From information gaps to global access — how AI is reshaping the pursuit of knowledge.
Updated
November 28, 2025 4:18 PM
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Paper cut-outs of robots sitting on a pile of books. PHOTO: FREEPIK
Encyclopaedias have always been mirrors of their time — from heavy leather-bound volumes in the 19th century to Wikipedia’s community-edited pages online. But as the world’s information multiplies faster than humans can catalogue it, even open platforms struggle to keep pace. Enter Botipedia, a new project from INSEAD, The Business School for the World, that reimagines how knowledge can be created, verified and shared using artificial intelligence.
At its core, Botipedia is powered by proprietary AI that automates the process of writing encyclopaedia entries. Instead of relying on volunteers or editors, it uses a system called Dynamic Multi-method Generation (DMG) — a method that combines hundreds of algorithms and curated datasets to produce high-quality, verifiable content. This AI doesn’t just summarise what already exists; it synthesises information from archives, satellite feeds and data libraries to generate original text grounded in facts.
What makes this innovation significant is the gap it fills in global access to knowledge. While Wikipedia hosts roughly 64 million English-language entries, languages like Swahili have fewer than 40,000 articles — leaving most of the world’s population outside the circle of easily available online information. Botipedia aims to close that gap by generating over 400 billion entries across 100 languages, ensuring that no subject, event or region is overlooked.
"We are creating Botipedia to provide everyone with equal access to information, with no language left behind", says Phil Parker, INSEAD Chaired Professor of Management Science, creator of Botipedia and holder of one of the pioneering patents in the field of generative AI. "We focus on content grounded in data and sources with full provenance, allowing the user to see as many perspectives as possible, as opposed to one potentially biased source".
Unlike many generative AI tools that depend on large language models (LLMs), Botipedia adapts its methods based on the type of content. For instance, weather data is generated using geo-spatial techniques to cover every possible coordinate on Earth. This targeted, multi-method approach helps boost both the accuracy and reliability of what it produces — key challenges in today’s AI-driven content landscape.
Additionally, the innovation is also energy-efficient. Its DMG system operates at a fraction of the processing power required by GPU-heavy models like ChatGPT, making it a sustainable alternative for large-scale content generation.
By combining AI precision, linguistic inclusivity and academic credibility, Botipedia positions itself as more than a digital library — it’s a step toward universal, unbiased access to verified knowledge.
"Botipedia is one of many initiatives of the Human and Machine Intelligence Institute (HUMII) that we are establishing at INSEAD", says Lily Fang, Dean of Research and Innovation at INSEAD. "It is a practical application that builds on INSEAD-linked IP to help people make better decisions with knowledge powered by technology. We want technologies that enhance the quality and meaning of our work and life, to retain human agency and value in the age of intelligence".
By harnessing AI to bridge gaps of language, geography and credibility, Botipedia points to a future where access to knowledge is no longer a privilege, but a shared global resource.
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The new workplace literacy is here, and it’s digital.
Updated
November 27, 2025 3:26 PM
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A group of office worker attending a presentation in a meeting room. PHOTO: UNSPLASH
The modern workplace is powered by technology, and success increasingly depends on how well employees can use it. Digital fluency—the ability to confidently and effectively use digital tools to achieve goals—is no longer a bonus skill; it’s a necessity. It goes beyond basic technical know-how, encompassing the ability to adapt to new technologies, integrate them into workflows, and use them to solve problems and drive innovation.
Yet, despite its importance, many organizations struggle to build digital fluency across their teams. Barriers such as limited access to technology, outdated training programs, resistance to change, and gaps in leadership support often stand in the way. These challenges can leave businesses lagging behind competitors who are better prepared to leverage the potential of the digital age.
Understanding and addressing these barriers is critical for creating a workforce that thrives in today’s fast-changing world. Below, we explore the key obstacles to digital fluency and provide actionable strategies to overcome them.
One of the challenges to digital fluency is the gap between the technology available and employees’ ability to use it effectively. Technology evolves rapidly, but many organizations lag behind in providing relevant, up-to-date training. Employees may receive a one-time introduction to new tools but lack ongoing opportunities to build confidence or master advanced features.
This issue is compounded by the fact that training often takes a one-size-fits-all approach, failing to address the diverse skill levels within a workforce. For example, while some employees may only need a basic overview of a tool, others may require in-depth knowledge to integrate it into their roles effectively. Without tailored and continuous training, even the most advanced tools can go under utilized, leading to frustration and resistance.
Even with proper training, employees may hesitate to adopt new technologies. Resistance to change is a deeply rooted challenge that goes beyond technical skills—it’s tied to fear of failure, skepticism about the value of new tools, or discomfort with disrupting existing workflows.
For example, employees who have been using the same systems for years may feel overwhelmed by the idea of learning something new. They may worry that new technologies will complicate their work rather than simplify it. In some cases, they may even feel their jobs are threatened by automation or digital tools.
