Should a company build custom AI models or use off-the-shelf APIs?

Reviewed by Jason Burns, Editorial Steward · Last updated

It depends — most companies should start with off-the-shelf APIs, then move to fine-tuning or custom models only when a specific task, cost profile, or data-residency requirement justifies the engineering investment.