top of page

Part 26 - AI Buddy... why does context matter so much?

Writer: Magne Bjella
Magne Bjella
2 days ago
8 min read

The same words can mean completely different things, depending on the situation in which they are used. When we humans talk to each other, we use experience, tone of voice, and previous conversations to understand each other. Artificial intelligence does not have such experience. Therefore, context – what surrounds the question – becomes crucial. In this article, we take a closer look at why context is one of the most important keys to good communication, both between humans and between humans and artificial intelligence.


A detailed watercolor illustration shows Magne and his AI buddy strolling along San Francisco’s iconic Lombard Street, known as one of the world’s most winding streets. Surrounded by blooming gardens, classic Victorian houses, the historic Powell–Hyde Cable Car, and views of San Francisco Bay, the Bay Bridge, and the city’s signature hills, they discuss why context is crucial for good communication between humans and AI. Magne is dressed in his signature blue knit sweater and light pants without a shoulder bag, while his AI buddy is wearing glasses, a brown jacket, a dark turtleneck, and jeans. The warm watercolor style creates a calm and inviting atmosphere that symbolizes how the same question can get different answers depending on the situation, needs, and goals. Lombard Street’s many turns serve as a visual metaphor for how the path to the best answer is rarely straight forward, but is shaped by the context surrounding the question. The illustration serves as the main image for a scholarly article about context, artificial intelligence, user understanding, digital communication, customer experiences, SEO, AI optimization, and value creation through better dialogue.

Magne & the Friend

Magne

Friend...


You said in the previous article that context is important.


But why?


If I write:


"What is the best car?"


...so the question is quite simple, right?


The buddy

Hehe...


Is that really it?


The best car for whom?


  • For a family with children?

  • A retiree?

  • A craftsman?

  • A taxi driver?

  • A student?

  • Or someone who drives on mountain roads all winter?


An educational watercolor shows Magne and his AI buddy in front of a large green board overlooking Lombard Street in San Francisco. The board introduces the concept of context and explains how all the information surrounding a question helps both humans and artificial intelligence understand what is actually meant. The illustration shows six key elements: who is asking, what the person wants to achieve, what has already been said, what situation the question applies to, what limitations or desires exist, and what experience or background influences understanding. Through the window, the blooming Lombard Street, the cable car, and the view of San Francisco Bay are seen, while the characteristic SF coffee cup, books, plants, and notebooks create a consistent learning environment. The illustration shows how rich context makes answers more relevant, more precise, and more useful, both in human dialogue, customer service, search engine optimization, and artificial intelligence. It emphasizes that good communication always starts with understanding the person behind the question.

Magne

So...


The question itself is not really complete?


The buddy

Exactly.


The more I understand your situation, the better I can tailor my response.


Context is what turns a general question into a relevant question.


Magne

Then I understand why we often continue the conversation with new questions.


A detailed watercolor painting of Magne and his AI buddy in front of a large green board, where the question “What is the best car?” is used as an example of why context is crucial. The board illustrates how the same question can give completely different correct answers for a family with children, a retiree, a craftsman, a taxi driver, a student, or a person driving in winter conditions in mountainous areas. Through the window, Lombard Street’s characteristic hairpin bends, flower beds, and the historic cable car create a warm San Francisco atmosphere. Magne explains enthusiastically with open hand gestures, while his AI buddy follows the discussion. The illustration shows how context makes general questions relevant and how both humans and AI need situational awareness to give good advice. At the same time, the connection between user orientation, customer experience, SEO, AI, and value creation is highlighted.

The buddy

Yes.


Humans do it too.


If someone asks:


“What should I buy?”


...the first thing a good advisor does is ask some follow-up questions.


Not because the answer is difficult.


But because the need must be understood.


An educational watercolor illustrates how a question is rarely complete without context. Magne and his AI buddy stand in front of a large green board where a simple model shows how questions must be supplemented with information about goals, situation, limitations and previous dialogue before a good answer can be given. The board visualizes how context functions as the bridge between the question and the answer. Through the window, Lombard Street with its flowery curves, the cable car and the view towards the Bay Bridge create a complete and harmonious background. The characteristic SF coffee cup, books on user experience and information architecture and the green teapot are recurring elements. The illustration shows how good communication is about understanding the whole situation before presenting the solution, which is fundamental in customer service, digital communication, artificial intelligence and modern content strategy.

