Insights
AI, engineering & AX insights
Lessons from building products, and practical notes for anyone considering AI transformation.
Why You Must Start AX Now — The 2026 Reality of Enterprise AI
95% of AI pilots show no measurable ROI in 2026 — yet starting AX (AI transformation) now matters more than ever. Agentic AI trends, how SMBs should adopt AI, and the priorities that don't fail.
AI Software Outsourcing in 2026 — Costs, Failure Rates, and a Better Model
What does AI software outsourcing cost in 2026? IT outsourcing price and failure-rate data, why traditional SI struggles with AI projects, in-house vs outsourcing vs product studio, and a checklist before you sign.
What Is AX (AI Transformation)? A Practical 2026 Guide
From the definition of AX to adoption stages, common failure modes, and how to prioritize for ROI — a practical guide from a team that ships its own AI products.
Why AI Outsourcing Fails — and How a Product Studio Is Different
The structural reasons AI projects fail when handed to a generic SI/outsourcing shop, and how a studio that ships its own products works differently.