What's happening
Microsoft, OpenAI, Anthropic, AWS and Meta are collectively pouring over USD 8 billion into the forward-deployed engineers model: putting engineers directly inside their enterprise customers. The goal? Move AI from pilot to real operation, adapting systems to each business's workflow.
The number that matters
71% of executives point to organizational readiness — not technology — as the main barrier to making AI work.
The takeaway for a decision-maker is powerful: the competitive edge is no longer about having access to the best model, but about the ability to integrate it into processes, data and teams. That's where the real ROI bottleneck sits.
The Qualis view
The fact that even the AI giants have to place engineers inside companies confirms something we see every day: technology alone isn't enough. Real adoption demands integration, solid processes and quality assured at every step. It's exactly the work of walking a team through it so AI doesn't stay a nice pilot, but runs in production, reliably.