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.
of operating expenses are workforce costs
of transformation programs fail
employees in our target enterprises
unified layers connect HR, Finance, Strategy & Tech today
“Companies are making multi-million — sometimes billion-dollar workforce decisions without the data or systems to truly support them.”
— Larissa Engel, Founder
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.
Into current skills and capabilities across the organization.
Of future workforce demand — neither quantity nor quality.
Between HR, Finance, Strategy, and technical functions.
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.
One operating layer for HR, Finance, Strategy, and Tech — same data, same forecast. The integration that no existing tool delivers.
Forward-looking models for the workforce you'll actually need — by quantity and quality. Move from reactive to anticipatory.
Continuous, granular visibility into what your workforce actually can do today.
Current state vs. future state, surfaced automatically with quantified deltas.
Clear, prioritized routes to close every gap — buy, build, borrow, redesign.
A real-time intelligence system that improves as your organization moves.
A glimpse of what VysionAI Inc. surfaces — sample views built on anonymized enterprise data.
Forecasted FTE delta vs. demand by talent segment, 2026 – 2030. Red = shortage, green = surplus.
Instantly see where you'll be critically short — and by how much — so you can act before the gap becomes a crisis.
Column width = FTE volume per transformation lever. Stack height = job-family share within each lever.
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
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.
Stakeholders served

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.
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