Start from the real task
When budgets are tight, early AI projects should lower cost, save time, or improve measurable conversion.
A case is not yet a market
The signal matters when it clarifies a real service task, deliverable, and acceptance rule, not when it only shows a demo.
Check the delivery boundary
- Prefer low-cost validation over broad product bets
- Keep the test narrow: one service scenario with clear inputs, deliverables, acceptance rules, and human review
What still needs proof
Treat this as a primary signal, then still check pricing, limits, and real adoption before acting. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.