Blog
Notes from the work
On commercial due diligence, market sizing and purpose-built AI, written by the aqmen team.
December 8, 2025
The Calculator Paradox of Generative AI
If you can't trust an LLM to multiply two 20-digit numbers, how can you trust it with a commercial due diligence? Why verifiable reasoning beats better guessing.
Santiago Segarra · Co-founder & CTO
October 30, 2025
Why general-purpose AI can draw masterpieces but fails at spreadsheets 💼
Change a pixel and an image looks the same. Change a formula and a market model becomes dangerous. Why the recipes behind image generation fail in finance.
Santiago Segarra · Co-founder & CTO
October 26, 2025
The future of AI for work isn't general, it's purpose-built and precise
The same prompt, run through general-purpose AI assistants and a purpose-built agent, and why the purpose-built one keeps winning on structured, high-stakes work.
Santiago Segarra · Co-founder & CTO
August 1, 2025
A guide to market sizing
A structured, practical approach to market sizing (TAM/SAM/SOM, value driver trees, methodology, forecasting, and scenario planning), rooted in the frameworks top consulting firms use.
Miguel Casares · Co-founder & CEO