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Enterprise AI2026-07-20 · 9 min
Enterprise AI Development: From Pilot to Production
The governance, security, and integration work that separates enterprise AI from startup experiments.
Enterprise AI is a portfolio problem
Multiple use cases, multiple owners, and a governance model — successful programs sequence them by ROI and readiness.
Security and compliance come first
Access control, audit trails, data residency, and deployment options are requirements, not features.
Integration is most of the work
The model is the small part. Connecting it to SAP, Salesforce, legacy systems, and your data estate is where delivery happens.
Frequently Asked Questions
How do enterprises start with AI?
With a readiness assessment and one high-value pilot, governed by a clear operating model — not a big-bang program.
Ready to act on this?
Book a 30-minute call — a senior engineer will map the highest-value path for your business.
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