invoice, read Receipt

      Posted with a wrong value

    • HVAC & plumbing · Receipt

      Solquaddin Refrigerants & Gas

      Sent to Tolvanrie Heating & Plumbing

      Document type
      expected Receipt, read Invoice

      Held for review

    • Restaurant · Receipt

      Varnhollow Fresh Produce Co.

      Sent to Fennick & Thorlow Restaurant Group

      Document type
      expected Receipt, read Invoice

      Held for review

    • Creative agency · Receipt

      Morvanthe Cloud Services

      Sent to Wendlemarsh Creative Studio

      Document type
      expected Receipt, read Invoice

      Not posted, waiting to match a card payment

    5 documents

    Other misses

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

    • Creative agency · Invoice

      The Lowmarvish Design Suite Company

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: Payment terms, but no due date

      Due date
      expected Sep 17, 2026, read blank

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

      Held for review

    • Creative agency · Invoice

      The Lowmarvish Design Suite Company

      Sent to Wendlemarsh Creative Studio

      Deliberate hard case: The same vendor, spelled several ways

      Bill date
      expected Jun 14, 2026, read blank

      The bill date was not found on the page.

      Held for review

    • E-commerce · Invoice

      The Ruddlequay Fulfillment Company

      Sent to Amblequist Row Home Goods

      Vendor
      expected The Ruddlequay Fulfillment Company, read theruddlequayfulfillmentcompany

      The vendor name came back with its spaces missing.

      Held for review

    • E-commerce · Invoice

      Rethquell Reverse Logistics

      Sent to Amblequist Row Home Goods

      Deliberate hard case: Payment terms, but no due date

      Due date
      expected Jul 1, 2026, read blank

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

      Held for review

    • Roofing · Invoice

      Marrowquell Crane & Hoist

      Sent to Kestovane Ridge Roofing

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

      Bill date
      expected Sep 20, 2026, read blank
      Total
      expected $0.00, read $3,675.49

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

      Held for review

    We're actively working on these edge cases. As each fix ships, we re-run the test and update these numbers.