'Spilling the digital beans on AI' Interview series

'AI Has The Potential To Be More Transformative Than the Rise of the Internet'

June 5th, 2024

Interview with Matteo Senardi, Head of Data & Innovation at Docsity

Matteo Senardi, Docsity, interview

It's pretty clear that with the rise of AI, our approach to learning will drastically change.

Docsity's mission is to gamify learning and help university and high school students access study materials.

Matteo Senardi is committed to improving this global learning platform. Find out how he leverages AI in his own work and how he's integrating it in his role as Head of Data & Innovation at Docsity.

What's your job and how does it involve AI?

As the Head of Data and Innovation, I lead a team that's passionate about leveraging AI to transform the educational landscape. At Docsity, we've curated a vast collection of user-generated study documents, and with our tailor-made AI services, we convert them into easily digestible summaries, interactive chatbots, dynamic mind maps, and engaging quizzes. By harnessing the power of AI, our aim is creating a more accessible, personalized, and efficient learning environment for students everywhere.

Do you believe AI will bring a bigger technological revolution than the internet?

I believe blindly that AI has the potential to bring about a technological revolution that could be extremely more transformative than the rise of the internet.

The internet has undoubtedly reshaped the way we communicate, access information, and conduct business. However, AI's ability to analyze, learn, and adapt to complex data and environments could unlock new levels of innovation and efficiency across various sectors, from healthcare and education to transportation and energy management.

Is AI more of a chance or a challenge for humanity? Why?

Past signs that every turning point in human history has involved navigating the complex interplay between opportunities and challenges. The rise of AI is no different. As we embrace the transformative potential of it, we must also address the ethical, social, and economic implications it presents.

This includes fostering responsible development, promoting transparency and fairness, and ensuring that the benefits of AI are equitably distributed. Ultimately, the key to unlocking AI's full potential lies in our ability to adapt and evolve alongside the technology, learning from the lessons of the past and working together to create a future where AI serves as a powerful tool for human progress and well-being.

Which Ai tool do you personally use the most?

As part of my daily routine, I actively engage with a variety of AI tools, including ChatGPT, Mixtral Large, and Claude, to explore new possibilities and enhance my productivity. These AI tools serve multiple purposes, such as testing APIs, experimenting with cutting-edge algorithms, generating the draft for high-quality business documents, and conducting research on emerging domains. Moreover, I leverage the capabilities of these AI tools to perform prompt engineering, which allows the team to create more targeted and effective queries, ultimately leading to better results.

Do you prefer: ChatGPT or Gemini?

Mix of well known flagship models like ChatGPT, Claude, Gemini and open source models, as well as open-source models such as Mistral, Mixtral, Llama3 or even the infinitesimal Phi-3 size.
Each AI model brings unique capabilities and perspectives to the table, and by combining them semantically based on specific requirements, I can achieve more accurate and contextually relevant results. In essence, I believe that the true power of AI lies in its diversity and the ability to combine different models to create a more comprehensive and adaptable AI solution.

Do you trust Gen AI benchmarks?

While AI benchmarks can provide valuable insights into the performance of various models, they may sometimes offer a limited perspective on AI capabilities when not accompanied by the right data, prompt engineering, or even the need of business related fine-tuning. Relying solely on these benchmarks can lead to an incomplete understanding of AI performance in real-world scenarios.


Comparing AI models using only benchmarks is similar to evaluating a person's learning abilities exclusively through multiple-choice questions, which may not accurately reflect their problem-solving skills in more open-ended situations. Instead, I believe in a more comprehensive approach that combines A/B testing and feature flag releases to assess AI performance in real-world business and end-user cases. By testing different LLM providers, model sizes, and context lengths, we can gain a more accurate understanding of AI capabilities and make informed decisions about their implementation. This approach ensures that we're evaluating models in a more holistic and practical manner, ultimately leading to better outcomes and more effective innovative solutions.

The Interview

The Best AI presentation tool: Gamma!

Tested and approved by us, as it was able to generate a whole presentation from one single prompt!

What area should AI enthusiasts keep an eye on in the near future?

AI aficionados should keep a close eye on multimodal LLMs in the near future. These models, which can process and understand various forms of data such as text, images, audio and video are poised to enlarge the way users interact with devices across a wide range of platforms, from wearable technologies to augmented reality experiences.


Multimodal LLMs have the potential to create more immersive, intuitive, and contextually aware AI systems that can seamlessly integrate with our daily lives. By enabling natural and dynamic interactions between users and their devices, these models will unlock new possibilities for communication, entertainment, and productivity.
As multimodal LLMs continue to advance, they will likely play a pivotal role in shaping the future of human-computer interaction.

Any tips, tricks or hacks regarding the use of AI?

When it comes to building AI applications, I believe that a winning strategy involves combining custom natural language processing (NLP), chain of prompts, and semantic routing. This approach allows developers to create more robust and versatile systems that can effectively address a wide range of use cases. NLP enables you to tailor your AI solution more to specific needs, optimizing its performance and ensuring seamless integration with existing systems.

Chain of prompts, on the other hand, helps guide LLMs through a series of interconnected tasks, allowing for more complex and contextually aware interactions. Finally, semantic routes help the AI understand and navigate the underlying meaning and relationships within the data, leading to more accurate and relevant outputs.
By combining these three elements, developers can create AI applications that can deliver exceptional user experiences. This approach encourages innovation and continuous improvement, ensuring that your AI solution remains at the forefront of technological advancements.

What's the craziest thing about AI you've heard so far?

One of the most intriguing aspects of AI that I've come across is the rapid proliferation of device-level large language models, both flagship and open-source. What's truly remarkable is the potential of flash LLMs, which enable the storage and execution of these models directly from flash memory instead of loading them into RAM. This innovative approach has the potential to revolutionize the user experience on mobile devices.


By leveraging flash LLMs, we can overcome the limitations of mobile devices' memory and processing power, paving the way for more sophisticated AI applications right at our fingertips. This development could lead to a new generation of mobile apps with advanced natural language understanding, personalized recommendations, and real-time content generation, all without relying on constant internet connectivity. The possibilities are endless, and I'm excited to see how this technology unfolds and reshapes our daily lives.

What AI tool should be invented for you?

An AI tool that I would love to see invented is one that continually refines its learning providing end users with a selection of fine-tuning options tailored to their specific tasks. This tool would foster a more collaborative and dynamic relationship between humans and AI adapting its performance in real-time, driving innovation and unlocking new possibilities in the process of user needs.

Who'll make the race for spearheading AI in 10 years?

All the big five plus OpenAI

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About the interview series:

‘Spilling the digital beans on AI’ allows you to listen in on CEOs building AI tools and learn from AI enthusiasts who are already leveraging the technology every day.

Whether you are looking for tips using AI or want to take a glimpse into the future of AI with us, get the popcorn out because we translate the technical chit-chat into a language we all understand.

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