AI commoditises capability fast. It doesn't commoditise accountability. The pricing power moves with whoever takes responsibility for the outcome - not whoever shipped the smartest tool.
Every AI investor's pitch deck has the same hockey stick. Capability improves; revenue follows. Customers will pay because the tech is better.
The pattern history shows: customers pay whoever delivers reliable outcomes in the real world. The capability is necessary, not sufficient. The value goes to whoever absorbs the integration, the financing, the SLAs, the accountability when something breaks.
A tool performs a function under ideal conditions. Benchmarks, demos, controlled trials. A solution works in the messy real world - your customer's specific context, with their constraints, on their timeline, with someone on the hook when it doesn't.
The gap between tool and solution is enormous. It's everything a tool doesn't include: integration into the customer's existing systems, financing for the upfront cost, training for their staff, SLAs for performance, accountability for failure. Solutions wrap tools in all of this and absorb the risk.
Customers pay for solutions, not tools - because they're buying certainty, not capability. As AI commoditises capability, the difference between tool and solution grows. Tool providers race to the bottom. Solution providers capture the margin.
When the breakthrough wasn't the tool. It was the solution wrapped around it.
By 2010, solar panels were technically excellent and increasingly affordable. Adoption stayed low. Homeowners couldn't finance the upfront cost; banks viewed solar as risky.
The unlock wasn't a better panel. It was leasing models and Power Purchase Agreements - financial structures that let homeowners install panels with no upfront cost, paying a fixed monthly fee or per-kWh rate. The companies who handled the financing also took on maintenance and performance risk.
The panel manufacturers became commoditised suppliers. The financing and service firms - SolarCity, Sunrun - captured the value. They were the solution providers. They absorbed the risk, owned the customer relationship, set the pricing. Same pattern is playing out with AI right now.
Both models have winners. But the solution model captures more value per dollar of AI investment because customers pay for certainty, not capability.
Factories struggled to adopt industrial robots not because the robots were bad but because deploying them required capital, expertise, and risk-taking the factories didn't want. Formic took on all three. Robots installed at no upfront cost, paid per hour of work, Formic owns maintenance and performance.
Formic captures the value because they absorbed the risk and the integration. The robot manufacturers underneath are commoditised suppliers.
OpenAI, Anthropic, and Google ship capability. Application companies built on top of them (Cursor, Perplexity, Harvey) ship outcomes - the customer's coding productivity, research workflow, or legal work delivered end-to-end.
For now the foundation model vendors capture more absolute revenue. As capability commoditises across providers, the customer relationships and outcome ownership held by the application companies become durable - and the value migrates.
Each unfolds different economics over the decade.
Your firm can play this as a tool provider - best-in-class AI capability sold to whoever wants it - or as a solution provider, owning the outcome end-to-end and absorbing the customer's risk. They look similar; they earn differently.
Roles thrive by resolving scarcity, risk, or coordination. AI moves which one is scarce.
A tool optimises the old game. An engine rewrites it.
Tool providers eat solution providers the moment the work standardises.
Built around AI as the nervous system - not bolted on top of legacy work.
The new power move is shaping the choice set, not winning the choice.
Capabilities commoditise. Outcomes don't. Be on the side of the table the customer is paying.
An advisory engagement that maps where value accumulates in your industry's AI value stack - and positions you on the side that captures it.