Enterprise AI succeeds when engineering discipline meets domain specificity—not when chatbots demo well in boardrooms.
Use-Case Prioritization
Score use cases on data availability, error cost, and automation potential. Start with high-volume, low-risk tasks.
LLM & RAG Architecture
Retrieval quality determines answer quality. Invest in chunking, metadata filters, and evaluation datasets.
Computer Vision Deployment
Train on facility-specific data. Edge deployment reduces latency for safety-critical alerts.
Production & Monitoring
Log prompts, outputs, and human overrides. Set drift alerts and quarterly model reviews.