// WHO WE ARE
Senior engineers bringing AI into production.
Directly involved in every project: diagnosis, architecture, validation, and AI systems brought into production.
We built 41dots to work differently: few projects at a time, direct founder involvement, clear communication, and technical decisions made by the people who then have to make the system work.
We do not sell hours. We sell technical responsibility applied to concrete problems: understanding where a process breaks, what is worth validating, and how to move it toward reliable daily use.
Projects are followed directly by the founders on critical decisions: diagnosis, architecture, validation, and the transition toward production.
We look for clients with real problems, clear constraints, and a willingness to make decisions based on facts.
// NOT FOR EVERYONE
We work well when there is ownership on the client side, access to the necessary systems, and willingness to validate decisions against real data.
We are not the right partner if you are looking only for hourly execution, a demo to present internally, or someone to delegate a problem to without operational involvement.
Our work is effective when the client wants to understand what holds, what should be simplified, and what is truly worth taking to production.
Daniele
Senior Software Engineer
AI systems, backend engineering, and production pipelines. Works on architectures, models, integrations, and technical controls to make sure what gets built holds up to real data, edge cases, and daily use.
LinkedIn →
Giulia
Senior Software Engineer
Full-stack developer with experience designing end-to-end solutions: APIs, operational interfaces, integrations, and AI systems embedded into real company workflows.
LinkedIn →// GET STARTED
Start with a preliminary review.
Describe the situation, problem, and constraints. We'll reply with the most sensible next step: stop, simplify, run a Crash Test, or take the system to production.
We read every request within 48 hours. The evaluation is reviewed directly by people who can understand the technical and operational problem. If it makes sense to go deeper, we propose a free, no-obligation qualification call.