# Will AI replace lawyers?

Markdown copy of https://realalpha.app/q/will-ai-replace-lawyers/ on Real Alpha, the best minutes from long interviews with the people building AI. Cite and link the page, not this copy.

[All questions](https://realalpha.app/q/)

Question

3 of the 4 people who answered it say lawyers will work with AI and one says AI will do much of it.

From the long interviews we cut, March 2025 to October 2026. Each person counts once, by their newest answer. 5 moments, updated Nov 9, 2026.

Winston Weinberg said on Training Data (Mar 11, 2025) that lawyers can review AI drafts, changing how legal work is done. Reed Hastings said on Possible (Apr 22, 2026) that lawyers are more exposed because much of their work is verbal and formulaic.

## Where they stand

- AI will do lawyers’ work 1
  - Reed Hastings
- Lawyers with AI 3
  - Jay Madheswaran
  - Prinz
  - Winston Weinberg ×2

## Cite this count

Of the 4 people who answered "Will AI replace lawyers?" in the long interviews Real Alpha cut from March 2025 to October 2026, 3 say lawyers will work with AI and one says AI will do much of it (Real Alpha, Nov 9, 2026, https://realalpha.app/q/will-ai-replace-lawyers/).

[Every answer as CSV](https://realalpha.app/questions.csv)

Who said it, which side, the show, the date and the link to the moment, for every big question. Free to reuse with credit (CC BY 4.0).

## Lawyers with AI 4 moments

1. a16z Podcast · Oct 30, 2026 · 3 min
   **[Routine legal back-and-forth may move between agents](https://realalpha.app/s/routine-legal-back-and-forth-may-move-between-agents/)**
   > “I think a lot more cases are going to have teeth and all the routine back and forths, I think is going to happen through agents talking to agents.”
   [Jay Madheswaran](https://realalpha.app/people/jay-madheswaran/) CEO, Eve [30:09](https://realalpha.app/v/iRMmPjunm3Q/#t=1809)
2. MTS · Oct 25, 2026 · 2 min
   **[LLMs help lawyers find the needle, but leave the haystack](https://realalpha.app/s/llms-help-lawyers-find-the-needle-but-leave-the-haystack/)**
   > “So if I'm a specialist lawyer, if I know what I'm doing, I will immediately extract the needle and it'll be incredibly helpful.”
   Prinz [20:00](https://realalpha.app/v/9iABRJcgVp4/#t=1200)
3. Training Data · Mar 11, 2025 · 2 min
   **[Law firm review layers change AI’s minimum quality bar](https://realalpha.app/s/law-firm-review-layers-change-ais-minimum-quality-bar/)**
   > “of your output can be lower for a law firm than it can be for an in-house team, actually.”
   [Winston Weinberg](https://realalpha.app/builders/winston-weinberg/) CEO, Harvey [31:30](https://realalpha.app/v/eXK-_yyQDMM/#t=1890)
4. Training Data · Mar 11, 2025 · 3 min
   **[Routine legal work may shift to fixed fees as advice gains value](https://realalpha.app/s/routine-legal-work-may-shift-to-fixed-fees-as-advice-gains/)**
   > “But the insight, the value of like strategic advice, looking around corners, things like that, I would argue you can charge more for that.”
   [Winston Weinberg](https://realalpha.app/builders/winston-weinberg/) CEO, Harvey [34:53](https://realalpha.app/v/eXK-_yyQDMM/#t=2093)

## AI will do lawyers’ work 1 moment

1. Possible · Apr 22, 2026 · 3 min
   **[AI may expand demand instead of eliminating professions](https://realalpha.app/s/ai-may-expand-demand-instead-of-eliminating-professions/)**
   > “we have a shortage now. We have 35,000 radiologists. We need about 40,000. Wages are high.”
   [Reed Hastings](https://realalpha.app/people/reed-hastings/) Co-founder, Netflix [17:54](https://realalpha.app/v/2qoGbd9d2yA/#t=1074)

Each moment is a few minutes of a long interview, cut by Real Alpha and filed under how it answers by a model that read its claim and quote. Each person counts once, on the side of their newest answer, so a side can have more moments than people. Open a moment for its full transcript. Last moment added Nov 9, 2026.