Career confidence
Help people find a truthful professional story and practice expressing it through BuildMe
Useful AI,
within reach.
I want people to use AI for decisions and learning that matter to them, with a way to check its sources and stay in control.
The mission.
I turn deep data expertise into practical AI platforms that help people tell their story, find clear answers, and keep learning - with trust built in.
“For good” means a practical human benefit: a person who can explain their strengths, practice a financial decision, or find knowledge in a language they understand.
Three areas of work.
One shared discipline.
Financial capability
Create a safe place to practice decisions through ADVA Learning, with educators and governance in the loop.
Knowledge access
Connect concepts to their sources through multilingual search and learning experiences.
Controls people can inspect
Preserve provenance, privacy, user control, and human review as products grow. Build reusable foundations through ADVA Integration and the OG-SR governance framework.
A goal to work toward.
Launch and validate three governed AI platforms that collectively help at least 10,000 people build career confidence, financial capability, or access to knowledge, with a published privacy, provenance, and human-review standard for every product.
Proposed ambition for December 2028. This is a direction to validate, not a claim about current adoption.
Tell me what you’re building.
Share where you are, what’s getting in the way, and where I can help.