AI is changing how work gets done.Decide how you and your business change with it.

Private counsel for chairs, CEOs, and board members — on the position the business must take, and on the fluency the individual wants for themselves. Strategy, informed choices, and personal command of the subject, worked through with an impartial, independent AI professional.

The opportunity is clear.
The route is not.

The organisation can see AI's potential, but the board has not decided where it should create value or what it should change. Possibility is not a realized gain.

You are expected to lead on AI without having had time to learn it properly. The boardroom is not the place to ask an elementary question. Here, no question is elementary.

Be ready for your next role or mandate: expert viewpoints on where AI is headed, before the change arrives.

The engagement model

One personally assigned advisor. Prepared and knowledgeable about your situation, attuned to how you learn — for the company, your role, or for your personal development.

First conversation

Half an hour, under NDA on request, no obligation.

One purpose: establish how we would work together, where value is best added, and whether the fit is right.

  1. Inform your decisions.

    The board position, the company policy, the build-or-buy, the operating model — the decisions AI is forcing into view.

  2. Set how you want to learn.

    Fundamentals from first principles; tradeoffs and failure modes. The path follows your focus areas — bespoke to your needs.

  3. Aligned from the start.

    A one-page mandate letter — outcome, constraints, cadence, end — agreed before any fee.

The principal

YJ Kim in conversation

Counsel grounded where AI meets consequence: AI models, machine learning and enterprise data infrastructure run in production; venture-backed or established.

I understand the technical claims, the organizational constraints, and the enterprise environment with nothing to sell behind the advice. I have been the consultant asked to evaluate, the architect asked to design, the engineer asked to build, and the leader asked to decide.

Decisions I work on

  • AI strategy and capital allocation
  • Build, buy, or decline at platform scale
  • Which opportunities are achievable
  • Operating AI at scale and avoiding risks
  • Data strategy roadmap beneath the ambition
  • Governance, resource allocations
  • Path to AI-readiness in your career
  • Be in the know before you delegate

Fit

Not a good fit

  • Implementation offloaded to consultants, where a safe purchase matters more than a grounded answer.
  • Decisions are made by the collective or deferred.
  • Full solution implementation required. In this role I advise; I do not deliver.
  • Post-decision justification; inform yourself first, only then act.

A good fit

  • Chairs, CEOs, board members with authority to act.
  • Leaders who want a solid grasp of the fundamentals and learn the limits privately.
  • Organisations willing to examine their own needs and constraints before buying a tool.
  • Executives moving into an AI-facing role, or rebuilding their footing.
  • Executives who need to keep pace with accelerating change in AI.

Let's clarify your needs as a leader

Request a private conversation

Choose a time and say briefly what is at stake — a decision, a new role, or your own footing in the subject. Two sentences are enough. You will hear back from me, not a team.

Your note is treated as confidential from the first word. An NDA is available before any substantive exchange. A conversation commits you to nothing. Please note: given current demand I cannot guarantee availability for new clients, but I will do my utmost.

Or write directly: hecaton@rawdata.space

Half an hour · held in confidence · no obligation

Choose a time that fits

Choose a time · CET