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)→
More from Companies & People
- Periodic is hiring SWEs for physics sims, scientific data, and lab robotics — hsu_byron · 2026-09-23
- How one consultant advised a 25k-student university on AI strategy — aniketapanjwani · 2026-09-23
- Theo on AI 'pacing': smaller releases are deliberate to keep big-model development in check — mattshumer_ · 2026-09-23
- Qualcomm CEO lays out AI smartphone vision as the hub of agentic experiences — samcharrington · 2026-09-23
- Meta Ad Library Analysis: Photoroom Out-Ships Cursor and ElevenLabs on Ads — ycombinator · 2026-09-23
- Shopify CEO who pushed staff to use AI now 'horrified' — the 'Slop Grenades' story — srchvrs · 2026-09-23