Abstract swirling pattern with bright colors including blue, pink, yellow, orange, and purple.

Random Walk Collective

Technical Intelligence for Deep Tech Investing.

The Random Walk Collective sources, evaluates, and supports exceptional companies across aerospace, materials, manufacturing, infrastructure, and other emerging sectors.

Hard tech and deep tech sectors are experiencing a renaissance with high upside potential in capital markets. Investment strategy in these sectors requires technical judgement that many investment teams don’t have. At RW, the goal is to fix that problem. Founded by startup investor, operator, and engineering Ph.D. Danny Nikolai, the Random Walk Collective helps investors expand their exposure to founders driving an innovative future. RW blends deep technical expertise with capital markets experience and operational perspective.

What We Do

Abstract painting with swirling colors of blue, black, pink, and orange.

Investment Partnership

Engineer-in-Residence services for family offices and individual investors looking to build deep tech portfolios. Deal sourcing, ongoing technical evaluation, and strategic counsel on investments.

Abstract swirl of blue, orange, and black colors creating a fluid, marbled pattern.

Technical Diligence

Focused assessments of investment opportunities of interest. Technical due diligence, physical feasibility studies, competitive position, commercialization risk, and team capability with clear recommendations.

Abstract swirling patterns in vibrant colors including red, black, purple, green, and white.

Portfolio Support

Strategic advisory for technical portfolio companies. Engagement doesn’t stop with investment. RW works to support aligned portfolio companies to increase the odds of successful investment.

Contact Us

Conversations start with your investment thesis and portfolio goals.

Work is structured as ongoing retainer partnerships.