AI Implementation

Co-written with Arthur Prévot "It's very, very difficult — even for people working on the products — to know the difference between what we say in a demo, what's on a road map, and what's actually in production. It's a full-time job just figuring that out."  Quote from a Salesforce employee as reported by Business Insider  reporter Ashley Stewart. The New Gold Rush Every few years, technology rediscovers its own illusion of speed. Today , it’s AI-enabled automations. Tools l

It started at the end of January this year. One careless turn on the ski slopes in the Pyrenees and soon I was staring at an MRI that looked like a storm; a chaotic swirl of bone, fluid, and mystery under my left knee. Out of curiosity, I asked ChatGPT to interpret the image. It tried but the output left me with more questions than answers. The output wasn’t wrong, but it wasn’t helpful either. It told me something was “abnormal,” the kind of half-answer that makes you more a

In early 2025, Deloitte made headlines for the wrong reasons.One of its government-commissioned reports contained fake legal citations and references to academic work that didn’t exist — all generated by AI. The firm had to refund the contract partially. Embarrassing? Absolutely. But more than that, it was a warning. If one of the largest consulting firms in the world can be blindsided by hallucinations, what does that mean for startups, law firms, and corporate legal depart

Originally published on Linkedin here . Hey there, Product Managers! Let’s talk about the one thing that’s reshaping our world faster than we can say “MVP”—AI.  As someone who’s had the privilege of leading product management for giants like Google, JPMorgan Chase, and Credit Suisse, as well as steering agile and AI-enabled strategies for startups and enterprises across 4 continents, I’ve seen one thing repeatedly:  the best product managers aren’t just adapting; they’re sett

Many novice ChatGPT users have experienced this: You provide simple instructions, and the AI generates generic content that feels uninspired. The typical reaction? “This is just junk! I don’t get the hype.” Having used ChatGPT extensively for writing opinion pieces, books, manuals, and blog posts, I’ve learned one crucial lesson: write more to get better results. ChatGPT isn’t a magical tool that reads your mind and extracts your insights. You need to articulate those yoursel

Two months back, a group of my startup friends from Barcelona and Finland and I set out to create something ambitious: AIPathway , a new AI training program. As we worked on the launch, we realized we wanted to spotlight on a crucial skill — Prompt Engineering. It’s funny because, despite using ChatGPT regularly for over a year, prompting effectively was still something we hadn’t quite mastered ourselves. At first, I went all in, crafting prompts so detailed they practically