What AI Should Change About Hiring a CFO

Andreessen Horowitz chose a blunt title for its October 8 essay: “You Need a New CFO.”

The venture firm’s argument is that AI is changing enough of the work inside finance to change the person companies should hire to lead it. Its authors describe finance leaders taking a more direct role in building software and redesigning processes. Several products they cite belong to a16z’s own portfolio, giving the firm a commercial interest in the shift it describes.

For a board considering its next finance appointment, that argument deserves examination. It also needs translating into something more useful than another requirement on a job description.

“AI fluency” leaves considerable room for interpretation. It could describe someone who uses a chatbot to prepare for meetings, a CFO who has overseen a substantial systems change, or a candidate who can speak confidently about software other people implemented. A hiring process needs to establish which experience the company requires and what the candidate actually contributed.

Follow one piece of work

A useful place to start an interview is a process the candidate knows well. Forecasting offers a revealing example because it connects financial information to decisions about hiring, spending and growth.

Consider a hypothetical company whose sales forecast depends on account managers updating the expected dates of customer contracts. An automated system could assemble those updates quickly and produce a polished explanation of the quarter ahead. If the sales team keeps moving unlikely deals into the following month, the forecast may still be unreliable.

The CFO’s contribution would involve understanding why those dates keep slipping, agreeing with commercial leaders on how to treat uncertain deals, and deciding how much confidence the business can place in the resulting numbers. Buying software would address only part of that work.

A candidate who has handled a comparable problem should be able to describe it in detail. The conversation can follow the process from the original difficulty through implementation and into everyday use. Who challenged the proposed approach? What did the team discover after launch? How did the candidate establish that the new process was producing a better result?

Those details also help clarify ownership. A CFO might have sponsored a project, selected the people who delivered it, or worked directly on the design. Each contribution can be valuable. The hiring committee needs an accurate account of which one it is considering.

Where confidentiality permits, references can help establish whether the change lasted and how colleagues experienced the candidate’s leadership.

Examine what still required judgment

An interview that concentrates entirely on successful automation leaves out an important part of the job. A board should also understand where the candidate decided to retain human review, delay a rollout or abandon an idea.

There is evidence that executives are drawing such boundaries. In KPMG’s third-quarter 2026 AI Pulse survey, 49% of respondents said their organizations had identified high-risk uses in which they did not allow autonomous decisions by AI agents. The survey covered 314 U.S. executives and business leaders at organizations with annual revenue of at least $1 billion. It offers a view of large-company practice, rather than a prescription for every finance team.

For a CFO candidate, a discussion of a project they stopped can be particularly useful. Perhaps the checking required consumed the time supposedly saved. Perhaps a tool worked well on routine transactions but created too much uncertainty around unusual ones. These are possibilities to investigate in the candidate’s experience, not failures to assume.

The explanation matters. It should reveal how the executive weighed the evidence, communicated the decision and dealt with people who had invested time or money in the project.

That conversation gives a board more to work with than enthusiasm alone. It also gives an experienced candidate room to demonstrate judgment without pretending that every implementation succeeded.

Write the brief around the company

The company has work to do before it can judge those answers fairly.

A founder seeking a first CFO may need someone to establish dependable reporting while managing a small team. A business integrating acquisitions may need a leader who can bring together incompatible systems and resolve disagreements over financial definitions. Those assignments call for different experience, even if both job descriptions mention AI.

The executive search brief should describe the work in those terms. If management cannot produce a forecast it trusts, explain where the uncertainty arises. If reporting takes too long, establish which decisions are being delayed. Candidates can then discuss a recognizable business problem and the resources they would need to address it.

This also exposes a limit to the idea that a different CFO will solve the problem. An incoming executive may inherit poor records, limited engineering support or department heads who resist changing their processes. A board expecting substantial improvement needs to be clear about the authority and support that come with the appointment.

The a16z essay provides a timely reason to revisit the role. Before opening a search, the board should be able to name the finance problem it wants the next CFO to solve. That description will make it easier to recognize a candidate who has done comparable work, and harder to mistake a convincing discussion of AI for evidence that they can do the job.