Most businesses don't need a research lab; they need a specific workflow automated or a specific piece of information surfaced faster. The work here is scoping AI to a real problem, then integrating it into the systems that already exist.
Identify the specific workflow worth automating — and the ones that aren't.
Build a working version against real data, fast.
Wire it into existing systems and authentication.
Set up evaluation so quality doesn't quietly drift after launch.
System design and technology decisions that hold up once real traffic and real teams hit them.
Learn more →Moving workloads to AWS, and designing the account and network structure they land in.
Learn more →Backend systems built on modern Java and Spring Boot, from greenfield services to legacy modernization.
Learn more →Tell us where things stand today and what you're trying to get to.