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Point of View — Engineering Leadership for Enterprise

Point of view on digital platform ownership, enterprise CPQ, AI-native systems, and what it actually takes to build technology that works for growing companies. Articles are written by the founders and senior engineers doing the work, not a marketing team.

AI-native

Moving AI from pilot to production: what production-ready actually means

Michał Witkowski · COOJul 2026

Most enterprise AI never leaves the pilot. What production-ready actually means for a business system, why AI pilots stall, and how to move them into production.

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Modernisation

The measurable ROI of modernising a rigid ERP or CRM

Most ERP and CRM modernisations never prove their return — because nobody defined it before the project started. What to baseline, which metrics prove value, and why the return is won or lost after go-live.

Michał WitkowskiJul 2026

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