Magne

So...


Is artificial intelligence really trying to do the same thing?


The buddy

Yes.


The more relevant information I receive about your goal, situation, and need, the greater the chance that the answer will be useful.


Magne

It reminds me of how we worked with user orientation.


We never started with the solution.


We started by understanding the user.


The buddy

And that's exactly why this fits so well into The Invisible Capital.


Technology is changing.


But the principle remains:


Understand the person before you propose the solution.


A detailed watercolor shows Magne and the AI buddy in front of a large green board that explains why both humans and AI ask follow-up questions before giving advice. The board illustrates how questions create understanding, not just answers, and how better insight leads to better decisions. Through the window, Lombard Street is bathed in warm afternoon light with flowers, a cable car, and a view of the San Francisco Bay. Magne holds a small piece of chalk as he points at the model, and the AI buddy listens attentively. On the table is the ubiquitous SF coffee cup, along with books, plants, and notes that emphasize the series' learning universe. The illustration shows how dialogue, empathy, user understanding, and follow-up questions create better customer experiences, more relevant answers, stronger SEO, and more accurate AI results.

Magne

So...


Context is really about empathy?


The buddy

In many ways, yes.


People use empathy, experience, and dialogue.


Artificial intelligence uses the information shared in the conversation.


The result is best when both contribute.


A comprehensive educational watercolor summarizes how context improves the quality of responses from both humans and artificial intelligence. Magne and the AI buddy stand in front of a large green board where a simple model shows the connection between context, understanding and relevant responses. The board explains how information about goals, situation, preferences, constraints and needs makes it possible to adapt the responses to the individual. Through the window, Lombard Street, the flowery bends, the historic cable car and the view of the Bay Bridge form a beautiful and recognizable frame around the teaching. The fixed SF coffee cup, teapot and textbooks tie the series together visually. The illustration summarizes the main message of the article: The richer the context, the greater the likelihood of relevant, precise and useful responses. This applies as much to human communication, customer service, digital consulting, search engine optimization and artificial intelligence as to all other knowledge sharing.

Academic specialization

What is context?


Context is all information that helps us understand a question correctly.


It could be:

  • who is asking

  • what the person wants to achieve

  • what has already been said

  • what situation the question applies to

  • what limitations or wishes exist


The richer the context, the greater the possibility of a relevant and precise answer.


This applies to both people, customer service and artificial intelligence.


Same question – different context

Question

Without context

With context

What is the best car?

Impossible to answer precisely.

Can be adapted to family, budget, mileage and needs.

Which PC should I buy?

Too many options.

Can be adapted for work, study, photography or gaming.

How do I create a website?

Very general.

The answer will be different for a municipality, an online store or a voluntary organization.

How do I use AI?

Too wide.

Can be adapted for a teacher, doctor, craftsman or student.

How do I become visible online?

Many possible strategies.

The answer depends on the target group, business and objective.






New terms in this article


English technical term

Short explanation

Context

The aggregate information surrounding a question that makes it possible to understand the meaning correctly.

Context Window

The amount of text and information a language model can take into account simultaneously when generating a response.

Intent

What the user actually wants to achieve with a question or action.

User Context

The specific situation the user is in when the question is asked.

Relevance

How well an answer fits the user's needs and situation.

Precision

How accurately an answer matches what the user is actually asking.

Follow-up Question

A question asked to better understand the context before answering.

Conversational Context

The information that has been built up through the conversation so far.

Situational Awareness


The ability to take into account the circumstances surrounding a task or question.

Adaptation

To adjust an answer or solution based on the user's needs and context.


We have only just begun.


Magne

Friend...


Now I understand why context is important.


But how do all these questions and answers actually relate to each other?


Is that why you keep talking about connection?


The buddy

Hehe...


Yes.


Context is about the situation surrounding a question.


Coherence is about how many questions, answers and themes build knowledge over time.


