AI-Native Software Firms Grow Fast but Profits Lag, Survey Finds

AI-native software companies are expanding faster than their traditional counterparts, but the financial efficiency gains that investors typically expect alongside rapid growth have not yet emerged, according to KeyBanc Capital Markets' 17th annual private software industry benchmark released Thursday.

The survey, formerly known as the SaaS Survey, was expanded this year to capture how artificial intelligence is fundamentally reshaping the private software sector. KeyBanc Capital Markets, the corporate and investment banking arm of KeyCorp, has tracked private software company performance annually for nearly two decades, making the report one of the most closely watched benchmarks in the industry.

Read more Windward Bio Debuts on Nasdaq, Shares Jump 68% at Close →

The findings point to a widening gap between top-line momentum and bottom-line performance among AI-native firms. While these companies are winning on revenue growth metrics, the stronger margins and improved unit economics that typically follow scale have not materialized at the pace the market might anticipate — a dynamic that could weigh on valuations if the trend persists.

The expansion of the survey's scope reflects a broader industry recognition that AI is no longer a feature within software products but rather a foundational architecture that changes how companies are built, priced, and measured. Traditional SaaS benchmarks were designed for a subscription-recurring-revenue model, and KeyBanc's decision to broaden its methodology signals that legacy frameworks may be insufficient for evaluating the next generation of software businesses.

The report offers a timely data point for investors, founders, and operators navigating an environment where AI investment remains intense but the path to profitability is still being defined. Continue reading at All Financial Services & Investing.