Engineering 2028 Leading Human + AI Teams Responsibly

Engineering leaders are entering an AI-driven turning point that is reshaping how teams create value.

Produced by CTO Craft in partnership with Damilah, this report draws on insights from senior technology leaders navigating the shift to AI-augmented engineering.

The findings challenge the dominant narrative. Rather than shrinking teams, AI is expanding what engineering organisations can deliver. With 92% already deploying AI in their delivery processes, leaders are planning for growth – not headcount reduction.

Looking ahead to 2028, the report explores how engineering roles, governance, and team design will evolve as human and AI collaboration becomes the norm.

Key findings

• Realistic productivity gains: 68% expect productivity improvements of 11–50% by 2028, far from the “10x developer” narrative.
• The orchestrator shift: Engineers are moving from writing code to orchestrating AI systems.
• Human-in-the-loop leadership: 88% expect mixed human + AI approaches for business-critical systems.
• Governance gap: 51% cite governance as the biggest barrier, yet only 44% feel confident their organisations will be ready.
• New leadership skills: AI fluency, domain expertise, and creativity will define successful engineering teams.

Download the report to explore how engineering organisations are preparing for the AI-enabled future.