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Part 28 - AI Buddy... how do we know if information is trustworthy?

Writer: Magne Bjella
Magne Bjella
20 hours ago
7 min read

We encounter information everywhere – on websites, in social media, in newspapers, in podcasts and now also through artificial intelligence. But how do we know what we can trust? Is it enough that something sounds right? Or do we need to ask a few simple questions before we use the information? In this article, we take a closer look at why source criticism is one of the most important skills in the digital age.



A detailed watercolor illustration shows Magne and his AI buddy strolling through Union Square in San Francisco. They walk side by side surrounded by tall palm trees, flowering beds, people on benches, outdoor cafes, public art and the iconic Powell Street Cable Car. 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 an inviting atmosphere where the conversation is about how we can know if information is trustworthy. Union Square symbolizes the meeting between people, information and different perspectives, and serves as a visual framework for topics such as source criticism, artificial intelligence, digital competence, research-based knowledge, SEO, digital trust, information assessment and value creation through quality-assured content.

Magne & the Friend


Magne

Friend...


The more we talk about artificial intelligence...


the more I think about something completely different.


If both humans and artificial intelligence can make mistakes...


How do we really know what is right?


An educational watercolor shows Magne and his AI buddy in front of a large green board overlooking Union Square in San Francisco. The board explains that no single source is error-free and illustrates how books, newspapers, websites, people, and artificial intelligence can all contain errors or omissions. The main message is that we should not only ask who says something, but what the information is based on. Through the windows, Union Square's palm trees, flowers, people, and the historic cable car are visible, while the characteristic SF coffee cup, green teapot, textbooks, and notebooks create a warm learning environment. The illustration shows how critical thinking, documentation, and source evaluation form the basis for better decisions, stronger SEO, higher trust, and more reliable knowledge sharing.

The buddy

The first thing we must acknowledge is that no source is infallible.


Neither people.


Books.


Websites.


Newspapers.


Or artificial intelligence.


Therefore, the question may not be:


"Who is right?"


But:


“What is this information based on?”


Magne

So...


The most important thing is perhaps not the answer?


A detailed whiteboard watercolor shows Magne and the AI buddy in front of a large green board with a simple model that presents five questions everyone should ask when evaluating information. The board shows how we investigate who is behind the information, what sources it is based on, whether the information can be verified, whether the information is up to date and whether it is supported by multiple independent sources. Through the windows, Union Square is bathed in daylight with palm trees, city life and the iconic cable car. The fixed SF coffee cup, non-fiction and notebooks tie the series together visually. The illustration shows how simple questions strengthen source criticism, digital judgment, artificial intelligence, SEO, research and fact-based knowledge development.

The buddy

No.


The most important thing is how the answer has been created.


Can it be documented?


Are there more independent sources?


Is the information up to date?


Is it clear who is behind it?


Magne

It reminds me of how we have worked with Invisible Capital.


We are looking for research.


Universities.


Reports.


Own experiences.


And then we try to put it all together.


A warm and detailed watercolor shows Magne and the AI buddy in front of a large green board where a simple model illustrates how research, universities, reports, newspapers and personal experiences can be compared to build better understanding. The board shows how multiple independent sources provide a stronger knowledge base than a single source alone. Through the windows, Union Square is seen with palm trees, flowers, people and San Francisco's historic cable car. On the table are the characteristic SF coffee cup, a green teapot, textbooks and notebooks that emphasize the educational universe of the series. The illustration shows how comparing sources strengthens source criticism, research, artificial intelligence, digital competence, SEO and long-term trust.

The buddy

Yes.


And that very way of working builds trust.


Not because one source is always right.


But because multiple sources together provide a better basis for understanding a topic.


Magne

So...


Source criticism isn't really about being skeptical of everything?


The buddy

No.


It's about being curious.


To ask questions.


To investigate.


To compare.


And to be willing to change your opinion when new and better documentation becomes available.


Magne

Does that mean that we also have to be able to edit our own articles?


The buddy

Absolutely.


A good professional website is not afraid to update itself.


On the contrary.


It shows that knowledge is something that develops.


A comprehensive educational watercolor summarizes how good source criticism is primarily about attitudes. Magne and the AI buddy stand in front of a large green board that shows how curiosity, openness, honesty, reflection and respect for different perspectives form the basis for good knowledge development. Through the windows, Union Square with palm trees, flowers, people and cable cars creates a vibrant and inspiring setting for the teaching. The characteristic SF coffee cup, green teapot, textbooks and notes tie the series together visually. The illustration shows how critical thinking is not about doubting everything, but about investigating, comparing, documenting and being willing to learn when new and better knowledge becomes available. The message connects artificial intelligence, research, digital judgment, SEO, trust and responsible knowledge sharing.

Academic specialization

Five questions that strengthen source criticism


Before we base information on this, we can ask:


  1. Who is behind the information?

  2. What sources is it based on?

  3. Can the information be checked?

  4. Is the information up to date?

  5. Is it supported by multiple independent sources?


These are good questions whether the information comes from a book, a website, a research article, or an artificial intelligence.


From information to trust

Question

Why is it important?

Who is the sender?Who is the sender?

Provides insight into competence and responsibility.

Are the sources stated?

Makes it possible to control the information.

Is there documentation?

Strengthens credibility.

Is the content up to date?

Reduces the risk of outdated knowledge.

Is this confirmed by more people?

Provides a broader and more robust knowledge base.

Is there openness about uncertainty?

Creates greater trust than solid claims.


New terms in this article


Norwegian technical term

English technical term

Short explanation

Source criticism

Source Criticism

Assessing how reliable, relevant and documented a source is before using the information.

Primary source

Primary Source

The original source of the information, such as a research article or public document.

Secondary source

Secondary Source

A source that builds on or interprets information from a primary source.

Verification

Verification

To check that information is correct using documentation or other sources.

Documentation

Documentation

Sources and evidence that support claims and conclusions.

Fact check

Fact-Checking

The work of investigating whether specific information is correct.

Credibility

Credibility

How reliable and trustworthy a source or content is considered to be.

Independent source

Independent Source

A source that does not rely directly on the same original information as other sources.

Evidence

Evidence

Documentation or observations that support a claim or conclusion.

Critical thinking

Critical Thinking

The ability to analyze, evaluate and reflect before drawing a conclusion.


We have only just begun.


Magne

Friend...


Now I understand how we can evaluate information.


But how do you actually do it?


How does an artificial intelligence assess which sources are good?


The buddy

Hehe...


Now we come to a question that many people ask – and to which there is no single answer.


Because artificial intelligence does not "believe".


It considers patterns, relationships, and probability.


And that is exactly what we will explore in the next article.





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 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.








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