Explainable Workforce Intelligence, Attrition Prediction & AI HR Coaching for Modern Organizations
AI Workforce DNA continuously reads objective evidence from across TeamsMaster — attendance, tasks, deals, reviews, tickets — and turns it into 14 explainable indices, predictive risk models, and a coach that talks to every employee like a manager who's actually paying attention.
Most performance conversations run on memory, recency bias and whoever spoke up loudest in the last review cycle. AI Workforce DNA replaces that with a continuously updated profile built entirely from what actually happened inside TeamsMaster — tasks closed on time, deals moved, tickets resolved, attendance patterns, peer collaboration, leave behaviour, and manager feedback already logged in the system.
Every one of the 14 indices is explainable: click any score and you see exactly which records fed it, not a black-box number handed down by an algorithm nobody can question. That matters because HR decisions — promotions, compensation, performance improvement plans — need to survive scrutiny, not just look good on a dashboard.
Layered on top of the scoring engine sit three predictive models — attrition risk, burnout risk and promotion readiness — plus an HR-only compensation intelligence view and a conversational AI coach that any employee can talk to about their own scorecard. It's one module, but it changes four different conversations: performance reviews, retention planning, succession pipelines and pay equity.
This is illustrative sample data shown for demonstration — the same layout and index set every TeamsMaster account sees once Workforce DNA is activated.
Click through each capability — every one runs on the same underlying evidence, so nothing is ever double-entered.
The predictive layer watches trends across all 14 indices — a dip in ownership paired with rising overtime, or falling communication next to stalled promotion timelines — and turns that pattern into a risk score with a plain-language reason, not just a percentage.
Compensation intelligence cross-references role, tenure, index scores and market band positioning to flag pay-equity gaps and retention-linked compensation risk. This view is permission-gated so managers and employees never see it — only HR admins with the right role can open it, keeping sensitive pay data exactly where it belongs.
Compensation intelligence sits behind the same role-based permission engine as payroll, so it never leaks into a manager's or employee's dashboard by accident.
Instead of leaving a scorecard to be quietly misread, the AI Coach answers direct questions in plain language: why a score moved, what to improve first, and roughly when a promotion becomes realistic. It works the same in text or through the "Hey Master" voice assistant, hands-free.
Rather than a generic development template, each growth plan is generated from the exact indices sitting furthest below an employee's overall score — so the recommendation is always specific to that person's evidence, not a copy-pasted competency list.
The same evidence that flags attrition risk also surfaces who's ready to grow — ranked, explainable, and updated every cycle.
Four steps, running continuously in the background — nobody has to fill out a survey for this to work.
Attendance, tasks, CRM activity, tickets, reviews and leave records already living inside TeamsMaster feed the engine automatically.
Every 24 hours, evidence is weighted into the 14 indices, each one traceable back to the records behind it.
Attrition, burnout and promotion-readiness models scan patterns across the indices and flag what needs attention now.
Growth plans, coaching answers and manager alerts are generated automatically from the same evidence trail.
Any organisation running people through TeamsMaster already has the raw evidence this module needs — no separate rollout.
Shift reliability & safety consistency
Delivery quality & utilisation
Multi-location consistency scoring
Reliability & burnout early-warning
Client & business impact tracking
Fast, explainable succession planning
We used to find out someone was unhappy when they handed in notice. Now attrition watch gives us weeks of runway to actually have the conversation.
The explainability is what sold our leadership team. Every score links back to actual records, so nobody argues it's a black box.
Compensation intelligence being HR-only made the rollout painless — managers never worry it's about pay, employees just see their own growth plan.
Our promotion cycle used to be a debate. Now promotion readiness gives every manager the same evidence to start from.
Employees see only their own scorecard. Managers see their team's indices, not company-wide compensation data. Only HR admins can open compensation intelligence — the same permission engine that already governs payroll and payslips inside TeamsMaster controls Workforce DNA, so activating this add-on never widens who can see sensitive data.
Everything HR teams ask before activating the add-on.
Performance, productivity, leadership, communication, collaboration, ownership, innovation, learning, reliability, quality, business impact, customer impact, consistency and wellbeing. Each is computed from existing records in TeamsMaster and can be traced back to the specific evidence behind it.
No. Scoring runs entirely on objective evidence already inside TeamsMaster — attendance, tasks, CRM activity, tickets, reviews and leave records — so there's no separate survey cycle to manage or chase.
Only HR admins with the correct role permission. Managers and employees never see compensation data — they see scorecards, growth plans and coaching, nothing tied to pay.
The model looks for patterns across the 14 indices over the rolling window — for example, falling ownership alongside stalled communication — and attaches the most likely contributing reason to each risk score, so it's never just an unexplained number.
Every 24 hours by default, using the latest 90-day rolling window of evidence. Admins can also trigger an on-demand recompute from the module's Configure panel at any time.
No. Traditional reviews are periodic and subjective. Workforce DNA is continuous, evidence-based and explainable — every score, prediction and growth recommendation traces back to specific records rather than a manager's memory of the last few months.
Workforce DNA is a premium add-on. Activate it directly from Add-on Modules in your TeamsMaster admin dashboard, or ask your account manager to enable it — no separate implementation project required.
Yes. The AI Coach works through the standard AI Assistant chat as well as the "Hey Master" voice assistant, so employees can ask about their scorecard hands-free.
Activate AI Workforce DNA from Add-on Modules in your dashboard, or talk to your account manager to switch it on for your company today.