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Industry · Week 44, 2026

Legal & professional services

What the field argues about, where people say it is heading, and what those ahead of the curve are doing.

Startups and building things
0.2%
Crime and justice
6.1%
People quoted
13

AI-generated Questions, positions and links named by an AI model from the quotes and figures on this page. Every quote is checked word for word against its source; numbers come only from the surveys shown. How subject pages are made

Legal & professional services

Media

Legal & professional services

Opinions

The questions the field argues about, and each side in the words of the people who hold it.

How much legal work can AI replace, and what work must remain with lawyers?

Broad agent adoption

Agents could let one lawyer handle many cases and advance work continuously, changing how legal matters are managed.

And that is what the future looks like. It's truly moving the case forward continuously and you're helping making it do a better job than it could do by itself. That is I think the future of law.

Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem

And now one smart person can actually handle, like we talked about, 500 different cases of very different facts, very different situations. And how do you even keep that in your brain? Like, it's hard, right? But now you don't have to.

Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem

1 more quote with Pro

Limited time savings

AI's contribution to legal work may be limited, and firms using it are not necessarily saving time; consequential work still needs lawyer oversight.

I'm now starting to wonder if that's true because I'm seeing more that these firms that have instituted AI aren't really saving time.

Joe PatriceSenior editor, Above the LawAbove the Law - Thinking Like a Lawyer, 14 Oct 2026 · from an automatic transcriptReport a problem

While the AI cult wants you to believe the technology will soon replace 100 percent of attorney hours, the reality is probably somewhere between 5 and 20.

Joe PatriceSenior editor, Above the LawAbove the Law, 9 Oct 2026Report a problem

1 more quote with Pro

Do billable-hour models leave room for experimentation and new service models?

Billable-hour constraint

When experimentation is treated as a personal failing under hourly billing, the model can obstruct attempts to develop new services.

Unfortunately, the billable hour treats experimentation as a personal failing.

Joe PatriceSenior editor, Above the LawAbove the Law, 9 Oct 2026Report a problem

Outcome-based pricing

Where outcomes are known, legal work can be priced at an amortized amount rather than only as advisory or fee-for-service work.

For a lot of it, you actually know what the outcomes are and you should be able to take your work down to an amortized amount and deliver that back. And that is what we are betting on.

Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem

We’re migrating away from pure advisory work, away from the fee-for-service model,

Bob SternfelsGlobal managing partner, McKinsey & CompanyHBR IdeaCast, Jan 2026Report a problem

Should legal AI extend services to individuals, or focus on institutions?

Services for individuals

Legal AI should make services accessible to people who cannot afford them, rather than serving only institutions and in-house legal teams.

What Eve is, is legal AI for real people. Right? Like people like you, me, not institutions, not in house legal, not the people that already have all the resources. But how do we actually provide legal services to people that otherwise can't afford it?

Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem

Institutional legal systems

Legal AI should build organizational memory and make it available through the interface an institutional end user chooses.

We truly believe that what we should be doing is focusing on building context, building that organizational memory and brain and then be able to surface it and make it accessible through whatever interface an end user chooses.

Josh BaxterLawNext, 29 Oct 2026 · from an automatic transcriptReport a problem

Legal & professional services

Emotions

What published surveys counted when they asked people in and around the field.

US employees in technology, finance and professional services (Gallup Panel)Use AI daily in their role
  1. Technology42%
  2. Finance27%
  3. Professional services22%

Pulse

Pulse: what readers say

Readers who answered, not a representative sample.

Legal & professional services · Mastodon · Bluesky

What people share

The links people pass around and how much they post about the field this week, counted on Mastodon and Bluesky.

Most shared this week

  1. 1
    Parents of woman who died of seizure after ChaGPT misguidance sue OpenAI

    The Guardian · 284 accounts shared it · trending 2 days

  2. 2

Links: most shared on Mastodon servers, filed by subject by an AI model. Posts: a random sample of Bluesky, sorted by an AI model.

Legal & professional services

Goals and visions

Forecasts and visions, with when they were said and when they can be checked.

  1. Open

    And that is what the future looks like. It's truly moving the case forward continuously and you're helping making it do a better job than it could do by itself. That is I think the future of law.

    Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem
  2. What Eve is, is legal AI for real people. Right? Like people like you, me, not institutions, not in house legal, not the people that already have all the resources. But how do we actually provide legal services to people that otherwise can't afford it?

    Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem
  3. For a lot of it, you actually know what the outcomes are and you should be able to take your work down to an amortized amount and deliver that back. And that is what we are betting on.

    Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem

18 more in the Pro forecast tracker

Legal & professional services

Confusions

Common claims, and what the sources show instead.

Often said

AI adoption in law automatically means firms are saving time.

What the sources show

One commentator questions whether firms using AI are saving time, while another argues its share of attorney hours replaced may be limited.

I'm now starting to wonder if that's true because I'm seeing more that these firms that have instituted AI aren't really saving time.

Joe PatriceSenior editor, Above the LawAbove the Law - Thinking Like a Lawyer, 14 Oct 2026 · from an automatic transcriptReport a problem

Often said

Legal AI is aimed only at institutions and in-house teams.

What the sources show

One stated vision instead targets individuals who otherwise cannot afford legal services.

What Eve is, is legal AI for real people. Right? Like people like you, me, not institutions, not in house legal, not the people that already have all the resources. But how do we actually provide legal services to people that otherwise can't afford it?

Jay MadheswaranThe a16z Show, 30 Oct 2026 · from an automatic transcriptReport a problem

Legal & professional services

Ahead of the curve

What practitioners ahead of the curve say they do now.

  1. Build organizational memory and make it available through the interface each end user chooses.

    We truly believe that what we should be doing is focusing on building context, building that organizational memory and brain and then be able to surface it and make it accessible through whatever interface an end user chooses.

    Josh BaxterLawNext, 29 Oct 2026 · from an automatic transcriptReport a problem
  2. Introduce a tool within a small office or practice group and let colleagues' use spread locally.

    And what we find is that inside an office or a practice group, if they get two or three folks using it, pretty soon, like in the hallways, it's spreading like wildfire.

    Josh BaxterLawNext, 29 Oct 2026 · from an automatic transcriptReport a problem

Legal & professional services

Topics and industries

Where this field meets other topics, careers and industries.

Week 44, 2026 · 13 people quoted

Legal & professional services

Discussion

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