Christina Cacioppo exposes the cracks in the AI software boom
By Grant Colby · Reporting from Amarillo ·
As software valuations tumble and Paris firms turn to Chinese models, Christina Cacioppo reveals how the artificial intelligence frenzy is eroding basic business fundamentals and American strategic strength.
On the latest episode of the podcast Invest Like the Best, Christina Cacioppo, co-founder and chief executive of compliance software firm Vanta, offered an unvarnished confession that ought to unnerve every board room from Sand Hill Road to Wall Street. Customers are no longer falling for Silicon Valley's pricing tricks. When business software companies attempt to mark up artificial intelligence tokens from underlying model providers like Anthropic, enterprise buyers immediately balk, asking whether the software layer is worth four times the underlying engine. To keep clients from bolting, Cacioppo admitted, Vanta and its peers are simply eating the token costs themselves—sacrificing profit margins on the gamble that customer usage today will somehow yield pricing power tomorrow.
When Gross Margins Go to Die
The technology sector's defense of this posture is well-rehearsed, and its smartest apostles will tell you that bleeding margin today is the mandatory cost of surviving a generational transition. In their telling, software is moving from static databases to active agent workflows, where capturing daily customer habits is the only prize that matters. If an established vendor must surrender historic 80 percent gross margins to keep users from bypassing them for pure artificial intelligence models, so be it; once the customer's proprietary data and routines are trapped inside the system, profits will supposedly follow.
It is an elegant rationalization, but it defies the basic laws of commerce. In my twenty years building and running a regional freight and logistics outfit, I learned that you cannot run diesel rigs at a loss and make it up on route volume. For two decades, software companies commanded extraordinary valuation multiples because their marginal cost of replication was practically zero. Today, every automated query and custom agent triggers a metered, real-dollar compute charge owed to the inference provider. By eating those costs while passing work through to clients, enterprise software companies are transitioning from high-margin capital generators into low-margin digital distributors.
The Runaway Wage Spiral and Strategic Drift
Nor does the financial bleeding stop at the server farm. As Cacioppo told host Patrick O'Shaughnessy, total compensation for top engineering talent at Vanta has exploded by a factor of ten over the past five years, destroying traditional salary structures. Venture-backed firms, terrified of falling behind in the artificial intelligence arms race, are handing out massive equity awards and frequent liquidity tenders just to keep critical personnel from defecting to rival startups.
When labor costs jump tenfold while gross unit margins collapse, you are not looking at industrial progress; you are looking at a classic speculative cycle. We saw this identical behavior in 1999, when dot-com ventures traded users at a loss and threw venture capital into Super Bowl commercials and inflated payrolls. What economic history demonstrates without exception is that capital markets eventually run out of patience for enterprises that treat cash earnings as an optional vanity.
The fallout extends well beyond Silicon Valley balance sheets; it cuts straight into American national competitiveness. Cacioppo revealed that software firms in Paris have abandoned American foundation models in favor of Chinese alternatives, citing fears that American export controls and policy swings make United States technology an unreliable foundation for their businesses. While our domestic industry engages in internal bidding wars over talent and burns equity on subsidized compute, our adversaries in Beijing are quietly marketing their own technology as a steady, cheap operational backbone for foreign companies.
American power has always rested on two pillars: military deterrence abroad and disciplined, productive free enterprise at home. When private firms abandon balance-sheet reality to chase speculative buzzwords, they erode the industrial base that underwrites our strength. Free markets reward efficiency, solvent operations, and real value—not subsidized digital novelties. Corporate leadership must pull payroll and pricing back to earth, because an enterprise incapable of defending its own profit margins will never defend the country's technological edge.