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Injecting Domain Expertise Into Your AI System

February 4, 2025 by Janna Lipenkova

When starting their AI initiatives, many companies are trapped in silos and treat AI as a purely technical enterprise, sidelining domain experts or involving them too late. They end up with generic AI applications that miss industry nuances, produce poor recommendations, and quickly become unpopular with users. By contrast, AI systems that deeply understand industry-specific … [Read more...] about Injecting Domain Expertise Into Your AI System

Carving Out Your Competitive Advantage With AI

January 29, 2025 by Janna Lipenkova

AI competitive advantage

When I talk to corporate customers, there is often this idea that AI, while powerful, won’t give any company a lasting competitive edge. After all, over the past two years, large-scale LLMs have become a commodity for everyone. I’ve been thinking a lot about how companies can shape a competitive advantage using AI, and a recent article in the Harvard Business Review (AI Won’t … [Read more...] about Carving Out Your Competitive Advantage With AI

How To Use AI To Automate Document Processing

April 4, 2024 by Alex Bardahan

AI document processing

Document processing is an essential yet time-consuming activity in many businesses. Every day, countless hours are spent on sorting, filing, and searching for documents. Artificial intelligence (AI) is a game-changer in the automation of these mundane tasks. By leveraging AI, organizations can automate the extraction and interpretation of information from documents to focus … [Read more...] about How To Use AI To Automate Document Processing

RAG vs Finetuning — Which Is the Best Tool to Boost Your LLM Application?

January 15, 2024 by Heiko Hotz

RAG vs Finetuning

As the wave of interest in Large Language Models (LLMs) surges, many developers and organisations are busy building applications harnessing their power. However, when the pre-trained LLMs out of the box don’t perform as expected or hoped, the question on how to improve the performance of the LLM application. And eventually we get to the point of where we ask ourselves: Should … [Read more...] about RAG vs Finetuning — Which Is the Best Tool to Boost Your LLM Application?

Redefining Conversational AI with Large Language Models

October 10, 2023 by Janna Lipenkova

Source: rawpixel.com Conversational AI is an application of LLMs that has triggered a lot of buzz and attention due to its scalability across many industries and use cases. While conversational systems have existed for decades, LLMs have brought the quality push that was needed for their large-scale adoption. In this article, we will use the mental model shown in Figure 1 to … [Read more...] about Redefining Conversational AI with Large Language Models

Building AI Products With A Holistic Mental Model

September 11, 2023 by Janna Lipenkova

building AI products

Note: This article is the first in a series called “Dissecting AI applications”, which introduces a mental model for AI systems. The model serves as a tool for the discussion, planning, and definition of AI products by cross-disciplinary AI and product teams, as well as for alignment with the business department. It aims to bring together the perspectives of product managers, … [Read more...] about Building AI Products With A Holistic Mental Model

Mastering ChatGPT: Effective Summarization With LLMs

July 14, 2023 by Andrea Valenzuela

Text Summarization ChatGPT

Summarization agents imagined by the AI image generation tool Dall-E. Are you part of the population that leaves reviews on Google maps every time you visit to a new restaurant? Or perhaps you are the type to share your opinion on Amazon purchases, especially when you get triggered by a low-quality product? Don’t worry, I won’t blame you — we all have our … [Read more...] about Mastering ChatGPT: Effective Summarization With LLMs

What ChatGPT Knows about You: OpenAI’s Journey Towards Data Privacy

July 7, 2023 by Andrea Valenzuela

data privacy

After all the concerns raised by ChatGPT’s data outage on the past 20th of March, we quickly observed some reactions from the outside world. The most forceful one? Italy banning ChatGPT for data privacy concerns. Nearly one month after the incident, OpenAI has already taken some actions regarding user data privacy: The possibility to turn off the chat history … [Read more...] about What ChatGPT Knows about You: OpenAI’s Journey Towards Data Privacy

Creating An Information Edge With Conversational Access To Data

June 29, 2023 by Janna Lipenkova

conversational AI for data analysis

Figure 1: Representation of the Text2SQL flow As our world is getting more global and dynamic, businesses are more and more dependent on data for making informed, objective and timely decisions. However, as of now, unleashing the full potential of organisational data is often a privilege of a handful of data scientists and analysts. Most employees don’t master the … [Read more...] about Creating An Information Edge With Conversational Access To Data

Can ChatGPT Compete With Domain-Specific Sentiment Analysis Machine Learning Models?

June 22, 2023 by Francisco Caio Lima Paiva

ChatGPT sentiment analysis

ChatGPT is a GPT (Generative Pre-trained Transformer) machine learning (ML) tool that has surprised the world. Its breathtaking capabilities impress casual users, professionals, researchers, and even its own creators. Moreover, its capacity to be an ML model trained for general tasks and perform very well in domain-specific situations is impressive. I am a researcher, and its … [Read more...] about Can ChatGPT Compete With Domain-Specific Sentiment Analysis Machine Learning Models?

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