Noam Shazeer moving from Google DeepMind to OpenAI is the kind of talent signal that creates concrete consulting opportunities for independent developers.

Here's the logic: when the co-inventor of the Transformer changes employers, enterprises with multi-year AI vendor contracts start getting nervous about whether their assumptions still hold. Cost models built around current performance-per-dollar ratios may not survive a next-generation architectural shift. Most enterprise AI teams know this is a risk but haven't done the analysis.

That's a billable problem you can solve right now.

A model migration readiness assessment — examining how tightly a company's production systems depend on specific model behaviors, context window sizes, and fine-tuning investments — is a $4,000–$8,000 engagement that almost every enterprise AI team needs and hasn't prioritized. The Shazeer news is the conversation opener. The analysis is the work.

The architectural shift hasn't happened yet. The window to help companies prepare is open now.