Rippling launches AI Spend Console to rein in runaway enterprise AI costs

HR software provider Rippling this week unveiled AI Spend Console, an anti-"tokenmaxxing" product that helps companies track and contain AI spending. It maps how much individual employees, teams, and roles spend, and whether that money buys real productivity — or mostly produces "AI slop."

The tool was born after Rippling went all-in on AI at the start of the year — only to discover employees were burning cash at a stunning rate. At a March executive meeting, CFO Adam Swiecicki presented a figure that shocked the room: the company was on track to burn 40% of its R&D headcount budget on AI tokens, millions of dollars.

Spending was growing 80% month over month; if the trend continued, the next year's token bill would approach 90% of what Rippling paid its R&D employees. An internal analysis found roughly 10–15% of employees drove about 60% of total AI spend, with one engineer alone spending $50,000 a month.

Rippling didn't want to stop AI usage — just rein it in. It negotiated max spending caps with each tool its employees used, including Cursor, OpenAI, and Anthropic, and quickly found an obvious problem: employees defaulted to the newest, most expensive frontier models for every task.

Chief Product Officer Matt MacInnis argues the inference providers have no incentive to help control spend. So Rippling built its own AI gateway that routes prompts to the most cost-effective model for the job. CEO Parker Conrad noted last month that in Rippling's internal benchmarks, Grok led overall, but Z.ai's GLM 5.2 was 85% cheaper with nearly identical performance.

AI Spend Console surfaces dashboards scoring prompts per day, work output (lines of code, pull requests), and spend. With the tool in place, Rippling cut token spend from 40% of headcount budget to about 15%; July usage hit 600 billion tokens again, yet cost just 37% of April's bill.

Technology alone wasn't enough — Rippling also designated "AI captains," effective AI users tasked with helping colleagues. Extending this beyond engineering is still a work in progress, MacInnis says, as the company works to link token consumption in G&A and customer-facing functions back to productivity.

AI Spend Console is included for Rippling's HR subscribers with additional usage-based costs, and can also be purchased standalone and integrated with another HR system of record.