A massive valuation for a "seed" round can be misleading. Often, insiders have participated in several unannounced, cheaper tranches. The headline number is just the final, most expensive tier, used to create FOMO and set a high watermark for new investors.

The current fundraising environment for top AI founders is so frenzied that some are receiving term sheets before their data rooms are even built. In one case, a founder secured offers without financials in their data room, showing how speed and competition are causing some VCs to skip fundamental diligence.

Due to the nascent and highly specialized nature of AI, VCs find that traditional expert networks are no longer effective for diligence. Instead, they must rely on curated personal networks of deep specialists who can genuinely assess new technologies and teams.

The willingness of investors to back unproven founders isn't just optimism. It's a calculated response to the immense pain of 'Category II errors'—passing on a company like Google. This fear of missing a massive return cultivates extreme open-mindedness, which manifests as a high-trust culture.

Beyond product-market fit, there is "Founder-Capital Fit." Some founders thrive with infinite capital, while for others it creates a moral hazard, leading to a loss of focus and an inability to make hard choices. An investor's job is to discern which type of founder they're backing before deploying capital that could inadvertently ruin the company.

To combat fraud, some credit funds use the prospective borrower's due diligence deposit to fund deep background checks on founders and management as the very first step. Any past financial impropriety, no matter how old, results in an immediate rejection, making recent high-profile frauds avoidable.

An acquisition target with a valuation that seems 'too good to be true' is a major red flag. The low price often conceals deep-seated issues, such as warring co-founders or founders secretly planning to compete post-acquisition. Diligence on people and their motivations is more critical than just analyzing the financials in these cases.

An expert reveals two shocking statistics: 80% of new founders fail their first diligence attempt, and 85% of early-stage investors don't perform confirmatory diligence. This highlights a massive, systemic weakness and inefficiency in the startup ecosystem, creating significant risk on both sides of the table.

The institutionalization of venture capital as a career path changes investor incentives. At large funds, individuals may be motivated to join hyped deals with well-known founders to advance their careers, rather than taking on the personal risk of backing a contrarian idea with higher return potential.