1195: When Finance is at the Center of the AI Code Revolution | Jean Compeau, CFO, Sonar

When Jean Compeau joined Sonar as CFO in March 2025, AI coding was not yet dominating industry conversations. By the summer and fall that followed, however, the landscape had shifted dramatically. Today, AI agents are producing software code at a pace that humans cannot easily verify, creating both opportunity and risk.

That shift sits at the center of Sonar’s mission. The company is the global leader in AI code verification and governance in what it calls the agentic-centric development lifecycle, or “ACDC, just like the band,” Compeau tells us. The scale is significant. Sonar is trusted by 7 million developers, processes 750 billion lines of code daily, serves 25,000 paying customers, and counts 75 percent of the Fortune 100 among its customers, Compeau tells us.

For Compeau, growth is measured through both financial and operational signals. ARR, NRR, GRR, and EBITDA remain core metrics, she tells us. But she also watches utilization, adoption, lead generation, pipeline activity, and free-to-paid conversion rates because these indicators can reveal future performance before financial results arrive.

That perspective shapes how finance participates in strategic decisions. As Sonar invests in new AI-driven products, finance evaluates not only bookings potential but also the company’s long-term position in the AI market, Compeau tells us. The finance function remains involved throughout the process, helping operationalize everything from product introduction and revenue tracking to order management and cash collection.

For Compeau, finance’s role is not simply to measure growth—it is to help shape it.