Why enterprise AI needs customization

Enterprises are moving away from using one AI model for every task.

The article argues for multi-model routing: cheaper models for routine work, stronger models for complex reasoning, and specialized models for sensitive or deterministic tasks.

This approach can better balance performance, cost, compliance, and data control across the software development lifecycle.

It may also reduce vendor lock-in by making it easier to mix frontier, open-source, and self-hosted models.