About thinkⁿ
AI is one of the greatest revolutions in how work gets done.Most companies don’t know where to start.
thinkⁿ is an applied AI engineering lab for the companies that build, make and move America. We work at the frontier so you don’t have to, and build what your team needs on a foundation your company owns.
What we see at the frontier
Software is getting cheap. The way you work is the asset.
For forty years, companies bent how they work to fit the software they bought. Now software can be drawn from how a company works, when it’s needed. What lasts is the way your business runs, and it should belong to your business.
For forty years
You buy the software, then fit the business to it.
From now on
Software is drawn from how you work, when you need it.
- 01
Intelligence keeps getting cheaper.
Every few months the models do more for less. Last year’s research project is this year’s tool.
- 02
Every piece underneath gets replaced.
Models, tools and vendors change, often mid-build. What your company knows about how it works has to outlive all of them.
- 03
The gains come from rebuilding the work.
Most systems assume a person does every step. The return comes when agents take the routine steps and people make the calls.
The gap
The companies that need AI most have the fewest people to build it.
A staff-level AI engineer is hard to find, hard to keep and lonely as a team of one. So most companies are left with four kinds of help, each built for a different job.
Software vendors
What they’re built to do: One product for every company. You rent it, and fit your business to it.
What you’re left withA subscription
Consultants
What they’re built to do: Study the business and recommend. The building is left to you.
What you’re left withA plan
Your IT team or provider
What they’re built to do: Keep today’s systems running. Building AI is a second job on top.
What you’re left withThe systems you had
Hiring AI engineers
What they’re built to do: You compete with labs and tech companies for the same few people.
What you’re left withA role to fill
An applied AI team, alongside yours
What they’re built to do: Engineers at the frontier, building inside your business on the systems you already run.
What you’re left withWorking tools, a foundation you own, and the keys
Why industrial
We chose the companies that keep the country running.
More work than hands.
Fabricators, plants and distributors have more coming in than their teams can turn around. The limit is capacity, and capacity is what AI supplies.
Served last.
Most software is built by software companies, for software companies. The frontier rarely reaches the shop floor first.
Judgement, every day.
Due dates, moving parts and calls a rule can’t make. An ERP nobody enjoys, a dozen spreadsheets, and the rest in people’s heads. That’s the work worth building for.
Forging the Shaft · John Ferguson Weir · 1874–77
How we think about growth
Find the limiting factor.Remove the constraint.Then the next one.
Every business has one constraint that sets its pace: the quotes queued on one desk, the schedule only one person can build, the invoices that wait for Friday. We remove it, find the next one and keep going, towards whatever goal you’re pursuing.
The whole line moves at the pace of its slowest step.
Schedule is the constraint. Everything behind it waits.
How we work
By design,our own company is AI-native.
Our team is intentionally lean, supported by a fleet of agents. We’re maximising our own capacity and sharing what we learn with our customers. The methods we run on our own company are the ones we bring to yours.
How we maximise our own capacity
- 01
Find our constraint
Wherever our own team is the limit on what we can take on.
- 02
Hand it to the fleet
Agents take the work. We review it together, and a person decides what ships.
- 03
Share what we learned
What worked, what didn’t and why, written down for the fleet and passed on to our customers.
- 04
Ship the next revision
More capacity, built on the last revision. Then we find the next constraint.
Every agent takes its work from the founders and hands it back before it’s done. Each band is a revision of our own infrastructure, and more capacity, built on the one before it.
Every agent answers to a person, and so does every agent we build for you.
What we hold to
What we care about.
- 01
The way you work belongs to you.
It’s the most durable asset a company has. We build on accounts you control, and if you leave, it leaves with you.
- 02
A person stays accountable.
Agents draft and do the routine work. The person who owns the work decides what goes out. Autonomy grows as trust is earned, and never ahead of it.
- 03
The same team, doing more.
We add capacity where growth is stuck, so good people spend the day on the work only they can do, and get home on time.
- 04
Leave something behind.
Every tool should make the next one faster to build. Work that leaves nothing reusable gets scoped differently.
- 05
Adopt what works. Keep every piece swappable.
We use the best models and tools the market has proven. Nothing we build ties you to one vendor, ours included.
- 06
Order where the work repeats, room where it doesn’t.
Agents take the work that repeats. Judgement, relationships and new ideas stay with your people.
- 07
Strong enough to act, loose enough to update.
We make the call, say what we’re assuming, and change course when the work shows us we’re wrong.
Start with one question
If you can picture a better way of working, it can be built.
Bring the question that costs your team the most hours. We’ll tell you what we’d build first, or give you a straight answer that it isn’t worth building.