AURUM MACHINAAn Auromagna Group companyTwo ways to work with us, with the same discipline in both: agree the result first, then build what produces it.
We co-found ventures with people who own a market, build the product and the operations, and take a stake alongside a fee. Investor and engineering team in one.
Name the result you need. We agree the baseline and the measure, build what delivers it and keep it running, with pay tied to milestones and to the measure.
The further we go with you, the more of our pay rides on the result.
We map how the business works and agree the measure that matters, with a baseline and a date.
We deliver the first result, live and accepted against that measure.
We run the systems, data and AI workflows behind the result, including ones another team built, and keep improving them.
Where the result is a company, we build it with the founder and hold a stake.
Need one workflow fixed first? We also automate workflows and connect business systems, measured against a baseline.
A result is only as clear as the definition behind it, so the model comes first.
Every business runs on a model of itself: what it deals with, how those things relate and who decides what. Most never write it down.
We write it down first, as one shared definition that every system, team and AI agent works from. It tells us what a good result looks like and how to measure it, and each thing we build on it costs less than the one before.
MIT NANDA's 2025 study found that around 95 percent of enterprise generative AI initiatives in its dataset fell short of measurable financial impact.1
We work from first principles, and we're paid against the result, so AI has to earn its place:
1. MIT NANDA, The GenAI Divide: State of AI in Business 2025, as reported by Fortune. Findings apply to the study's own dataset.
