Service
AI receipt reading with human review
Snap a photo, and the platform reads the vendor, date, total and tax, then matches it to the right bank transaction. Low-confidence results go to a person.
The short answer
- AI is reliable for reading and matching documents, and unreliable when left to decide alone. The fix is a confidence threshold plus a review queue.
- LedgerDude auto-matches roughly 88 percent of receipts; the rest go to a named reviewer.
- You set the confidence level at which automation may act without approval.
- Every automated action is logged with what it did and why.
How the pipeline works
A document is captured, read, normalized, then compared against open bank transactions on amount, date window and vendor similarity. A confident match posts with documentation attached; anything below your threshold waits for a person.
You set the thresholds
In automation settings you choose which steps run on their own and which require approval, per client. Conservative settings during the first months, looser once the vendor patterns are learned.
Why human review stays
Split payments, loan payments, personal spending and unusual vendors are exactly where automation guesses badly. Those cases route to review with the context needed to decide in seconds.
Audit trail
Every extraction, match and approval is recorded with a timestamp and actor. That is what makes automated bookkeeping defensible rather than mysterious.
Typical results we see
Receipts auto-matched
88%
After two months of vendor learning
Extraction accuracy on totals
97%
Legible photos
Review queue time
Under 1 business day
Median
A month of document processing for a 5-vehicle service company
- Receipts captured
- 214
- Auto-matched
- 189
- Sent to human review
- 25
- Duplicates caught
- 7
- Unsupported spend flagged
- $1,340
What this tells you: The value is not the 189 automatic matches. It is that the 25 uncertain ones did not get guessed.
What you see inside LedgerDude
What you see when the work is done: one page with your money on it.
What is included
- Phone camera capture or file upload
- Vendor, date, total, tax and line extraction
- Automatic matching to bank and card transactions
- Confidence thresholds you control
- Human review queue for anything uncertain
- Audit trail on every automated decision
Included in every LedgerDude plan.
Questions people ask
Can AI do my bookkeeping by itself?
It can read documents and propose matches very well. It cannot reliably judge intent — whether a purchase was personal, capital or a split payment — so a person should review anything below your confidence threshold.
Can I take a photo from my phone?
Yes. The client portal opens your camera directly, so no scanning or uploading from a computer is needed.
What happens to a blurry receipt?
It scores low confidence and goes to the review queue, where a person reads it or asks you for a clearer photo.
Keep reading
Monthly bookkeeping, closed by the 10th
Every transaction categorized, every account reconciled, one short list of questions and a close package you can read in five minutes.
Catch-up bookkeeping for months or years behind
Behind on your books? We rebuild prior months in order, reconcile every account and hand you filing-ready financials with a fixed quote up front.
QuickBooks Online cleanup and diagnostic
Fix a QuickBooks file that no longer ties: bad reconciliations, a bloated chart of accounts, negative inventory, wrong opening balances and duplicate transactions.
All services
Everything we can take off your plate.
Pricing
Flat monthly plans based on your revenue.
Industries
How we set the books up for your kind of business.
Want your books handled for you?
We read your receipts, match your bank activity, and close your books every month. You get one short list of questions and a dashboard that always tells the truth.