Organizational digital twins, grounded in economic science

See your workforce before you decide.

Skillgraph Labs builds a living digital twin of your organization — so leaders can test surge, restructuring, and AI-automation scenarios on synthetic data, and find where productivity actually comes from, before committing real people and budget.

The platform

A simulatable model of how work really gets done

Static org charts and spreadsheets can't answer "what happens to mission output if we move these people?" Our twin can — because it models how people match to roles, team up, learn, and use new tools.

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Synthetic workforce data

Generate privacy-preserving synthetic personnel data that reproduces real patterns of tenure, mismatch, turnover, and team output — usable where real records can't be shared.

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Scenario planning

Stress-test surge deployments, backfill plans, reorganizations, and automation rollouts. See the effect on readiness and productivity with interpretable mechanisms, not a black box.

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Human–machine teaming

Map where AI augments people, where it substitutes, and where miscalibration causes costly errors — so automation investment lands where it pays off.

Our approach

Built on estimated economics — not guesswork

Anyone can animate an org chart with rule-of-thumb agents. We ground the twin in peer-reviewed economic models, so its synthetic data is valid and its recommendations are auditable. Three engines work together:

01

Matching & learning

Each person–role pairing is a match whose quality is uncertain and learned over time. Drives surge backfill that minimizes mission degradation — not just filling seats by seniority.

02

Sorting & teams

Organizational structure as an optimal assignment of people — and AI agents — to tasks and teams when skills are imperfect substitutes. Reveals what to automate and how teams should re-form.

03

Cognition of AI

Models decisions under limited attention and imperfect beliefs, predicting who benefits from working with AI by ability, beliefs, and calibration — the real path to step-change productivity.

Interactive demo

A surge scenario, simplified

Move the sliders to deploy staff and add AI augmentation. Watch how mission readiness and productivity respond — an illustrative taste of what the full twin computes.

Scenario controls

Mission readiness
Productivity index

Illustrative model for demonstration only. The production twin is calibrated to your data and validated against real outcomes.

Who we serve

Mission-critical organizations navigating the AI transition

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Defense & government

Surge readiness, backfill planning, and workforce restructuring for agencies that need defensible, auditable decisions — not opaque AI output. Aligned to mission-readiness and productivity mandates.

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Large enterprises

Strategic workforce planning, human-capital analytics, and organizational design for companies restructuring around AI — quantify where automation truly raises output.

Get in touch

Let's model your organization

Tell us the decision you're facing — a surge, a restructuring, an AI rollout — and we'll show you what a twin can reveal.

Email hello@skillgraphlabs.com