Judgment before consensus.
Independent advisory for data, AI, and emerging technology decisions.
For builders, operators, and investors.
YEARN Advisory
Most companies do not need another roadmap.
They need a point of view that still holds once operations, risk, and capital enter the room.
A compact team with unusual range of motion — strategy, engineering, product, capital, and client leadership — across industries, on a narrow class of complex technology decisions.
We have built and led data and AI agendas inside global companies and startups. We now advise that same class of decision from the outside — what is real, what is early, and what is worth committing to.
We are kept small on purpose. The room is built so those decisions can be looked at as an operating problem, a product problem, and a capital problem in the same conversation.
We allocate our own capital where the thesis holds. Work is senior and specific. Most of it stays confidential.
An independent firm, established in Singapore, working across Asia Pacific, with clients globally.
Selected engagements
- Enterprise AI agenda, global consumer company
- Data and ML foundation, Fortune 50 multinational
- Data OS arm for AI research lab
- Technical diligence for a VC fund
- Venture-studio partnership with emerging startups
- Corporate digital-asset protocols under constraint
Details shared in conversation.