Infeon AI•May 20, 2026•7 min read
Where AI delivers real ROI
Document understanding, semantic search, support copilots, content drafting, code assistance, and intelligent routing — all have proven ROI today.
Where AI is overkill
Simple form validation, deterministic workflows, and low-volume internal tools rarely justify the cost and complexity of an LLM stack.
How to adopt safely
Start with one high-ROI use case. Build evals before you ship. Add guardrails and human-in-the-loop. Instrument cost, latency, and quality dashboards.