And that's exactly where we're going next.





Academic background and further reading

This series also builds on my own professional journey through the Web Design study , the eMarketing study , Innovation and Commercialization and professional seminars in San Francisco and Oxford . Here you will find the background, professional environments and experiences that have followed the development from the early years of the web to today's digitalization.



Icon symbolizing the table of contents in the knowledge universe about artificial intelligence on The Invisible Capital. The icon leads to the complete overview of the subject series' articles, themes and learning journey, from a basic understanding of artificial intelligence to knowledge, trust, value creation and competitiveness.






Icon of an open book symbolizing recommended literature in the knowledge universe about artificial intelligence on The Invisible Capital. The icon leads to a specialist library with recommended books on artificial intelligence, digitalization, content strategy, innovation, customer experiences, leadership, value creation and modern business development.



Recommended books from our library


Book cover for Don't Make Me Think Revisited by Steve Krug – an international classic on usability, web design, UX design, information architecture, navigation and digital user experiences. The book is recommended for anyone who develops websites, digital services and customer-oriented solutions.

Content Strategy for the Web (2nd Edition)


Author/authors: Kristina Halvorson and Melissa Rach


Short review

How do you create content that actually helps people – and at the same time supports your business goals? Content Strategy for the Web is considered one of the most influential books in the field of content strategy and digital communications. The book shows how good content does not arise by chance, but through a deliberate strategy where user needs, the organization's goals, structure, work processes and management are closely linked.


The authors take the reader through the entire process – from planning and organizing to publishing, managing and continuously improving content on websites and digital services. Although technology has evolved since the book was published, the principles of quality, relevance, management and long-term content work are at least as relevant in an era where search engines and artificial intelligence assess the credibility and usefulness of content.


Why we recommend the book

At The Invisible Capital, we believe that good content is one of the most important forms of invisible value creation. A website is far more than design and technology – it is the content that builds trust, creates great customer experiences and helps people find the answers they are looking for.


This book is perfect for leaders, communications consultants, content producers, web editors, UX designers, and anyone working with digital services. It shows why a clear content strategy leads to better user experiences, more effective interactions, and stronger digital results over time.


In an era where artificial intelligence is increasingly important in how information is discovered, understood, and communicated, this book is more relevant than ever. It reminds us that technology alone never creates value – it is good, structured, and relevant content that makes the difference.





Book cover for Don't Make Me Think Revisited by Steve Krug – an international classic on usability, web design, UX design, information architecture, navigation and digital user experiences. The book is recommended for anyone who develops websites, digital services and customer-oriented solutions.

Don't Make Me ThinkAuthor: Steve Krug


Short review

Don't Make Me Think is one of the world's most influential books on usability and web design. Since its first edition in 2000, the book has helped designers, developers, content producers, and managers understand a simple but powerful principle: Good digital services should be intuitive. The user should be able to complete their task without having to stop and think about how the website works.


Why we recommend the book

This is one of the books that has had the greatest impact on my own work with digital services. Over the years – from SAS and the Norwegian Opera & Ballet to working on Bærum Municipality’s website – the principles in this book have been an important reminder that technology is never an end in itself. The goal is to make everyday life easier for the people who use the services. Despite the fact that the book was published many years ago, the message is just as relevant today.






Book cover for Internet Marketing & eCommerce by Ward Hanson and Kirthi Kalyanam – a professional book on digital marketing, e-commerce, customer experiences, digital business models, innovation, internet strategy and value creation in the digital economy.

Internet Marketing & eCommerce


Authors: Ward Hanson and Kirthi Kalyanam


Short review

Internet Marketing & eCommerce provides a thorough introduction to how the internet has changed marketing, commerce, and business development. The book combines theory and practical examples in digital marketing, e-commerce, customer behavior, value creation, and digital business models. Although written at a time when the internet was still in its infancy, many of the fundamental principles are still highly relevant.


Why we recommend the book

This book was an important part of my own learning journey in digital marketing and e-commerce. It helped build my understanding of how technology, customer experience and business strategy are interconnected – an insight that later became very important in my work with SAS, the Norwegian Opera & Ballet, Bærum Municipality and eventually the project The Invisible Capital. Many of the ideas about customer value, digitalisation and innovation presented on the website have their roots in the knowledge this book conveys.






