Resourcing of
the Future

Future Workforce Explorer

See how AI changes the org chart, not just the org's tools.

Pick a function below and compare today's team structure against the AI-enabled version of it. The point isn't fewer people, it's a different combination of people, AI, and automation.

Today

Tier-1 Support Agents (12)

Handle the full volume of routine inquiries manually

Tier-2 Support Specialists (4)

Resolve escalated and complex cases

Quality Assurance Reviewer

Manually samples calls and chats for quality

Team Supervisor

Manages schedules, coaching, and performance

Workforce Scheduler

Plans shift coverage against forecasted volume

Tomorrow

AI Customer Service Agent

Handles the full volume of routine, tier-1 inquiries end to end

Tier-2 Support Specialists (4)

Focus entirely on complex and escalated cases

AI Quality & Sentiment Monitoring Agent

Continuously reviews every conversation, not a sample

Conversation Design Lead

New role: owns how the AI agent communicates and escalates

AI Governance Lead

New role: owns escalation thresholds and incident response

Team Supervisor

Shifts focus from scheduling to coaching and AI oversight

What changes

  • Tier-1 headcount converts into AI oversight and conversation design capacity
  • Quality review moves from sampling to continuous, full coverage
  • New governance and conversation design roles didn't exist in the prior structure
  • Supervisors spend more time coaching complex-case specialists than managing schedules

Want this mapped against your actual org structure, not an illustrative example?

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