Client caseManufacturing · Documents

Turning messy site-visit notes into clean proposals for Lemtech

Site visit reports arrived in every format imaginable — handwritten notes, spelling mistakes, varying layouts. Pearstop built a system that reads incoming reports and automatically outputs a clean, accurate proposal document.

1–3 hrssaved per proposal
~0manual re-entry
Accuratespecification capture
The problem

Why was the commercial team retyping every site-visit note by hand?

Site visit reports came back from the field in whatever format a technician had to hand — handwritten notes, spelling mistakes, inconsistent layouts. Every one of them had to be retyped into a proposal document before it could go to a client, a slow, repetitive job that ate into the commercial team’s time.

How it worked

From a handwritten note to a ready proposal

Pearstop interpreted the incoming notes, pulled the right products and specifications, and returned a cleaner proposal workflow with much less manual re-entry.

Handwritten notes
Site photos
Free-form reports
pearstop.1 · Read the report
2 · Match products and specs
3 · Draft the proposal
Clean, accurate proposal document
Correct specifications captured
Vince Out
“Pearstop built a system that automatically pulls the right items from our visiting reports into a clean proposal document. It saves our team a lot of time by eliminating the repetitive tasks of combining the correct items.”
Vince Out · Commercial Manager, Lemtech
The result

The same problem, outside procurement

This is a manufacturing example of the same core problem Pearstop solves in procurement data: operational information that is messy, inconsistent, and expensive to handle by hand. The same underlying engine reads, interprets, and structures it — whether the source is an invoice, a purchase order, or a handwritten site-visit note.

Same problem with your own documents?

Send us a sample of what comes in - messy notes, PDFs, or free text - and we'll show you what comes back structured.

Send us a sample

Send a representative sample of your invoice lines — up to 200 lines, or a handful of invoices (max 10) — and we'll classify them to show you exactly how it works. No cost, no commitment.

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