MOSAIC Books · First product from AI Capture

Physical receipt entry—less keying, fewer errors

Built for companies that process paper receipts every day: OCR merchant, date, total and payment—post only after staff review. Optional on-prem AI; documents stay in environments you control.

WELLCOME
2026-08-23 18:30
HK$ 128.50
VISA
Review → Confirm
Totals from OCR settlement lines—AI never adds or subtracts amounts
Posting only after review & confirm—no auto-posting
Windows on-prem & Xero push after you confirm

What teams face when paper still rules

High volume

Staff expenses, store returns, client retail / F&B / taxi slips—manual keying eats the day.

Mixed layouts

Every chain formats receipts differently. Raw OCR text still leaves staff hunting for totals and payment lines.

Costly errors

Manual amounts and payment methods are where mistakes happen—and where review time piles up.

Data concerns

Can receipts stay off public cloud—in an environment your company controls?

Four steps, full control

From upload to posting—inside one document entry workbench

1

Upload / capture

Photo or scan paper receipts; batch workflows in production deployments.

2

OCR

Field extraction by document type; totals always from OCR settlement lines.

3

Review

Staff verify merchant, date, total and payment on a review screen—edit before confirm.

4

Confirm & post

Confirmed entries go to your books; optional Xero push only after you select confirmed items.

Two tiers—clear, not blended

Pick by budget and compute; without GPU we honestly stay on the standard tier

No GPU required

Standard · OCR + rules

  • RapidOCR + receipt extraction rules
  • Totals from OCR payment / grand total / subtotal lines
  • Payment matched to a configured list; defaults to cash if unmatched
  • Lower hardware cost—ideal for high-volume clear receipts
Local AI models

Smart · OCR + on-prem AI

  • On-device AI extracts merchant, time and payment from OCR text
  • Totals still from OCR settlement—models never do arithmetic
  • Better for messy layouts
  • AI runs locally only—document data is never uploaded online

Common paper-document scenarios

  • Staff expense / travel receipts
  • Store & retail returns and day-end slips
  • Restaurants, taxis and mixed layouts
  • Bookkeeping / BPO teams entering for clients (batch in production)

More than “text from a photo”

MOSAIC Books is a physical-document entry workbench—not a generic OCR API

Generic OCRMOSAIC Books
Generic OCR Dumps text—staff find the total Extract merchant, date, total, payment by document rules
Amounts Models may “interpret” totals Totals strictly from OCR settlement lines
Posting Often no review step Review screen → confirm → post
Deployment Cloud-only Optional Windows appliance + local Mini G

What AI Capture builds

MOSAIC Books is our first product. We also deliver AI OCR, AI development, and custom software.

AI OCR

Receipt OCR & recognition—totals from settlement lines, post after review.

AI development

On-prem AI for field extraction and workflows—data can stay in your environment.

Custom software

Entry workbenches tailored to your document flow; optional Xero and system integrations.

Try 10 receipts online first—chat if you’re interested

Use an auth code to try. Like what you see? WhatsApp or email us to talk deployment.