Give me anything.
I'll figure it out.
A photo of the whiteboard. A half-filled roster. A stack of WhatsApp messages. Hand FarmAgent your operation however you actually keep it — and the AI Chief of Staff assembles it into one clean, working picture. No template. No reformatting. No nightly re-keying.
| Crew | Field | Task | Day |
|---|---|---|---|
| Cuadrilla-1 | Bloque Norte | jima | lun–mar |
| Cuadrilla-1 | Bloque Sur | poda | jue |
| Cuadrilla-2 | Bloque Este | riego ✎ | miér |
| Cuadrilla-2 | Mesa Alta | escarda | lun |
When GenAI arrived, everyone else demanded clean data first.
We did the opposite. We built an AI Chief of Staff and plugged it into FruitScout's six-year ground-truth fortress — so it can take the operation as it really exists, on whiteboards and clipboards and in people's heads, and turn it into something measurable from day one.
Onboarding isn't a form to fill out. It's the first thing the Chief of Staff does for you.
"Coming off the field and entering chicken scratch into a spreadsheet." — how farm labor data gets recorded today (industry, verbatim)
This is what "anything" looks like.
No template, no app to learn — just a phone photo of however the crew already tracks the week. The Chief of Staff reads each one and folds it into the schedule above.
Four things no incumbent does together.
Every other tool makes you pre-clean the data — reformat to their template, de-duplicate before import, or pay for white-glove migration. The Chief of Staff does the assembling.
Ingest anything
Spreadsheets, IMSS exports, photos of whiteboards and clipboards, sticky notes, WhatsApp threads. Printed or handwritten. No template to match.
Any formatReconcile across artifacts
The same crew on the roster and the whiteboard becomes one crew — not two. Workers, crews and fields are resolved across every artifact and against what you already have.
One pictureConfirm — never silent
Confident matches merge automatically; anything uncertain is shown side-by-side for a one-tap decision, with the reason. Every merge is reversible. Nothing changes behind your back.
You stay in controlAsk for what's missing
"I have your crews and this week's schedule — I still need the roster for Cuadrilla-3." One prioritized ask at the right moment, not a form that nags.
Chief-of-Staff initiativeA conversation, not an import wizard.
Upload
Send whatever you have, in whatever order, over the channel you already use.
Assemble
Each artifact is read and folded into one accumulating picture of your operation.
Confirm
Review the handful of uncertain merges side-by-side. Approve in a tap.
Ask
The agent tells you the one thing it still needs to complete the picture.
Ready
A live schedule and org — set up in FarmAgent, ready to run.
It already works on the messy stuff.
Measured on the FarmAgent onboarding evaluation corpus (agave labor fixtures). Internal validation — see the 038 spec & validation log.
The fastest way to lose a grower's trust is to quietly merge the wrong two people. So the Chief of Staff shows its work — what it matched, why, and how sure it is — and asks before it does anything it can't cleanly undo.
- Side-by-side review
- Every merge reversible
- Provenance on every field
- Strong-ID conflicts always asked
Making the unmeasurable measurable —
starting on day one.
The barrier most ag software hits at the door — "first, go clean up your data" — becomes the moment FarmAgent proves it's worth keeping. That's the funnel: a Chief of Staff that earns trust before you've typed a thing.