Harvey's Margin Whiplash, Human Powered Agents, McLaren Rebrand, Insects > Humans? | Ben Thompson, Gagan Biyani, Alex Ratner, Peter Kalogiannis, Daniel Petkevich

Harvey's margin collapse and recovery, plus Ben Thompson's Amazon-moat thesis, frame the real battle over AI agentic commerce and enterprise economics.

• Harvey's margin swing: Gross margin fell from ~50% to -50% by June as agent token use spiked 20x on rented OpenAI/Anthropic models, then recovered to positive within a quarter via routing, harness improvements, and a fine-tuned open-weight model (Harvey Tenet); ARR run-rate near $400M, backed by $500M+ raised and a $15.5B Sequoia-led valuation.
• Legal-industry margin comps: eDiscovery peer DISCO runs 75% gross margins; Thomson Reuters' legal segment nears 50% adjusted EBITDA margins; top-10 law firms average ~41% net margins, per PwC.

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