top of page

Seven Senses for AI

The Seven Senses Framework is the condensed essence of over 25 years of transformation experience—developed at the interface of technology, business, and people. It offers companies today a proven, practical toolbox for embedding AI strategies sustainably, ethically, and effectively.

history

A long way

As early as the early 2000s, with the first waves of the internet and data economy, companies faced the challenge of integrating digital technologies into business models . These experiences gave rise to a deep understanding that a pure focus on technology or processes is not enough. Transformation only succeeds when people, culture, and the creation of meaning are consistently considered.

The framework is therefore based on the following practical foundations:

  1. Practical experience from digital transformation projects – including marketing, sales, communications and technology implementation.

  2. Academic and scientific basis – founded on research into hybrid knowledge processing and applied AI.

  3. Many years of management and consulting experience – characterized by the role of bridge builder between technology and business in a wide variety of industries.

  4. Human-first orientation – supported by the finding that up to 39% of AI projects fail because employees are not engaged or empowered.

This distinguishes the Seven Senses Framework from common, purely technology-driven models. It was developed from practice for practice – modular, people-centered, and adaptable to companies of every maturity level.

history

A long way

As early as the early 2000s, with the first waves of the internet and data economy, companies faced the challenge of integrating digital technologies into business models . These experiences gave rise to a deep understanding that a pure focus on technology or processes is not enough. Transformation only succeeds when people, culture, and the creation of meaning are consistently considered.

The framework is therefore based on the following practical foundations:

  1. Practical experience from digital transformation projects – including marketing, sales, communications and technology implementation.

  2. Academic and scientific basis – founded on research into hybrid knowledge processing and applied AI.

  3. Many years of management and consulting experience – characterized by the role of bridge builder between technology and business in a wide variety of industries.

  4. Human-first orientation – supported by the finding that up to 39% of AI projects fail because employees are not engaged or empowered.

This distinguishes the Seven Senses Framework from common, purely technology-driven models. It was developed from practice for practice – modular, people-centered, and adaptable to companies of every maturity level.

Approach

My system as an AI business navigator

Seven Senses for AI

Seven Senses for AI is a holistic concept in which AI in companies is viewed from 7 meaningful dimensions/fields of action:

1️⃣ Sense of Purpose – Strategic Alignment & North Star

2️⃣ Discover – Sense of Opportunity – Use Cases, Portfolio & Value

3️⃣ Understanding – Sense of Responsibility – Governance & Trusted AI

4️⃣ Empowerment – Sense of People – Roles, Competencies, Empowerment, Culture

5️⃣ Connect – Sense of Integration – Tech & Data, Platforms, Tools

6️⃣ Anchoring – Sense of Structure – Operating Model, Financing

7️⃣ Learning – Sense of Impact – Learning, Impact Measurement, Change

This framework forms the basis of all my activities.

Let's talk.

Dr. Andreas Koller

Kantstrasse 22

53639 Königswinter

Phone: 049 171 3113794

Mail: mail@andreas-koller.biz

  • LinkedIn

© 2025 by Dr. Andreas Koller

bottom of page