It’s 2026 and almost every product has an “AI” feature. Most of them are a chat box bolted onto a sidebar. Some are genuinely useful. The difference is rarely the model. It’s the work around the model.
The unsexy parts
Where the time actually goes on a serious AI integration:
- Picking the slice of work where AI is faster and more accurate than a human.
- Pulling the right context, without leaking customer data into a prompt.
- Building the human handoff. The 5% of cases where a person needs to take over should feel like a feature, not a failure.
- Logging, evals, and the boring loop of “why did the model say that?”
None of that fits in a launch tweet. All of it is what separates a useful AI feature from one that gets quietly disabled in week three.