WARP
How Far to Insource AI: Drawing the Line Against Outsourcing
Insourcing is a means, not an objective. You do not need everything in house, and handing it all over causes its own problems. Two axes settle it: how often it changes, and how much your own operational knowledge matters. IPA found 85.5% of Japanese firms short of people to drive DX. Given that, here is how to decide what sits inside.
2026-09-20Ryuta Hamamoto
![Looking for Export Classification Outsourcing or Support? Outsourcing vs. Tools vs. Hands-On Support, and a Roadmap for Building In-House Capability [2026 Edition]](/images/columns/export-classification-outsourcing-support-guide/cover.en.png)