The 95% Trap: Why the Last 5% of AI Adoption Is the Most Important
If your team is at 95% AI usage, the question is not whether to finish — it is what the cost of not finishing actually is.
Team Lead at Thanx, a US loyalty SaaS, where I take LLM-powered agents into production and own the app-publishing lifecycle end to end. I care about moving fast and keeping models reliable when they meet real users. I've also designed and shipped my own vertical SaaS products for underserved industries in Latin America.





If your team is at 95% AI usage, the question is not whether to finish — it is what the cost of not finishing actually is.
If AI can automate 50% of your current role, the question is not whether your job is safe — it is whether you are building the skills that AI cannot replace.
The difference between using AI and being AI-native is the difference between prompting and building reusable primitives that compound over time.
Discover the importance of authenticity and sincerity in making a real impact through our words and thoughts
Vertical SaaS products I designed, built, and shipped end to end.
Property management for small lodgings — cabins, B&Bs, and apart-hotels with 2 to 50 rooms. Reservations, seasonal rates, housekeeping, guest profiles, and reports. Built for properties that ran everything on spreadsheets and WhatsApp.
Next.js · shipped
Offline-first field notebook for agricultural BPA compliance. Phytosanitary tracking, automatic withholding-period calculations, SENASA monitoring forms (Res. 65/2019), and PDF export — designed for low-connectivity use in the field.
Next.js · offline-first · shipped
Property management for small lodgings — cabins, B&Bs, and apart-hotels with 2 to 50 rooms. Reservations, seasonal rates, housekeeping, guest profiles, and reports. Built for properties that ran everything on spreadsheets and WhatsApp.
Next.js · shipped
Offline-first field notebook for agricultural BPA compliance. Phytosanitary tracking, automatic withholding-period calculations, SENASA monitoring forms (Res. 65/2019), and PDF export — designed for low-connectivity use in the field.
Next.js · offline-first · shipped



