Tilde

Tilde's proprietary research in mechanistic interpretability leads to a breakthrough product that becomes an industry standard for AI safety and auditability. It's adopted by major enterprises and even large AI labs for compliance and development, leading to an acquisition by a tech giant or a successful Series B/C at a $40M+ valuation, providing significant returns for common stock holders.

Tilde develops a valuable niche product for specific interpretability challenges, gaining traction with early adopters and smaller AI development teams. Growth is steady but limited by the competitive landscape. An acquisition by a larger AI platform company occurs at a modest premium, perhaps $12M-$15M, where common stock holders see some return after the $8M liquidation preference.

Large incumbents (OpenAI, Anthropic, Google, Microsoft) integrate advanced interpretability features directly into their platforms, commoditizing Tilde's offerings or making a standalone solution less attractive. Tilde struggles to find product-market fit or secure further funding, leading to a wind-down or a fire sale acquisition below its seed valuation, resulting in little to no return for common stock holders due to the $8M liquidation preference.