AI

The LLM Product Loop

The teams winning with AI are not the ones with the best models. They are the ones with the tightest loop.

Access to capable models is no longer the bottleneck. Everyone calls the same APIs. The advantage moved to whoever turns a model into a working product loop fastest.

That loop is simple to describe and hard to run: ship a thin version, watch real users, fix the worst failure, repeat. Teams that run it overnight beat teams that plan for a quarter.

The model is a commodity. The loop is the product.

Where Teams Stall

Most teams over-invest in the model and under-invest in the feedback loop around it.

Get something real in front of users and let their behaviour decide what to build next.