Strategic Workforce Intelligence

Stop flying blind on your biggest cost.

Workforce represents 60–70% of operating expenses — yet enterprises make multi-million dollar people decisions without real intelligence. VysionAI Inc. is the layer that changes that.

Intelligent Decisions. Stronger Workforces. Better Futures.

60–70%

of operating expenses are workforce costs

70%

of transformation programs fail

1,000+

employees in our target enterprises

0

unified layers connect HR, Finance, Strategy & Tech today

Founder's note

“Companies are making multi-million — sometimes billion-dollar workforce decisions without the data or systems to truly support them.”

— Larissa Engel, Founder

01 — The problem

Operational HR is solved.
Strategic workforce isn't.

Recruiting, retention, comp, talent development — well established. But the decisions that actually move the business — restructuring, future skill demand, transformation planning — happen in the dark.

01

No transparency

Into current skills and capabilities across the organization.

02

No forecast

Of future workforce demand — neither quantity nor quality.

03

No integration

Between HR, Finance, Strategy, and technical functions.

04

No real-time signal

A static org chart can't keep pace with continuous transformation.

The result: transformation programs that are costly, slow, and misaligned with business needs. 70% of them fail.

02 — The solution

The strategic workforce intelligence layer enterprises have been missing.

/ 01

Cross-functional collaboration

One operating layer for HR, Finance, Strategy, and Tech — same data, same forecast. The integration that no existing tool delivers.

/ 02

Demand forecasting

Forward-looking models for the workforce you'll actually need — by quantity and quality. Move from reactive to anticipatory.

/ 03

End-to-end skills mapping

Continuous, granular visibility into what your workforce actually can do today.

/ 04

Gap analysis

Current state vs. future state, surfaced automatically with quantified deltas.

/ 05

Actionable pathways

Clear, prioritized routes to close every gap — buy, build, borrow, redesign.

/ 06

Continuously learning

A real-time intelligence system that improves as your organization moves.

03 — Intelligence in action

From guesswork to a quantified workforce reality.

A glimpse of what VysionAI Inc. surfaces — sample views built on anonymized enterprise data.

Exhibit 01

Workforce gap matrix

Forecasted FTE delta vs. demand by talent segment, 2026 – 2030. Red = shortage, green = surplus.

Talent cluster
Talent segment
2026
2027
2028
2029
2030
IT & Data
AI / ML Engineering
-6%
-10%
-14%
-17%
-22%
Data Engineering
-8%
-12%
-15%
-18%
-21%
Cybersecurity
-5%
-9%
-12%
-15%
-19%
Product & Design
Product Management
-2%
-4%
-6%
-9%
-12%
UX Research
-1%
-3%
-5%
-7%
-9%
Platform Engineering
-4%
-7%
-10%
-13%
-16%
Operations
Process Specialists
-1%
-2%
-3%
-5%
-7%
Back-office Admin
+4%
+2%
-1%
-4%
-8%
Legacy Operations
+12%
+8%
+3%
-2%
-7%
Central Functions
Strategic Finance
-2%
-4%
-6%
-9%
-12%
People Analytics
-3%
-6%
-9%
-12%
-15%
Transformation PMO
-5%
-8%
-11%
-14%
-18%
Surplus
Shortage
What you do

Instantly see where you'll be critically short — and by how much — so you can act before the gap becomes a crisis.

Exhibit 02

Workforce composition — Δ 2026 → 2030

Column width = FTE volume per transformation lever. Stack height = job-family share within each lever.

TOTAL18% of Δ11972432131418131119141120262030RESKILL11% of Δ3842202230181812inoutHIRE7% of Δ10035282215+REDEPLOY9% of Δ604040252510fromtoEXIT5% of Δ7030
AI / ML
Data & Cloud
Product
Cyber
Operations
Legacy
Other
What you do

Quantify exactly how many people to reskill, hire, redeploy, or exit — and which job families to prioritize first.

Illustrative data — actual outputs are tailored to your organization

04 — Built for

Enterprises with 1,000+ employees navigating transformation.

Built for enterprises where workforce transformation is already happening — whether you're ready or not. Most acute in sectors reshaping fastest, but universal across large and mid-sized enterprise.

TechnologyAutomotiveIndustrialsLarge-scale ServicesFinancial ServicesEnergy

Stakeholders served

CHRO
CFO
CSO
CTO
Larissa Engel, Founder of VysionAI
Larissa Engel
Founder & CEO
05 — Why I'm building this

15 years inside the room where these decisions get made.

I'm a Strategic Transformation & Future of Work leader with 15 years across the automotive and consulting industries, working directly with C-level executives on large-scale organizational and workforce transformations.

I've led complex restructuring efforts and strategic workforce programs — helping organizations redesign, realign, and future-proof their workforce.

Throughout my career I kept seeing the same problem: the most critical decisions — about people, skills, and future workforce needs — were made with limited transparency and no real intelligence.

I know exactly how these transformations work — and where they break. That's why I'm building VysionAI Inc.

Early access

Your next restructuring decision shouldn't be a guess.

We're working with a select group of forward-looking enterprises to shape VysionAI Inc. If that sounds like you, let's talk.

Direct: vysionaiinc@gmail.com