Applied AI advisory

Make the next AI decision with clarity.

For leaders deciding what is worth building, what needs to be true first, and how to deliver it reliably.

Led by Dr. Mor Zahavi · 10+ years in applied AI

Where Vinez helps

Senior AI support when the decision and delivery both matter.

Every engagement begins with the problem, the operating constraints, and the outcome that matters.

01

Reliable AI systems

Agentic workflows, integrations, evaluation, and operational controls for systems that need to perform beyond a demo.

02

Decision intelligence

Statistical and causal modelling for commercial, operational, financial, and risk decisions that need to be defensible.

03

Computer vision and Edge AI

Vision systems for real operating environments, where quality, failure behaviour, and compute budgets all matter.

04

Fractional AI leadership

Senior judgement for the roadmap, team, and delivery cadence when a permanent hire is not the right move.

The first engagement

Start with the decision that needs a clear next step.

For leaders facing a material AI or data decision where the scope, risk, or first move is not yet clear.

The AI & Data Decision Audit is a focused review of the stakeholders, workflow, data, systems, and constraints that determine what should happen next.

Discuss the Audit
AI & Data Decision Audit

Leave with a first move your technical and business stakeholders can stand behind.

  • ForA high-value AI or data problem with unclear scope, risk, or first move.
  • We answerWhat should be solved first, what is feasible, and what would be worth funding?
  • We examineStakeholders, workflow, data, systems, constraints, and delivery risks.
  • You receiveA written decision brief, capability recommendation, and first-delivery plan.

Why Vinez

Production systems, not slideware.

Practical AI judgement for systems that cannot afford theatre.

Vinez is led by Dr. Mor Zahavi, an AI and data leader with more than a decade of experience across production ML, Computer Vision, Edge AI, BI, analytics, and advanced statistical work.

The experience combines production agentic applications, real-time vision deployment under compute constraints, and data leadership for forecasting, experimentation, growth, finance, operations, and fraud. The work is grounded in incomplete data, legacy systems, operational constraints, stakeholder alignment, and the gap between a promising model and a dependable capability.

10+ yearsapplied AI and data leadership
Production depthfrom evaluation through deployment
Decision readyroadmaps, evidence, and delivery

Start a conversation

Have an AI or data decision that needs to move?

Start with a short discovery call. Bring the problem; together we will determine the right entry point and the most useful next step.

Book a discovery call

Send a message

Share the decision or problem, and the right next step will be clear.