Why Prompt Engineering Is Real Engineering

Prompt engineering gets dismissed as 'just writing better sentences.' That's not how it works in production.

Real prompt work looks like software engineering: version control, test suites, evaluation metrics, and rollback plans. You need structured outputs, failure modes, and latency budgets.

The teams shipping reliable AI products treat prompts as code — with reviews, benchmarks, and continuous improvement loops.