
The AI Adoption Ladder
Nine stages of AI coding adoption, from First Licences to the Dark Factory, and the bottleneck at each one. A field model from re:cinq engagements.
— re:cinq

The client work we've done, alongside the research and frameworks that shape our approach.

Nine stages of AI coding adoption, from First Licences to the Dark Factory, and the bottleneck at each one. A field model from re:cinq engagements.
— re:cinq

A federated model that brings agentic development to every team. The operating model and six capabilities every software factory needs at scale.
— re:cinq

This book introduces a pattern-based framework for transformation, identifying dozens of patterns, pitfalls, and anti-patterns that give technology leaders a shared language to understand change and guide their organizations toward the AI Native future.
— Pini Reznik and Michael Müller
AI training turned 1.5 stagnant years into a 3-day launch.
Increase in agentic coding usage
To ship a mobile app stalled for 18 months
Developer AI-hesitancy, before and after
Property management software · $3B platform · 100 engineers trained


A practical, easy-to-follow guide to understanding and using AI in your work and life.
— Pini Reznik
How an AI-Native conversational layer transformed access to a complex maritime routing API, turning latent platform value into answers.
Maritime technology · AI-Native architecture

re:cinq's platform engineering approach revolutionised our AI capabilities, enabling us to scale AI initiatives across the entire organisation with unprecedented efficiency.
— Technology Company Client
Faster AI model deployment
Lower infrastructure costs
More AI experiments per quarter
Technology & software development · Platform engineering


Warum der deutsche Maschinenbau jetzt handeln muss. Ihr Praxisfahrplan für mehr Effizienz, Qualität und eine zukunftsfähige Fertigung.
— re:cinq

Unlocking the Power of Platforms – Maximising ROI with Platform Engineering, AI Engineering, and Cloud Native Engineering
— re:cinq
Learn how re:cinq provided an assessment of seabo's platform and created a strategic roadmap for future growth.
Cloud providers consolidated to one
Faster data pipeline processing
Stakeholder data transparency
Shipping & maritime technology · Platform assessment

Discover how re:cinq optimised a company's infrastructure to halve its carbon emissions using sustainable IT practices.
Lower IT carbon emissions
Monthly petrol-car driving avoided
Sustainable IT · From 967.59 to 580.55 kgCO₂eq/month
