The AI-era CFO: the new brief for a GCC finance head

Who a company hires as CFO shows what it needs finance to do. In You Need a New CFO, Seema Amble, Ivan Makarov and David Borecky, partners at Andreessen Horowitz (a16z), trace the role through those hires. Companies took CFOs from the Big 4 when the job was clean books and controls, and from investment banking when it was raising capital. When the job became planning, metrics and business partnering, the FP&A skillset mattered more, though companies often still hired from banking or private equity. The scarce skill now, they write, is designing the company’s operating system: the data, workflows, agents and controls that turn information into decisions.

Of the seven shifts a16z sets out, three matter most for a GCC: teams get smaller (finance has run at about 5% of headcount, and the leanest teams a16z sees are targeting 2%), a new finance engineer role appears, and controls become part of the product.

I’ve run finance at Recruise for nearly a decade, and I read the piece as someone who has made part of that change in a small firm. Automating our own finance processes took a good share of the routine work off the team, and the time it freed went into reading the numbers with the people who run the business.

a16z is a US venture firm writing about AI companies, and many of its examples are businesses it has invested in. Compute is one of the biggest costs in those companies, and the 2% figure describes the leanest teams in that world. A GCC should read the numbers as a direction of travel.

The direction matters more in India than in most places, because so much of the parent’s finance work already sits in its GCC. In life sciences, EY India found that India GCCs “run the bulk of global functions like finance, HR, supply chain, and IT for their parent firms” and handle more than 60% of those enabling functions. That is one sector, but the pattern is familiar across the centres we work with. In my experience much of it is record-to-report, payables, receivables and reconciliation: the layers a16z describes as existing to move and reconcile data.

So I expect the finance-centre head’s job to change before the parent CFO’s does, because the work being automated sits in the centre. The role was built around running a large delivery team on a monthly cycle. The next version designs the workflows, agents and controls that do much of that work, and decides what the remaining team spends its week on.

Job ads in India’s GCCs already show the demand. In one recent study, about one in four finance, risk and governance postings asked for digital platforms, analytics or AI tools as standard. Most of the briefs I see for a GCC finance head still lead with span: team size, processes owned, entities covered, close timelines met. I’d keep all of those and add four questions that show whether the person can redesign the work, alongside the leadership assessment we run before a GCC head hire closes.

The first is the one I’d spend most of the interview on: walk me through one workflow you automated. What did it do before, what did you build or buy, what broke in the first month, and what do the controls look like now?

The other three are shorter. Which reports or reconciliations did you stop producing, and how did you know nobody needed them? How do you decide whether to build a tool, buy one or keep people on a task, and how would you show the parent the return? How do you check work an AI tool has done before it reaches the books?

a16z says “walk me through your model” is becoming “walk me through your prompt sequence” in finance interviews. For a finance-centre head I’d ask for the workflow they are proudest of, and listen for the controls as closely as the savings. A candidate who has done this work describes the failures in detail, because they had to fix them.

GCCs will soon compete for a role most of their job architectures have no slot for. a16z calls it the finance engineer: a finance person, often with an engineering background, who has become fluent in coding tools such as Claude Code or Codex and builds tools for the rest of the team. Their example is a tool that joins customer revenue to infrastructure and support costs and flags the accounts where margins are slipping. The rule they give is “if you do something twice, write a workflow; if you write the workflow twice, write an agent.” At Anthropic, a16z reports, the finance team maintains more than 70 finance AI skills, and one of them produces a 90–95% complete monthly financial review in about thirty minutes.

Decide whether the role sits in finance or in technology, and on which pay grid, before the search opens. That choice sets the pay band, the reporting line and the career path. The likely candidates are qualified accountants who taught themselves to build, and analysts who learned finance inside a GCC’s own reporting team. Write the brief around the problems the role should fix, such as a close that takes too long or a reconciliation done by hand every month, and the pool becomes much easier to find. Recruise has written separately about the roles AI is creating inside GCCs, and this is one of the clearest examples in finance.

When a finance team shrinks, the salaries at the top look like the obvious saving, and a16z’s examples suggest that is the wrong place to cut. The heaviest AI user on Anthropic’s finance team, it reports, is the head of tax. It also quotes a growth-stage CFO who found that junior staff lack the experience and context to know what great looks like, or what to build.

That matches what I saw at Recruise. The automation that held up came from knowing which numbers the business relied on, where errors crept in, and what an auditor would ask about. My earlier years in audit helped most, because they taught me to spot when an output was wrong.

For a GCC the hiring consequence is direct. If the centre plans to run finance with fewer people, the people it keeps should be the ones with judgement, the theme of our piece on hiring for judgement when everyone can use the tools. A centre that lets its senior tax lead or financial controller go to pay for software loses the person best placed to set that software up and check what it produces.

Inside a GCC, trust with the parent is built on controls. A parent gives its centre more scope when it can see how each number was produced and who approved it, a pattern we traced in how centres earn their next charter. a16z expects agents to draft more of the entries, keeping the supporting evidence and following approval rules before anything posts, and in its words “finance sets the rules and owns sign-off.” A finance-centre head who can trace every figure back to its source, including the steps an agent took, has the strongest case for moving more of the work, and more of the decisions, to India. In the interview, ask how they evidenced controls to internal audit and the parent’s auditors last year, and how they would do it once agents are drafting entries.

The centre head already answers three questions for the parent every planning cycle: which work moves to India, which work gets automated, and how many people the plan needs. a16z expects finance to be pulled into the same decisions, from pricing and spending commitments to how work is divided between people and software and whether to build a tool or buy one. That moves the finance head closer to the GCC head. In the centres that adapt well, I expect the finance lead to help write the business case and model the trade-offs between people, software and spend. The hire you need can argue those numbers in a room with the GCC head and the parent CFO, and can still run a clean close.

If you’re hiring a finance leader for a GCC, we’ll write the brief with you around what the role has to build, with the four questions above built into the assessment. Since October 2014 we’ve placed 2,350+ people into 64 global capability centres (as of March 2026). Share a brief with us and we’ll come back within one working day.