Collaborate
Four unlike industries,
one room
Grotap Research is a collaborative group of innovators drawn from four different kinds of business. We come together because a problem that looks unsolvable inside one industry is usually routine in another — and because the answer that survives is almost never the clever one. It is the simple one.
Four industries, one room
The mix is deliberate. We are not trying to assemble specialists in one field who already agree with each other. We are trying to put a problem in front of four people who have never had to solve it the same way. Each seat brings a different instinct in, and takes a different thing back out.
Field operations & physical inventory
Work that happens outdoors, on vehicles, across acres — counting, moving and tracking real objects that do not sit still.
BringsHard constraints. Gloves, dust, sun glare, dead zones, and a crew that will not use a tool that takes more than a few seconds.
TakesAutomation of the count, and a record of where things actually are instead of where the paperwork says they are.
Manufacturing & production
Repeatable processes with fixed stations, measurable throughput, and a strong culture of never doing the same setup twice.
BringsProcess discipline — cycle time, tolerance, changeover cost, and the habit of asking what the line does when the tool fails.
TakesFlexible tooling for small runs, and traceability that does not need a dedicated person to maintain it.
Agriculture & land-based business
Seasonal, weather-bound work where the plan is written months ahead and rewritten the morning it rains.
BringsLong feedback loops and real tolerance for uncertainty — the discipline of deciding on incomplete information.
TakesForecasting, availability and scheduling that hold up when the season moves under them.
Software & services
The people who build the systems, run the platform, and have to keep it standing after everyone else has gone home.
BringsBuild capacity, version control, and the reflex to make a fix permanent instead of doing it again next week.
TakesProblems that are real. Nothing sharpens a system faster than an operation that will stop using it the day it becomes annoying.
Cross-pollination is the whole mechanism. A field crew's tracking problem is a manufacturing traceability problem wearing different clothes. A grower's season-long forecast is a capacity-planning problem. When four seats describe the same problem in their own language, the version that is easiest to build tends to show up on its own.
The simplest way wins
We optimize for the simplest solution that survives contact with a real operation — not the most sophisticated one. Sophistication is easy to fund and hard to keep running.
The bar is survival, not elegance
A solution counts when it is still in use after the novelty wears off, the person who championed it gets busy, and nobody is watching. Anything that cannot clear that bar is a demo.
Fewer moving parts beats more capability
Every option, setting and integration is one more thing that can be wrong at six in the morning. We cut features to cut failure modes, and we would rather ship one path that always works than five that mostly do.
Solve it where it is already solved
Before building anything, we ask the other three industries how they handle it. A borrowed answer that has run for twenty years somewhere else beats an original one that has run for a week here.
Say what actually happened
Results come back to the room the way they occurred, including the parts that did not work. A group that only reports its wins stops being useful to the people in it very quickly.
How a problem moves through the group
Four steps, in order. Most problems make the trip more than once.
Bring the problem
A member describes something real from their own operation — the task, what it costs today, and what would count as fixed. Not a feature request. A problem.
The room reframes it
The other industries restate it in their own terms. This is where most of the value is: the reframing usually shows that half the original problem does not need solving at all.
Build it with the agent fleet
The agreed slice goes to the agent fleet as a scoped piece of work. It is planned, built, reviewed under human gating and shipped on the shared platform, rather than rebuilt from scratch for each member.
Run it and report back
It goes into a real operation, and the result comes back to the room — what held, what broke, what people quietly stopped using. That report is the input to the next pass.
Why it costs less
The point of the group is to reduce the cost of innovation for business owners. Separately, each member pays full price to discover the same things. Together, the expensive parts get paid for once.
Shared tooling
Test rigs, hardware benches, measurement setups and the hard-won configuration that finally made them work are shared. One member proves out a piece of equipment; nobody else has to buy it to find out how it behaves.
Shared platform
Authentication, tenancy, billing, storage, deployment and the app shell already exist and already run in production. A new idea starts as a feature on a working platform, not as a new system that needs a year of groundwork first.
Built by agent teams
The build is done by AI agent teams that plan, implement and review under human gating — so the work is not billed by the hour, and every reviewed run leaves a lesson behind that the next run reuses. See how the agentics work →
Bring us a problem
If you run an operation and there is a job inside it you have quietly accepted as expensive — that is exactly the kind of thing this group exists for.
Join the group →Or send us a note first and tell us what you are working on.