Independent consultancy

Oleg Kalenskyy

AI Strategy • Data & ML Delivery • Governance

I help mid-market teams turn AI ambition into measurable outcomes—without betting the business on hype.

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Vendor-neutral · Practical delivery · Executive-ready
AI & data systems since 1999 Outcome‑first

What I do

Most organisations don’t fail at AI because of models—they fail because of unclear value, weak data foundations, and delivery risk.

I run focused engagements that align executives, validate feasibility, and build the minimum capability needed to deliver safely.

Experience across software engineering, ML/data science, GPU acceleration, and enterprise delivery.

Typical outcomes

  • A prioritised AI portfolio with ROI and feasibility scoring
  • A 90‑day delivery roadmap with owners, dependencies, and risks
  • A production‑minded pilot that proves value with your data
  • Governance that enables delivery (not slows it)

Services

Four focused offers that cover the full path from strategy to delivery—without fluff. Each is designed to reduce risk, clarify decisions, and create measurable outcomes. You can start with a single engagement, or chain them in a sensible sequence.

Common delivery principles

  • Outcome-first. Define measurable impact before selecting tools.
  • Vendor-neutral. Advice and design independent of platforms and suppliers.
  • Risk-managed. Start small, validate assumptions, and scale deliberately.
  • Executive-ready. Clear decision points, trade-offs, and governance.

How we start

Most clients begin with the AI Strategy & Readiness Sprint, then move into either:
Portfolio building (to align leadership and investment), or Pilot delivery (to prove value quickly), or (and) AI Operating Model & Governance (to enable AI delivery process).

Four core services The four core services listed above are not exhaustive. They represent our primary service pillars and can be customised, extended, or combined to address the specific use cases and requirements of each client.

AI Strategy & Readiness Sprint

2–4 weeks to clarify value, align stakeholders, and create a delivery‑ready plan.

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Use‑Case Portfolio & Business Cases

Turn scattered ideas into an investable portfolio with strong executive narratives.

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Pilot‑to‑Production Build

Deliver a pilot that can scale: data, model, evaluation, and operations—end to end.

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AI Operating Model & Governance

Lightweight controls, clear roles, and repeatable patterns for safe AI delivery.

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“The goal is not ‘more AI’. The goal is reliable business impact—delivered on time, with known risk.”

Ready to make AI deliverable?

Let's discuss your context and I’ll suggest the right starting point.

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