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Field notesOctober 28, 20266 min read

Gojimbo: a flat fee for the rides that never needed dispatch

Drivers already have passengers who ask for them by name. We built the software to run that as a business — and kept out of the fare.

INCUVEN TeamVenture Studio

Most drivers who have been on the road for a while have a few passengers who ask for them by name. The nurse with the 5:40 a.m. shift. The consultant who flies out every other Thursday. The family that needs the airport run twice a year and would rather not gamble on whoever is nearest. Those riders already trust one specific person. What they do not have is a way to book that person that is better than a text message.

Gojimbo is what we built for that relationship. A driver publishes their calendar, sets their own rates, and their private clients book straight into the open slots. The driver keeps every dollar of the fare and pays a flat $20 a month instead of a commission. It is in pilot now, and it started from the same instinct as Vitrifarm: build for the side of the market that does the work.

The trip is not the problem#

A ride-hailing app solves a real problem very well: I need a car, now, and I do not care whose. That is a dispatch problem, and dispatch is what the 20% commission pays for — finding the nearest car, pricing the moment, guaranteeing that somebody shows up.

A planned ride with a known driver has none of those problems. The rider already chose the driver. The time was settled days ago. There is nothing to dispatch. Charging a fifth of the fare to route a trip that needed no routing is a tax on a relationship the platform did not create.

So we did not build a better dispatcher. The question was narrower and more useful: what does a driver need in order to run their private clients as a business, instead of as a pile of WhatsApp threads? The answer looks a lot less like a ride app and a lot more like back-office software:

  • A calendar that clients can book into, published up to a month ahead, so scheduling stops happening by text.
  • Automatic or manual confirmation, with the app checking that a new trip actually fits around the rest of the day before it lands.
  • Pricing the driver controls — flat by zone for airport routes, base plus mile plus minute for everything else — locked at booking, with no surge.
  • A cancellation policy that enforces itself, shown on screen before the booking and applied to both sides.
  • Real-time accounting: every trip, its fare and its costs, with reporting a driver can hand to an accountant at tax time.

None of that is glamorous. All of it is what turns a handful of loyal passengers into a recurring income stream.

A fee, not a cut#

The pricing decision shaped the product more than any feature did.

A commission makes the platform a partner in every fare, and partners want a say. It pushes towards controlling the price, holding the money and owning the customer. A flat subscription does the opposite: once the driver has paid the month, Gojimbo has no stake in any individual trip. So it does not set the fare, and it does not touch the payment — the rider pays the driver directly, however the two of them agree. Riders sign up for free.

The arithmetic is not subtle. At a $65 fare, a 20% commission is $13 a trip; the subscription has paid for itself before the second ride is over. But the more interesting consequence is structural. A product that does not sit in the money flow is simpler to build, simpler to trust, and simpler to take to a new country, because it is not quietly becoming a payments company along the way.

Reliability without dispatch#

There is one thing dispatch does genuinely well, and the private-driver model has to answer for it: what happens when the driver cannot make it. A flat tyre at 5 a.m. is an inconvenience on a ride-hailing app — another car appears. With one trusted driver, it is a missed flight.

Our answer is the pod. Drivers in the same area group themselves with other Gojimbo drivers they know, and the pod becomes each other's backup when a confirmed trip has to be handed off. It turns the single point of failure into a small, local network — built from the same kind of trust the rider relationship already runs on, rather than from an algorithm picking a stranger.

Of everything in the product, this is the piece we think matters most. A private driver is only a real alternative if confirmed means confirmed.

Three apps, one record#

Under the surface, Gojimbo is three views of the same trip: the driver app (availability, a weekly departure board, vehicles, documents, earnings), the passenger app (driver profile, slot picking, locked price, trip status, receipts that can be expensed), and an operations console for driver verification and disputes.

They are not three products wired together by an integration. A booking is one record, and each app is a window onto it. That sounds like an implementation detail, but it is what makes a confirmation, a cancellation or a hand-off to a pod driver show up identically for everyone at once — which is the whole promise.

Verification sits in front of all of it. A driver needs a license, current commercial insurance and a registered vehicle, and an unverified driver cannot receive bookings.

Designed to coexist#

Gojimbo does not ask anyone to quit ride-hailing. It fills the slots a driver publishes; what they do outside those slots is their business. Plenty of drivers will do both — the commission platforms for the unplanned hours, their own clients for the planned ones.

That shaped a smaller decision we care about. The invite kit a driver uses to bring clients over — a code and a QR — is reactive by design. It is for when a rider asks how to book that driver directly. There are no stickers for the window and no cards on the back seat, and we will not suggest a growth tactic that depends on bending another platform's terms. A product built on trust has to earn it from the drivers first.

Where it stands#

Gojimbo is running pilot programs in Miami, Orlando, Tulsa and Seattle, in Venezuela, and in parts of Europe, with the first month free for drivers.

What this one taught us#

Look for the commission that pays for nothing. Intermediaries charge for the work they do. Where a relationship already exists and the work is gone, the fee is still there — and that gap is a product.

Build the tool for whoever does the work. Vitrifarm became trustworthy by building the pharmacy's own system first. Gojimbo is the same move on a different market: software the driver would want even if no new rider ever arrived.

Stay out of the money if you can. Not holding the fare made the product easier to trust, easier to explain and easier to take across borders.

If you drive and already have clients who ask for you by name, you can start at gojimbo.app. And if you are sitting on an idea with that same shape — a relationship that already exists, and a tool that does not — tell us the shortest version of it.