What Enterprise Leaders Get Right and Wrong About AI
Practitioner insights from active AI adoption programs across healthcare, financial services, nonprofits, and SaaS platforms.
By Vijay Kukreja, Chief Strategy Officer, Curate Partners. With contributions from Sam Levine, Aseem Rastogi, and Jonathan Pulliza.
Based on observations from active engagements during Q4 2025 and Q1 2026 — not survey data or vendor marketing.
What CIOs Get Wrong About Enterprise AI
Cross-Industry Enterprise AI Adoption Brief
14 Pages · Cross-Industry Analysis
"Most enterprises want Tier 3 AI capabilities — generative, agentic — but haven't completed Tier 1 foundations. The gap between aspiration and readiness is where value and risk concentrate."
Enterprise AI Adoption Patterns We're Seeing
The foundation crisis is universal
Data infrastructure isn't ready for the AI strategy leadership approved.
Cost governance is the invisible blocker
Fewer than 20% had cost controls before first production use case.
Productivity tools are not an AI strategy
Conflating one tool with strategy delays progress by 6–12 months.
Change management is the actual bottleneck
Organizational fear, not technology, stalls adoption.
Two more patterns — including what the agentic frontier demands — are in the full brief.
"The organizations making progress treated AI as a capability to be earned through foundational work — not a product to be purchased."
Written for Enterprise AI Decision-Makers
- CIOs and CTOs evaluating AI strategy
- CDOs and VPs of Data assessing data readiness
- CMOs exploring AI for marketing and customer engagement
- Enterprise architects planning AI infrastructure
- Anyone responsible for AI governance or vendor selection
The Full 14-Page Brief Covers
- The Data Maturity Pyramid framework (Tier 1–3)
- Cost governance patterns for AI initiatives
- The productivity tool vs. enterprise strategy distinction
- Framework selection and consolidation guidance
- Change management playbook for AI adoption
- Agentic AI design principles and human-in-the-loop patterns