The winners of the next decade won't be new companies. They'll be existing businesses with real customers and real revenue that get rebuilt in time. That's the market we work in.
Most operators layer AI on top of the business. The ones that win rebuild around it, with a live model of the operation at the center and people sitting on top of it rather than inside it. Judgement, taste, and customer trust stay human, and everything else becomes addressable by agents.
At PP we believe the advantage isn't headcount. It's the speed of the loop between signal and action. This is the agentic economy taking shape: systems that run on their own, around the clock. The businesses rebuilt for it move at machine speed. The rest become suppliers to the ones that did.
The economics of the AI stack are skewed. Research by Apoorv Agrawal (Stanford MS&E 435, The Economics of Generative AI: Two Years Later) shows 93 percent of value still sits in the semiconductor layer.
| Layer | Share of profit | Notes |
|---|---|---|
| Semiconductor (NVIDIA-dominated) | ~70% revenue / ~79% gross profit | One-player game. $350B extra revenue in two years moved the share by almost nothing. |
| Infrastructure (hyperscalers, compute, model labs) | ~14% of profit | Margins squeezed by energy costs. |
| Application (apps, agents, organisations) | ~7% of profit, up from 3% | Where the value lands eventually. |
The cloud cycle ran the other way. Apps captured roughly 70 percent of profit, but it took fifteen years. AI may follow the same arc. The cost of intelligence is collapsing, but the value hasn't landed in the application layer yet, because almost no business has been rebuilt around it. Intelligence gets cheaper every quarter; businesses built to use it stay rare.
The split flips when the application layer builds agentic-first companies: strategy, product, and agents running as one system, not loose projects next to each other.
The value of AI in a business cannot be captured by selling AI. Only by owning the outcome with the business it transforms. Everyone is racing to sell the shovels. We put our capital in the mine.
The model is fungible. Every competitor rents the same one. The advantage is captured judgement: the way this business quotes, plans, prices, and decides, built into systems that compound and survive every model release. That is what the Loop stores.
The mid-market runs on a person, not a process map. Horizontal AI configures around the process and never reaches it. We build around the operator, and the build compounds on their P&L.
The cost of intelligence is collapsing for every company at once, so intelligence alone is no advantage. The edge is proprietary knowledge in systems you control: your data, your compute, your alpha. The labs that own the models have every incentive to move up the stack.
The Loop is our agentic factory: agentic systems that propel your business. We use it to rebuild old processes around agents, build entire new systems where none existed, and sharpen the edge that made the business win in the first place.
Every business we rebuild runs on it. Three steps.
Every agent we build has a real job: one process, one hard target, measured output. The Loop is not the model. It is the judgement captured around it, and it compounds with every build. Before we build anything we answer one question: better than what? If we can't answer with a number, we don't build it. No general AI layer. No me-too products.
The goal is a great business, not the highest margin. We are operationally competent, so the profit follows.
Simplification is the work. Every process we touch gets simpler, not fuller. When the office understands it without explanation, it's done.
We finish the unseen parts. The contracts, the data, the structure under the business. Anyone who ever looks under the hood sees that someone cared.
People can tell when you care. We take over businesses people spent their lives building. Their team stays, their craft stays, their name stays if it's good. What changes is everything around it.
We're building agentic systems that push what's technically possible while delivering measurable value inside real businesses. Our team combines rigorous engineering with operator judgement, and we're looking for builders who want their work to run a company, not a demo.
hi@parallelpartners.aiParallel Partners rebuilds mid-market companies into agentic-first operations.
Built in parallel.