More durablePeople managers in changing orgs
Managers still own tradeoffs across hiring, morale, accountability, and operating cadence even when execution gets more automated.
Tasks under pressure- Status updates
- Recurring summaries
Durable work- Org design
- Conflict resolution
- Talent development
Best adaptation moves- Run leaner systems with AI
- Coach teams through workflow change
- Instrument output quality
Solution engineers and technical sellers
Pre-sales work still depends on discovery, persuasion, and translating messy customer requirements into trusted recommendations.
Tasks under pressure- Proposal templating
- Demo prep
Durable work- Discovery
- Objection handling
- Technical trust building
Best adaptation moves- Use AI for prep depth
- Shorten follow-up loops
- Own customer-specific architecture
Field operators and compliance-heavy roles
Work that depends on physical environments, local judgment, and regulatory accountability remains harder to fully automate.
Durable work- On-site judgment
- Safety decisions
- Accountability in edge cases
Best adaptation moves- Use AI for prep and reporting
- Reduce admin time
- Keep human sign-off close to the work
Product leads bridging users and systems
The leverage moves to people who can decide what to automate, what to protect, and where AI changes user value.
Tasks under pressure- Spec first drafts
- Backlog triage
Durable work- Prioritization
- System-level tradeoffs
- User empathy
Best adaptation moves- Treat AI as operating leverage
- Use experiments to shape product bets
- Own human-in-the-loop design
