Harvey
Vertical AI (legal, health, finance) · https://www.harvey.ai
Verdict: Hold · Confidence: medium · Reviewed 2026-10-15
Real penetration of top law firms and ARR claims >$400M, but rich valuation and model-provider risk.
Rubric
| Dimension | Score (1–5) | Notes & sources |
|---|---|---|
| Real customers & revenue quality Are there named paying customers, recurring revenue, and retention evidence? | 4/5 | Reuters reports a $15.5B valuation after a new round. Harvey has publicly claimed >$400M ARR and broad Am Law 100 adoption on its own social channels — company-stated, not independently verified.
|
| Unit economics Do gross margins survive inference/compute costs? Is pricing durable? | Unknown | Private company; gross margin and inference costs not publicly disclosed. |
| Moat Proprietary data, distribution, switching costs, or tech that is hard to copy? | 3/5 | Workflow integration with law firms; legal-specific post-training.
|
| Platform risk Could a model provider or incumbent ship this as a feature? (higher score = lower risk) | 2/5 | General LLMs increasingly capable at legal tasks. |
| Team & execution Shipping cadence, leadership track record, stability. | 4/5 | Strong executive hiring and growth.
|
| Funding vs. traction Is capital raised justified by verifiable traction? | 3/5 | $15.5B valuation vs ~$400M ARR (~39x).
|
| Hype signals Demo-driven marketing, vague metrics, valuation outrunning evidence? (higher score = fewer red flags) | 3/5 | Hype-adjacent valuation; customer adoption is real.
|
Listing source: https://www.harvey.ai. Revenue, users, and valuation figures appear only when publicly sourced; otherwise they are marked unknown.