Every engagement gets written up: the state we found, what we built, what changed, and what is still open.
Ocean's Halo ran its packaging supply chain across spreadsheets owned by three companies, retyped by hand at every handoff. One dashboard now shows what needs attention, and the plants and the supplier enter their own numbers.
ARGUS is a digital twin of an outpost site that runs four specialized military tools as one live system, letting separate judgments about infrastructure and construction planning happen on one shared terrain and weather model.
A newsroom's international desk used to lose hours every morning figuring out what was new. Now a tool does that overnight, and flags which stories the desk is likely to run.
A promotional-products franchise used to pay for a costly pricing tool with restricted control. Rian rebuilt it from scratch, handed over every line of source code, and made it four times faster in the process.
A new system grades AI agents step by step as they browse the web, judging more accurately than large AI models at a fraction of the cost. The research, co-authored by Rian's CTO, was a NeurIPS 2025 Spotlight paper and the #1 daily paper on Hugging Face.