Navigating the Imperfect Revolution
AI is here to change the world. But deploying it is confusing, expensive, and risky. We exist to make sure that it does not harm others nor bankrupt you.
How We Do It
Reality over Hype
Our recommendations are the product of research, industry expertise and real-life data points on what actually worked for builders like you
Frictionless Responsibility
Deploying AI responsibly should not slow you down. We seek to democratize the role of a TPM to encourage safe, sustainable deployment for your business and society.
Community = Standard
No one person knows everything (including us)! While we researched our initial recommendations, we will use crowdsourcing to iterate so we evolve as fast as the tech.
Our Neutrality Charter
NO
PAY-TO-PLAY
We do not accept payment, equity, or kickbacks to rank specific vendors in your budget. If we recommend a tool, it’s because it works, not because they paid us.
DATA SOVERIENGTY
Our recommendations are augmented by aggregated user data. We do not store any personal info without consent. Your IP is not sold, used as training data, or otherwise distributed.
Pro-Builder
Not Pro-AI
Ai poses significant risks. Our ethos is centered around safely evolving with the techology rather than advocating for its use.
AI Engineer Turned Social Entrepreneur
My career began as a SWE at Google where I was exposed to the raw power of scalable technology. But I really understood the potential for application during a Google.org AI for Social Fellowship where I built crisis intervention AI tools for The Trevor Project.
Recognitions: OpenAI Nonprofit Hero (2025), Google.org AI for Social Good Fellow (2020)
Previous: Head of Product @ Project Own, Director of AI @ Fast Forward, SWE @ Google
Shortly after, I joined Stanford's MBA program. During my first quarter, ChatGPT was launched and the AI boom took off. While the market obsessed over 'optimization' and 'capital,' I saw a massive blind spot: the operational reality of deploying these tools in the real world, particularly amongst those in social impact who often have the most limited resources.
That set me down a path where in a variety of roles, I reviewed over 300+ AI social impact solutions, advised on the strategic plan for 50+ and led a couple 0 -> 1 deployments. My vantage point allowed me to see patterns amongst solutions which led me to create The Kaleidoscope Project where I hope to give every founder the TPM they need in the AI age.
