Work and Workforce Engineering runs the whole path between what the business needs and who can do it as one connected function. It reads roles, skills, proficiency, capacity and availability, works out the true fit, and carries the flow from an open requirement to the right person, team or the development that gets them there.
Demand for workforce is guessed once a year from stale inputs. This assembly reads sales pipeline, projects and attrition continuously and turns them into a live demand signal by role and skill.
Live demand for people from every source, continuously.
Sales pipeline, project plans, attrition and headcount signals gathered onto the workforce graph.
Chained agents translate planned work into roles and skills and project demand over time.
A live demand signal by role and skill with the drivers and confidence attached, read across the grid.
Roles and skills drift out of date the moment they are written down. This assembly structures the work into roles, skills and clusters and keeps that structure aligned to how work is actually done.
The work defined as roles, skills and clusters, kept current.
Job architecture, skills, tasks and work clusters gathered onto the workforce graph.
Chained agents cluster the work, map skills to roles, and keep the structure current.
A current structure of roles, skills and clusters with lineage attached, read across the grid.
Workforce forecasts are point in time and stale within weeks. This assembly forecasts demand and supply on a rolling 6, 12 and 18 month horizon and refreshes as the drivers move.
A 6, 12 and 18 month outlook of demand and supply.
Demand signal, current supply, attrition and pipeline gathered onto the workforce graph.
Chained agents project demand and supply over each horizon and score the gap with confidence.
A rolling outlook of demand, supply and gap by horizon with the drivers attached, routed to planning.
Workforce plans are built on snapshots and fall apart under volatility. This assembly decides build, buy or borrow for each gap, tests it against cost and capability, and stays connected to live data.
Build, buy or borrow, decided against live demand and cost.
Demand gap, current supply, cost rates and capability targets gathered onto the workforce graph.
Chained agents build scenarios, test build, buy or borrow, and score each on cost and fit.
A workforce plan with the build, buy or borrow mix, scenarios and trade offs attached, routed to leadership.
Fulfilment stalls between demand, matching and approvals. This assembly matches supply to demand at scale, checks internal candidates first, and drives each role to filled.
Every open role filled, internal first, external next.
Open roles, skill needs, internal candidates and external supply gathered onto the workforce graph.
Chained agents match candidates internal first, coordinate the owners, and track each role to filled.
Filled roles with the matched person, the source and time to fill attached, ready for review.
Realignment happens in a painful annual exercise, if at all. This assembly runs governed mobility, rebalances the pyramid and cost continuously, and keeps every move traceable.
Mobility, pyramid and cost rebalanced, governed and continuous.
Current pyramid, cost, skills and mobility signals gathered onto the workforce graph.
Chained agents model the target shape, match moves, and check each against the governance rules.
Recommended moves with the cost impact, the skill fit and the rule check attached, ready to action.
Recruiting loses candidates in the gaps between sourcing, screening and offer. This assembly sources, screens and drives each requisition to an offer on autopilot, with a human in the loop at the decisions that matter.
Requisitions worked from source to offer, human in the loop.
Requisitions, candidate pipelines, assessments and interview signals gathered onto the workforce graph.
Chained agents screen candidates, coordinate interviews, and score fit against the role.
Shortlists and offers with the fit, the assessment and reasoning attached, ready for the hiring manager.
Learning spend is broad and rarely tied to real gaps. This assembly builds capability pipelines for current demand and future roles, aims learning at the gaps, and tracks it to proficiency.
Capability built from within, aimed at the gaps that matter.
Skill profiles, gaps, demand and the learning catalog gathered onto the workforce graph.
Chained agents match learning to gaps, assign the paths, and track completion to proficiency.
Capability pipelines with the gap closed and completion attached, routed to people and managers.
Onboarding stops at paperwork and leaves people to find the work themselves. This assembly integrates each person into their project team and operating context so they are productive from the start.
People onboarded into the team and the context, not just the payroll.
The person, the team, the project context and access needs gathered onto the workforce graph.
Chained agents provision access, place the person in the team, and load the operating context.
An integrated hire with access, team and context set with the checklist attached, ready to contribute.
Enablement assumes a human doing the whole job alone. This assembly enables day one productivity in a hybrid model, pairing each person with the agents and tools that do the work with them.
Day one productivity in hybrid human and AI execution.
The role, its tasks, the available agents and tools gathered onto the workforce graph.
Chained agents map tasks to human and AI, pair the tools, and set the working pattern.
A hybrid working setup with the human and AI split and the tools attached, ready from day one.
We will run it as your use case on Work and Workforce Engineering, composed from these assemblies, not a generic demo.