PHRONESIS · Digital practical reason / research pilot

Bring a real problem from your team.

A moderated online session helps a professional team explore a real problem with an LLM, without handing over the final judgment. Different perspectives, clearer options, and a more informed discussion — with people in control.

Online · around 2 hours · professional team · no LLM skills required · free as part of the pilot

Armen Shakhnazarov, moderator of PHRONESIS

An LLM can expand the search space and support human thinking.
But in our session, human judgment remains with people.

We use the LLM as a resource in a structured, moderated process, so that your team can think more clearly, see more angles, and make better-informed decisions.

Three participants in the process

A moderated session brings together your team, an experienced moderator, and an LLM in a clear and balanced way.

Team

You bring the real professional problem. Your team shares context, expertise and judgment, and decides what to do.

Moderator

The moderator structures the process, keeps the discussion focused, and ensures a balanced use of the LLM.

LLM

The LLM expands the search space, proposes alternatives, asks questions and offers different perspectives.

One real task

Each session focuses on one real task from your team. This can be a decision, a problem, or a strategic question where different perspectives are valuable. The session is practical, structured and tailored to your context — no LLM skills required.

Session examples

Recent examples from professional teams.

Large company

Exploring strategic options for a new market, with input from different internal perspectives.

Specialized equipment

Examining a product development question, including technical, commercial and operational angles.

What the team receives

A structured discussion and a concise output, focused on your next steps.

Clearer framing

A more precise formulation of the problem and key questions.

Alternative perspectives

Additional angles, options and counterpoints to consider.

Points to verify

Key assumptions, uncertainties and information gaps.

Next actions

A concise summary of possible next steps for your team.

Armen Shakhnazarov

About the moderator

Armen Shakhnazarov has a background in international business, production and logistics, and many years of experience in moderated team work. He is interested in how LLMs can be used in a thoughtful and responsible way to support human judgment in professional decision-making.