A difficult equation
AI companies often face real costs for training, inference, sales and support. Rapid growth can coexist with heavy capital requirements.
To assess a business, headline adoption needs to be paired with retention, gross margin, customer concentration and actual usage.
Distribution matters
A technically impressive model is not necessarily a durable business. Companies with existing customer relationships, proprietary workflows or useful data may have advantages in reaching the market.
Specialized products can win by solving expensive problems with a clear return on investment.
Look through the cycle
Some infrastructure will prove essential; some experiments will fail. The question is which capabilities customers continue paying for after novelty fades.
The next phase rewards proof, not just possibility.