Companies Are Budgeting for AI and Renting the People to Install It

This earnings cycle, AI moved out of the strategy section and into the cost line. Banks, restaurant chains, retailers, payroll processors and freight brokers all put dollar figures on what AI is saving them. AI Workforce Automation was new to our hot topics this quarter and showed up in nearly 300 companies across 31 industries.

Read on its own, that is a story about efficiency. Read next to Staffing & Workforce Solutions and HR Software from the same quarter, it becomes a story about hiring. Employers are covering their transformation work with contract talent and holding permanent headcount until they know what the AI will change.

The savings now come with numbers

A year ago, most companies described AI as a pilot. This quarter they described it in dollars and hours.

• Bank of America expects its AI project pipeline to grow from "$250, $300 this year to $700 million next year."
• Citi said 14,000 of its engineers use an agentic coding tool, and it has "reduced our tech vendor spend by 30% year over year."
• McDonald's is deploying a GenAI tool "to unlock about 250 basis points of gross restaurant-level efficiency."
• Chewy expects AI savings to reach about $50 million on an annualized basis in fiscal 2027.
• Paychex has more than 2,000 agents and features deployed, and automated payroll processing rose nearly 20% from January through August.
• A Fastenal executive described a sourcing and quoting task that used to take "5, 6 days" and now "may take 15 minutes."

C.H. Robinson took it a step further. Its $5.8 billion acquisition of RXO is built around applying its 100+ AI agents to RXO's operations, with $300 million in disclosed synergies. In freight brokerage, AI is now part of the deal math.

What is missing from most of these disclosures is a headcount number. Companies describe capacity, cost and speed. Wells Fargo's CEO said AI "has gone from being a tool to assist programmers to now being able to use autonomous agents when appropriate, to increase capacity and revenue from our branches." HubSpot, announcing a restructuring, included a section in its CEO letter stating, "This is not driven by AI-related efficiencies."

Staffing firms see the other side of the same decision

The staffing industry reported a split its own history says shouldn't last. Contract and temporary staffing is growing or stabilizing at Kforce, TrueBlue, Kelly, Everforth and Robert Half, while permanent placement is contracting at several of them. Kforce's management now says outright that organizations are choosing flexible talent over permanent hires to work through technology backlogs. Robert Half cut its permanent placement headcount while holding contract talent flat.

Our read across all sixteen staffing companies is that clients are making a deliberate choice. They won't commit to permanent headcount while the technology that will reshape that headcount is still being installed.

Small businesses show the same caution from a different angle. Paychex describes its clients' posture as "low fire, a little hire." BBSI's worksite employee growth slowed to 0.5% from 8.0% a year earlier.

AI is splitting work by complexity

The clearest view of where AI lands comes from the talent marketplaces. Upwork cut its full-year revenue guidance because AI is automating low-complexity work faster than it expected. In the same quarter, AI-related work on its platform grew 22% to a $330 million annualized run rate, and management said "SMBs are telling us that they're hiring AI experts to guide them in making their businesses more AI-native."

The pattern holds at the top of the market. Kforce's technology direct-hire placements rose 43% year over year. Korn Ferry says AI-generated résumés are increasing demand for its assessment data, because clients still need human judgment on who a candidate actually is. Permanent hiring is coming back for specialized technical roles while general roles stay on hold.

Consulting is adjusting its pyramid. Accenture said it will "hire in every market" next year, "but it will be below what we've been hiring this year," while still hiring more entry-level staff. Its risk factors now say AI could harm the business "by reducing demand for our services."

Commercial real estate changed its answer in two quarters

CRE services firms show the same split, and their language moved fast. Our CRE AI Labor Disruption topic tracks the shift. In February, Marcus & Millichap said "we do not expect AI to disintermediate the function of a value-added broker," and JLL saw "minimal risk of disintermediation." By the summer, Colliers and Cushman & Wakefield had added AI governance and talent retention to their risk disclosures.

The brokers now describe AI the way the banks do, as a way to grow revenue per person. JLL said its colleagues "have significant room to further grow their revenues per head." Newmark wants to give its people the tools "to help them do more with less." JLL reported 75% adoption of its AI tools across 25,000 daily users, and no net growth in non-client-facing headcount in 2024 and 2025 while revenue grew.

Office landlords are drawing their own conclusion. BXP's CEO said AI "will likely exert a greater impact on less adaptive back-office workers, and these roles make up a smaller share of employment in knowledge center gateway markets and in premier workplaces."

The vendors selling AI are restructuring too

The sharpest contradiction this quarter came from HR software. Workday reported that "more than 30 million candidates interacted with our talent acquisition agent and AI automatically scheduled more than 8 million interviews last quarter alone." It also disclosed $40 million to $55 million in expected severance costs for a reorganization, in a quarter when revenue grew 13%. TriNet's AI assistant now handles half of its customer chat sessions.

The companies closest to the labor market are applying the same discipline to their own workforces that their clients are applying to theirs.

What to watch next quarter

• Whether companies start reporting AI's effect on headcount ratios, such as billable staff per partner or entry-level hiring relative to mid-level roles. So far, almost none do.
• Accenture's actual FY2027 hiring against its "below this year" guidance.
• Whether Kforce's permanent-placement rebound spreads to generalist staffing firms or stays concentrated in technology roles.
• TriNet's Customer-Initiated Engagement metric, which has stayed flat. It would be the first sign that small-business hiring intent is returning.
• The bear case: if AI infrastructure spending slows, the transformation projects that feed contract demand slow with it, and the recovery in temporary staffing reverses.

If you're...

...doing diligence on a services, staffing or BPO business, ask how much revenue comes from low-complexity work that clients are now automating, and whether the company has a credible path into the AI-adjacent work that is growing.

...in corporate strategy or corp dev, your competitors are starting to disclose AI savings in dollars and basis points. Those figures are now benchmarks your board will ask about.

...planning workplace or real estate strategy, the permanent headcount plans that drive footprint decisions are being deferred, more of the transformation work is being done by contract talent, and the roles AI reaches first are the back-office functions landlords say their best buildings hold the least of.

Follow the full read on the Staffing & Workforce Solutions industry page and the AI Workforce Automation, Hiring Demand Signal and CRE AI Labor Disruption hot topics, each updated as companies report.