Super AI/Use Cases/Workforce Capacity Planning
HR & People

Staff decisions based on actual capability.

Most organisations staff projects based on org charts, self-reported skills, and who happens to be free. Sentinel watches actual work output — code reviews, deal notes, project deliverables — and builds a real-time capability graph. When a project needs a Kubernetes architect, Sentinel tells you who is actually one, not just who has it on their LinkedIn.

SentinelWorkforce intelligence ForgeAutonomous project OS MentorLearning co-pilot AtlasAI-native data fabric
02 / Outcomes
5 min
Squad formation from brief to proposal
More accurate capability matching
40%
Reduction in project under-staffing
Zero
Manual skills surveys required
03 / The problem

Why this is hard without agents.

Skills matrices are always stale. Staffing decisions are made on gut feel. Over-allocated people burn out. Under-utilised people leave. You find out about capacity problems at the wrong moment.

04 / How agents do it

The agent workflow, step by step.

01Capability agents infer skills from actual work output, not self-reporting
02Capacity agents track real-time bandwidth across all projects
03Matching agents score candidates against project requirements
04Tradeoff agents model bench cost of pulling from current work
05Drafter agents compose staffing proposals with tradeoffs
06Mentor agents identify learning paths for gaps
05 / The Super AI approach

Why Super AI for this.

Sentinel's capability graph is built from what people actually do. Forge routes new tasks to the right person automatically. Mentor fills capability gaps with just-in-time learning.

SentinelWorkforce intelligence ForgeAutonomous project OS MentorLearning co-pilot AtlasAI-native data fabric

See it working on your data.

Book a 30-minute demo with the team that built this workflow.

 / Book a demo

See it live on your workflows.

A founding-team engineer will walk you through a tailored demo — on your real data, not a sandbox. Thirty minutes, no slides.

  • ✓  Live on your stack
  • ✓  Response within one business day
  • ✓  No commitment required