Harvey turned gross margins from -50% to positive in one quarter by not forcing consumption pricing
matt_slotnick · x · 2026-09-23
- Harvey CEO Gabe Pereyra reflects on the hardest part of building the legal AI company: resisting pressure to force customers onto consumption pricing or serve them worse models to protect margins.
- Instead Harvey let customers transition on their own timeline while serving frontier models, improving economics via model routing, harness improvements, and post-training.
- It also built spend-management infrastructure: usage dashboards, per-matter cost attribution, spend caps, and ROI reporting.
- Result: gross margins went from -50% to positive in a single quarter, even as usage doubled month over month.
Related event: Harvey CEO explains path to positive gross margin(2 posts)→
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