Overview
- Ramp’s July 2026 snapshot, published Monday, found the top 1% of U.S. businesses spent a median $7,400 per employee that month while the median firm spent $11.95, creating a massive per-employee gap between the heaviest users and typical companies.
- Ramp labels the pattern a 'whales-first' dynamic because a very small share of companies accounts for the bulk of recent AI spending growth, with the top 10% spending about $650 per employee.
- Anthropic leads business adoption on Ramp’s platform with a 43.5% share, and newer, higher-priced models such as Fable 5 have seen limited uptake compared with cheaper alternatives, showing clear price sensitivity.
- Companies are responding to unpredictable token costs by imposing token caps, building FinOps teams, adding runtime visibility and routing high-volume tasks to cheaper models or on-prem deployments to control budgets.
- The data highlight a tension between rising token consumption and unclear ROI: executives are beginning to demand measurable value even as model-serving platforms and open-source options slowly gain market share.