Loopfold Case Study
Reporting & data pipelines

A week of scattered notes, cleaned up in one pass.

Twelve lines of raw bookkeeping notes from a small owner-run clinic — mixed date formats, mixed currency notation, a duplicate, an unpaid bill, one line with no amount at all. Run through Loopfold's agent once, unedited below.

12
raw lines in
3
flagged, not guessed
−₹15,240.50
net, calculated
1 pass
no manual cleanup
Before

What actually came in

Exactly as written — three date formats, two currency notations, income and expenses mixed together with no labels.

Aug 24 - Reliance Med Supplies - bandages, gauze, tape - 3200 24/08 paid electricity bill Rs 4,500 Physio table repair - Aug 25 - ₹1,800 - Sharma Hardware received payment - patient consult - 1500 - cash - 25 Aug Aug 26: Amazon - printer paper + ink - 2,340.50 Aug 26: Amazon - printer paper + ink - 2,340.50 rent due 25th - not paid yet 25/8 - patient refund - Ramesh - 500 - had to cancel session Aug 27 - Google Ads - 6000 some cash withdrawn this week - not sure how much - need to check with front desk Aug 27 - patient consult - 2000 - card 28 Aug - Sharma Hardware - table repair follow-up - 400
After

Structured, signed, and categorized

Every line normalized to one format. The three it couldn't safely resolve are marked, not silently folded into a number.

DateDescriptionCategoryAmount
Aug 24Reliance Med Supplies — bandages, gauze, tapeMedical supplies−₹3,200.00
Aug 24Electricity billUtilities−₹4,500.00
Aug 25Physio table repair — Sharma HardwareEquipment repair−₹1,800.00
Aug 25Patient consult (cash)Consultation income+₹1,500.00
Aug 26Amazon — printer paper + inkOffice supplies−₹2,340.50
Aug 26Amazon — printer paper + inkflaggedOffice supplies—
Aug 25Rent — due, not yet paidflaggedRent—
Aug 25Patient refund — Ramesh (cancelled session)Refunds−₹500.00
Aug 27Google AdsMarketing−₹6,000.00
—Cash withdrawn this week — amount unspecifiedflaggedUncategorized—
Aug 27Patient consult (card)Consultation income+₹2,000.00
Aug 28Sharma Hardware — table repair follow-upEquipment repair−₹400.00
Report

The numbers a business owner actually reads

Totals use only the nine resolved lines — the three flagged items are never silently folded in.

Totals

Income+₹3,500.00
Expenses−₹18,740.50
Net−₹15,240.50

By category

Consultation income+₹3,500.00
Marketing−₹6,000.00
Utilities−₹4,500.00
Medical supplies−₹3,200.00
Equipment repair−₹2,200.00
Office supplies−₹2,340.50
Refunds−₹500.00
Amazon office-supplies entry, Aug 26 — ₹2,340.50
Listed twice with identical details. Almost certainly entered by hand twice, not two real purchases — excluded until confirmed.
Rent, due Aug 25
This is a bill that's due, not money that's actually moved. Left out of this week's totals — it belongs in next week's report once it's actually paid.
Cash withdrawn this week
No amount was written down anywhere. Rather than guess a number, this needs a two-minute check with the front desk before it can be recorded.
Applied elsewhere

Same discipline, any kind of raw data

Swap the ledger for whatever your numbers actually look like, and the shape of the work doesn't change.

Extractor
Structure it
Raw notes, scanned invoices, exported spreadsheets — normalized into one consistent format.
Flagging
Don't guess
Anything ambiguous, duplicated, or incomplete gets marked for a human, never silently folded into a total.
Reporter
Ship the summary
Totals, breakdowns, and trends — delivered on whatever schedule the business actually needs them.

Fold is this pattern built once around your actual data — your format, your categories, your cadence. Not a template forced onto your business.