The shift
The challenge is no longer simply accessing AI. It is providing reliable, up-to-date, validated and governed internal context. That asset base already exists, but remains scattered across data, applications, documentation, decisions and human expertise.
Three signals converge
AI projects struggle to move beyond POC
Without reliable and governed assets, scaling remains difficult.
Read the analysisInternal context becomes central
AI tools now connect models to internal sources, tools and workflows.
Read the analysisTeams are moving from prompts to structured context
Code, documentation, tickets, decisions and business rules become assets to organise.
Read the analysis