How to design an agtech pilot that actually closes the next 10 deals

Most agtech pilots end the same way. Six months in, a polite email from the partner says the trial "went well." A 14-slide deck gets passed around internally. The next sales call does not move faster because of it. The next investor meeting does not get easier because of it.

That is a failed pilot, even when the agronomic results were good. A pilot that produces no compounding leverage on the next deal is just an expensive case study for one farm.

The fix is not a longer pilot or a bigger pilot. It is four design choices made before the pilot starts.

1. Pick the KPI the buyer would defend in front of their boss

The most common mistake is choosing the KPI that flatters the product. Yield uplift is the textbook example: easy to measure, easy to spike with cherry-picked plots, almost never the metric that closes a deal.

Sit with the buyer — not the agronomist running the trial, the person who would actually sign a contract — and ask one question. "If this pilot works, what is the one number you will use to justify rolling it out next season?" Whatever they say, that is your KPI. Often it is something boring. Days saved per hectare. Compliance reports filed on time. Reduction in input cost per tonne. Boring is correct. Boring is what gets defended in a budget meeting.

If the buyer cannot name a number, you do not have a pilot. You have a science project.

2. Choose a farmer cohort that maps to your next 50 customers

Pilots get sold to whoever says yes. That is how you end up with results from a 2,000-hectare progressive grower whose setup looks nothing like the rest of the market. Beautiful data, useless evidence.

The cohort needs to look like the customers you intend to close in the next twelve months. Same crop. Same farm size band. Same mechanisation level. Same buying channel — direct, dealer, cooperative. If you sell through cooperatives in southern Spain, your pilot needs to run on a member of that cooperative, with that cooperative in the room. Otherwise the pilot proves nothing about the channel that will actually carry your sales.

Three representative farms beat one perfect farm. Always.

3. Build a control. Even a sloppy one.

Agtech founders push back hard on this. "Farmers won't accept side-by-side trials." "The conditions are too variable." "We don't have time to set up controls." All true. None of it changes the fact that without a counterfactual, your pilot data is unreadable to the next buyer.

A control does not have to be a randomised trial. It can be the same farm last year. It can be the neighbouring field. It can be the regional average from the cooperative's own data. The point is to give the next buyer something to compare against, in a format they will recognise. If the answer to "compared to what?" is "compared to nothing", the deck dies in the buyer's inbox.

4. Capture the assets while the pilot is happening, not after

This is where most pilots leak the most value. The trial ends, and now somebody has to retroactively build the case study. Photos are missing. Interview quotes were never recorded. The agronomist who ran the trial has moved roles. The numbers are in three different spreadsheets. What should have been a sales asset becomes a six-week internal project nobody wants to own.

Build the asset capture into the pilot timeline from day one. Schedule a 20-minute interview with the farmer at week 4, week 12 and week 24, recorded. Send a photographer once at peak season. Set up the data dashboard before the trial starts, not after. Decide in advance which two quotes you need on camera to use in the next sales deck.

By the time the pilot ends, the case study should already exist in draft. If you are still writing it three months after the trial closed, the momentum is already gone.

What this changes

A pilot designed this way costs roughly the same as one that is not. The difference shows up in what happens next. The case study becomes a tool the sales team actually uses. The investor deck stops relying on TAM slides and starts relying on outcomes. The next pilot becomes easier to sell because the previous one has a credible artefact behind it.

Pilots are not a research line item. They are a sales line item. Design them that way.

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If you are about to commit a quarter and a budget to a pilot, the GTM Audit is the cheapest way to pressure-test the design before you start. 90 minutes, written plan in 48 hours, refundable if it isn't useful.