Invoice automation for golf courses

Every invoice, read like a human. Entered in seconds.

Fairway Books reads any vendor invoice — any format, any handwriting — and files it into QuickBooks. No templates. No OCR guesswork. And no access to your books until it's earned.

0%
accuracy, first pilot
0+ hrs
a week, given back
0
QuickBooks access to start
PDF invoicesPhotographed invoicesHandwritten GL codesMulti-page scansSplit-coded billsStatement vs. payableFreight-adjusted totals PDF invoicesPhotographed invoicesHandwritten GL codesMulti-page scansSplit-coded billsStatement vs. payableFreight-adjusted totals
In the field — DFW area
Trails of FriscoRidgeview RanchWatters CreekIndian CreekLakes at Castle HillsThe Tribute Trails of FriscoRidgeview RanchWatters CreekIndian CreekLakes at Castle HillsThe Tribute
Early outreach, not yet engaged — names shown with permission pending
The problem

Independent courses have been left to do this by hand.

At Coyote Ridge Golf Club, the accounting team spends over 30 hours a week manually transferring vendor invoices into their reconciliation software — one line at a time, for every bag of fertilizer, every liquor delivery, every course-maintenance bill. Not because they don't have better options. Because the AP automation tools that exist were built for country clubs with dedicated finance staff, not for the one person who's both the GM and the bookkeeper.

30+
hours a week, one club, spent on data entry that a person shouldn't have to do by hand in 2026.
The product

Forget OCR. This reads invoices the way a person does.

Traditional OCR only works if you feed it a box it already knows how to read — a fixed template, a clean scan, a familiar layout. Real invoices don't come that way. Fairway Books runs on Claude's vision models, so it reads an invoice the way your bookkeeper does: by actually looking at it.

Traditional OCR

  • Needs a per-vendor template to work reliably
  • Breaks on handwriting, stamps, and margin notes
  • Can't tell a statement from a payable invoice
  • Reads the "discounted" total, not the real one
  • One line item per bill — no split-coding

Fairway Books

  • No templates — reads any format on day one
  • Reads handwritten GL codes and approval marks
  • Flags statements, freight, and net-of-adjustment totals
  • Verifies its own arithmetic before you see it
  • Splits one bill across multiple accounts, like your books actually work
The trust layer

It has to earn write access. It doesn't assume it.

Most AP tools ask for full access to your accounting software on day one. For a course that's never had software touch its books, that's a hard ask — and the actual reason smaller courses have stuck with the status quo. So every course starts in shadow mode.

01

Extract

Every invoice is read in full — vendor, line items, GL codes, approval marks — with zero connection to your real books.

02

Compare

What Fairway Books extracted sits side by side with what your bookkeeper actually typed. Every difference is visible.

03

Approve

A human reviews every flagged field before anything is treated as final. Nothing posts on its own, ever.

04

Earn access

Only once the accuracy is proven, on your own invoices, does write access to QuickBooks become a conversation.

The proof

From a real pilot, not a demo.

First live pilot: Coyote Ridge Golf Club, a real independent course in the DFW area, running in shadow mode against real invoices.

Coyote Ridge Golf ClubShadow Mode
0%
accuracy on vendor, date, and total — hand-verified against the actual paper
0
real scanned invoices tested, not synthetic samples
1
day to ship handwritten GL-split coding, requested by the client mid-pilot
1:5
bills the bookkeeper splits across two accounts by hand — now handled automatically
Signed & verified against paperPilot, week one
Nikhil with GM Jim Sanders at Coyote Ridge Golf Club

"Loved it — thinks it'll be great once integrated."

Jim Sanders
GM, Coyote Ridge Golf Club — first pilot session, Frisco, TX
Why golf, why me

This started with people, not a market map.

A GM who trusted me with his real invoices on day one. A coach who taught me the game long before I knew what a GL code was. Fairway Books exists because of both.

Nikhil and Jim Sanders at Coyote Ridge Golf Club
First pilot session
Nikhil with his high school golf coach
Golf coach validation
Follow the build — @nikki.buildsfr
By the numbers

Where the pilot stands — and where the model is headed.

The pilot numbers above are real and verified. The figures below are forward-looking targets, not results yet — marked clearly, because a founder page should never blur the two.

40+
real scanned invoices processed to date, 100% hand-verified
1
course in active pilot, more in early outreach
$—
per-course pricing, not yet set
Placeholder — TBD
Get in touch

Run a pilot at your course.

Shadow mode means there's nothing to risk. We connect to nothing, change nothing, and show you exactly what the tool would have entered against what your bookkeeper actually typed.

  • 01 No QuickBooks access required to start
  • 02 Set up on your own real invoices, not a demo
  • 03 You see every flagged field before anything counts

We'll reply within a couple of days. Starting a pilot never requires QuickBooks access.

Thanks — we'll be in touch.

We read every inquiry personally. Expect a note back within a couple of days.