This resistance isn’t limited to employees—it can also exist at the leadership level. If leaders themselves are hesitant to adopt new approaches, it creates a top-down culture that stifles innovation.
The lack of organizational alignment is another significant barrier. Digital tools often roll out unevenly across departments, leading to fragmented adoption. For instance, one team might embrace a new project management tool, while another continues to rely on spreadsheets. This inconsistency creates silos, disrupts collaboration, and makes it harder for organizations to achieve the full benefits of digital transformation.
Generational differences can further exacerbate this issue. Younger employees, who are often more comfortable with technology, may adopt new tools quickly, while older employees may struggle to keep up. This divide can lead to frustration on both sides and uneven levels of digital proficiency across the organization.
Leadership plays a critical role in driving digital transformation, but in many organizations, this support is inconsistent or absent. Some leaders fail to prioritize digital fluency as a strategic initiative, while others may not fully understand the tools themselves, making it difficult to set an example for their teams.
Without clear direction from leadership, employees may not see digital fluency as a priority. This lack of alignment can lead to half-hearted adoption, where technology is seen as an optional add-on rather than a fundamental part of the organization’s success.
These barriers don’t exist in isolation—they are deeply interconnected. For example, outdated training practices can fuel resistance to change, while fragmented adoption across teams is often a symptom of weak leadership support. Together, they create a cycle that limits an organization’s ability to adapt, innovate, and thrive in a fast-changing world.
Addressing these challenges is critical for building a workforce that is confident, capable, and ready to embrace the future. By breaking down these barriers, organizations can unlock the full potential of their teams and position themselves for long-term success.
Training should not be an afterthought or a one-time event—it must be a continuous and personalized process. Employees come with diverse skill levels, and a one-size-fits-all training program often fails to address these differences. Organizations should adopt a multi-pronged approach to training, offering workshops for hands-on learners, e-learning modules for self-paced learning, and one-on-one coaching for employees who need more targeted support.
For example, companies like AT&T have invested heavily in workforce retraining initiatives, providing employees with a structured path to build digital skills overtime. These programs not only improve employee confidence but also help organizations fully leverage their digital tools.
Moreover, training programs should evolve to keep up with technological advancements. Employees need regular refreshers to stay current, as even the most advanced tools can become obsolete or under utilized without proper guidance. By making training a core part of the organizational culture, companies can empower employees to adapt to new tools with ease and confidence.
Resistance to change is a major barrier to digital fluency, often fueled by employees’ fear of failure or inefficiency when using new tools. To address this, organizations should foster a culture where employees feel safe experimenting with technologies in low-stakes environments, such as “sandbox environments” that allow for practice without affecting real workflows. When employees are encouraged to test new tools and processes in a low-stakes environment, they become more comfortable with technology over time.
Recognizing and rewarding employees who embrace new tools or suggest innovative ways to use them reinforces this mindset. Early adopters can serve as champions for digital fluency, encouraging others to engage with and explore new technologies.
By normalizing experimentation, organizations can shift employees from resisting change to confidently adopting digital tools as opportunities for growth.
To avoid fragmented adoption, organizations must ensure that digital tools are implemented consistently across teams. This requires clear communication, cross-departmental collaboration, and alignment on how tools will be used to achieve shared goals.
Mentorship programs can help bridge generational divides, pairing younger employees with older colleagues to share knowledge and skills.
Leaders play a pivotal role in overcoming barriers to digital fluency. They don’t just drive the adoption of digital tools—they shape how employees perceive and engage with them. When leaders actively embrace technology, they demonstrate its value and set a standard for others to follow.
Leadership involvement must go beyond symbolic gestures. Employees are far more likely to adopt new tools or processes when they see their leaders using them effectively in day-to-day work. For example, a manager who uses a team collaboration platform to streamline communications or leverages data visualization tools in meetings signals the practical benefits of these technologies. This hands-on engagement builds trust and encourages others to follow suit.
Equally important is leaders’ ability to connect digital tools to broader organizational goals. Employees need to understand how these tools contribute to solving real problems, improving workflows, or driving innovation. When leaders clearly communicate the "why" behind digital initiatives, it helps employees see digital fluency as a shared mission rather than an abstract directive.
Digital fluency isn’t just about mastering tools—it’s about creating a workplace where adaptability, curiosity, and collaboration thrive. It’s about empowering employees to see technology not as a hurdle but as an opportunity to innovate, grow, and solve problems in new ways.
At its heart, digital fluency is a shared effort, requiring leaders who inspire, teams that align, and cultures that embrace experimentation and learning. When organizations commit to breaking down barriers—whether through better training, stronger leadership, or fostering collaboration—they unlock the full potential of their people and their tools.
The future belongs to organizations that don’t just adopt technology but embed it into their culture, enabling their teams to thrive in an ever-changing digital landscape. The question now is not whether we can keep up with change, but how far we can go when we embrace it fully.