Daven Cook on Why Growth-Stage Companies Need Governance Foundations Before Expanding Their AI Strategy and Technology Stack

As artificial intelligence adoption accelerates across industries, many companies are investing heavily in new tools before fully understanding whether their internal operations are prepared to support them. 91% of organizations planned to increase AI investment, yet many leaders continue struggling to translate adoption into measurable value. A recent survey also found that 56% of companies reported no meaningful revenue or cost benefits from AI investments so far.

According to Daven Cook, Managing Partner of RAI Cru, those results often reflect a deeper operational issue rather than a technology problem itself. Cook explains that businesses frequently move toward AI implementation before establishing the governance infrastructure needed to support visibility and decision-making as complexity increases.

“AI governance is one of the outer layers,” Cook says. “Most businesses have not fully addressed the foundational governance layers underneath them yet. If those foundations are weak, adding more technology can increase complexity faster than the organization can manage it.”

RAI Cru operates as an advisory firm focused on governance, risk, and compliance readiness for growth-stage businesses. According to Cook, the firm primarily works with lower middle market companies that are beginning to encounter greater operational scrutiny as they scale. “These organizations are often transitioning from founder-led oversight into more structured reporting environments involving regulators, lenders, shareholders, or external partners,” Cook says.

He notes that growth itself naturally introduces operational complexity, which in turn increases risk exposure. “In many cases, founders begin experiencing delayed reporting, fragmented systems, compliance uncertainty, or inconsistent operational visibility,” Cooks explains. He frames this condition as operating blind, where leadership loses confidence in whether reporting accurately reflects operational reality.

“The closer reporting gets to operational truth, the easier it becomes for founders to step back and make stronger decisions,” Cook notes. “That visibility creates confidence because leaders are no longer relying on assumptions or incomplete information.”

According to Cook, governance maturity often determines whether businesses can implement emerging technologies responsibly. He compares governance development to building foundational infrastructure before expanding into more advanced systems. Without that structure, organizations may unintentionally introduce additional risks while attempting to modernize operations.

RAI Cru’s advisory process begins with a governance diagnostic designed to identify inconsistencies between operational activity, reporting structures, and document maturity. Cook explains that the firm evaluates what he calls three narratives within a business. These include operational truth and reported truth, which refer to how effectively organizations capture and maintain supporting operational records, in order to allow for clear and intentional decisions.

The diagnostic process, according to Cook, allows businesses to identify gaps before those weaknesses create larger operational or regulatory consequences. From there, RAI Cru provides advisory support aimed at improving reporting clarity and operational oversight.

Cook says many clients initially view governance spending as an operational cost rather than a long-term growth investment. To help reframe that mindset, he often introduces the concept of seed money versus ego money.

“Seed money prepares the business for future capacity,” Cook says. “Ego money can sometimes create the appearance of growth before the underlying structure is ready to support it.”

He believes AI adoption has become a modern example of this tension. As businesses rush to implement new systems, many leaders feel pressure to move quickly because competitors or public conversations are emphasizing rapid adoption. However, Cook argues that governance maturity ultimately determines whether those investments generate sustainable operational value.

A study found that 74% of AI’s economic value is currently being captured by just 20% of organizations. The same research pointed to stronger governance and operational discipline among companies seeing the most measurable results.

From Cook’s perspective, governance becomes increasingly important as businesses approach periods of expansion or succession planning. He explains that stronger document maturity and reporting oversight can reduce unnecessary operational friction while helping organizations maintain stability during growth.

“The stronger your document maturity becomes, the fewer unnecessary problems you create for yourself over time,” Cook says. “If businesses want to implement new technologies with confidence, they need governance foundations that can support growth before complexity starts compounding.”