Book cover for The Innovator's Dilemma by Clayton M. Christensen – a classic textbook on disruptive innovation, digital transformation, technological change, business development, leadership and how businesses create competitive advantage in the face of new markets.

The Innovator's Dilemma: When New


Technologies Cause Great Firms to Fail


Author: Clayton M. Christensen


Short review

The Innovator's Dilemma is one of the most influential books on innovation and technological change. Clayton Christensen introduces the concept of "disruptive innovation" and shows how even the most successful businesses can fail when new technologies and business models change the market. Through a series of examples, he explains why established companies often have difficulty adapting to radical change - even when they do "everything right."


Why we recommend the book

This book has had a major impact on how I view innovation, digitalization, and change management. It provided a new perspective on why established businesses are challenged by new players, and why the ability to think differently is crucial in a world characterized by continuous technological development. Many of the reflections in The Invisible Capital on innovation, digital transformation, and value creation are based on the insights Clayton Christensen conveys in this classic.





Book cover for Mastering AI by Jeremy Kahn – an insightful book about the global developments in artificial intelligence, generative AI and language models. The book explains how leading technology companies are developing modern AI solutions, and how artificial intelligence is impacting innovation, digitalization, value creation and the future of work. A recommended book for leaders, students and anyone who wants to understand the rapid developments in artificial intelligence.

Mastering AI: A Survival Guide to Our Superpowered Future


Authors: Jeremy Kahn


Short review

Mastering AI takes the reader behind the scenes of the companies and researchers shaping the modern AI revolution. Jeremy Kahn explains how artificial intelligence is developed, the technological breakthroughs that have made today's language models possible, and how AI is impacting business, politics, and society.


Why we recommend the book

A highly relevant book that combines technology, business, and societal development. Perfect for leaders, decision-makers, and anyone who wants to understand where artificial intelligence is headed.





Book cover for AI Needs You by Verity Harding – a timely book about artificial intelligence, ethics, democracy and social development. The book explores how generative AI and modern language models affect people, businesses and public institutions, and why the responsible use of artificial intelligence is becoming increasingly important. An inspiring book for anyone who wants to understand how AI is shaping the future of society and work.

AI Needs You


Author: Verity Harding


Short review

AI Needs You is about why artificial intelligence is not just a technological issue, but also a question of democracy, ethics and social development. Verity Harding argues that the AI of the future must be developed in collaboration with people, governments and business.


Why we recommend the book

An important book for anyone who wants to understand how artificial intelligence affects society and why responsible development will be crucial in the years to come.





Book cover for The Worlds I See by Fei-Fei Li – an award-winning book that tells the story of the development of modern artificial intelligence through the life of one of the world's leading AI researchers. The book combines research, innovation and personal experiences, giving the reader a deeper understanding of how artificial intelligence, machine learning and language models are developed and impact society. A recommended book for anyone who wants insight into the technology of the future and the people behind it.

The Worlds I See


Author: Fei-Fei Li


Short review

The Worlds I See is the personal story of Fei-Fei Li, one of the world's most influential AI researchers. The book combines autobiography with the history of the development of modern artificial intelligence, showing how research, technology, and human values are closely intertwined.


Why we recommend the book

An inspiring book that provides a unique insight into the development of artificial intelligence through the eyes of one of the field's most central researchers.










Portico Publish - Portico Publish is a small, independent publishing and dissemination project built around reflection, knowledge, culture and the people behind value creation.

© 2025 - 2026 Portico Publish | The invisible capital Privacy and use of the website | Developed and operated by Magne Bjella | Powered and secured by Wix

Comments


Share Your Thoughts

© 2025 - 2026 Portico Publish | The Invisible Capital
Privacy & Website | Developed and managed by Magne Bjella | Powered and secured by Wix

  • Amazon
  • LinkedIn - Magne Bjella
  • X     Magne Bjella
  • Facebook - Magne Bjella
  • Instagram - Magne Bjella
bottom of page