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OBJECT EDGE · ENTERPRISE AI DELIVERY · EST. 1994
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Tagged

open-weights


Diagram titled 'The meter is the business.' A single amber line charts Harvey's reported gross margin across 2026: about +50% early in the year, about -50% by June as agent usage spiked on rented frontier models, and back positive after August when Harvey Tenet, its in-house open-weight model, shipped. Beside the chart, a tile reads 'about 1T to 12-13T tokens per month, Jan to May 2026.' Three cards below cover concentration risk (enterprise about 80% of Anthropic revenue; top 1% of customers about 80% of enterprise revenue), open weights as COGS strategy (Harvey, Abridge, Decagon, Ramp, Thomson Reuters), and the hybrid stack (frontier models kept for the hardest tasks). Footer reads 'Rented intelligence has unit economics' and objectedge.com.

Harvey's Margin Swing Is a Tokenomics Story, Not Only a Legal-AI Story

September 23, 2026

Harvey's gross margin went from about +50% to about -50% and back positive in 2026 as agent usage spiked on rented frontier models, then moved onto its own open-weight model. What that swing says about metered knowledge work, revenue concentration at Anthropic and OpenAI, and open weights as a cost-of-goods strategy.

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Object Edge The Missing Layer · Est. 1994

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