Large law firms are paying to train AI on their own deal and trial files
Kirkland & Ellis agreed this year to pay Palantir $500 million to build technology for its private equity fundraising advice, Business Insider reported. With Harvey saying it has users at 80% of the largest 100 firms, one consultant says the edge has to come from what the models know.
Reality
- Evidence35
- Adoption50
- Hype gap+30
- Incentives70
- Confidence50
Astra for Law is GPT-6 Astra with a legal search index and analysis instructions wrapped around it. OpenAI will also sell that index through an API to Harvey and Legora, at a price it has not published.
Reality
- Evidence50
- Adoption30
- Hype gap+20
- Incentives70
- Confidence60
buildConfirmed3 publishers The legal toolkit ships as its own entry in the ChatGPT model picker and its own API string. Firms weighing it against retrieval stacks they already built still have no price to compare.
Perspective Coverage
3 publishers
- Builder
- Builder 38%
- Operator
- Operator 30%
- Investor
- Investor 32%
Reality
- Evidence55
- Adoption35
- Hype gap+25
- Incentives70
- Confidence62
The SEC's Form 10-S would hand boards a reporting cadence decision they remake every year
The Commission would let companies elect semiannual filing on a newly created Form 10-S. The work that election creates for disclosure controls and guidance practice starts long before the rules take effect.
Reality
- Evidence52
- Adoption
- Not scored
- Hype gap+12
- Incentives60
- Confidence55
buildOne report1 publisher One Phoenix land-use practice went from 10% to 70% data-center work
Land-use and energy lawyers in the United States are rebuilding their practices around data-center opposition, and the fight continues after the permit is granted, in nuisance suits over cooling noise.
Reality
- Evidence36
- Adoption57
- Hype gap+14
- Incentives68
- Confidence41
Harvey raises $550m to post-train its own legal models on a Beijing lab's open weights
The $15.5 billion price works out near 39 times annual recurring revenue above $400 million, and it rests on a margin claim Harvey has not quantified: that tuning Kimi K3 beats paying OpenAI per call.
Reality
- Evidence32
- Adoption61
- Hype gap+30
- Incentives74
- Confidence42
Harvey's $550m raise prices it at 38.75 times its own disclosed revenue
The $15.5bn valuation is 38.75 times the $400m of annual recurring revenue Harvey disclosed, and the in-house model meant to defend that price is post-trained on a Beijing lab's open weights rather than on backer OpenAI's.
Reality
- Evidence38
- Adoption62
- Hype gap+34
- Incentives72
- Confidence44
Harvey buys Guardrails AI to test agents left working on legal tasks for hours
The $550mn round at $15.6bn gets the attention, but Harvey's fourth acquihire of the year bought a team whose product is testing how agents behave across a long run nobody watched. That is the part a buyer can use.
Reality
- Evidence45
- Adoption66
- Hype gap+20
- Incentives78
- Confidence48
A single Kirkland partner claims $110 billion of data-center deals in twelve months
Self-reported deal value tells you where mandates are pooling, not what the fees were. The more useful figure in Semafor's reporting is the clock: work that took three to six months now closes in three weeks.
Reality
- Evidence34
- Adoption58
- Hype gap+32
- Incentives84
- Confidence45
IBM never denied taking the Monterey code. The Second Circuit says Xinuos asked too late
The long Linux ownership fight ends on an accrual rule rather than on ownership: the panel called IBM's 2001 taking a one-time event, so the clock closed years before the 2021 filing.
Reality
- Evidence68
- Adoption62
- Hype gap+22
- Incentives58
- Confidence64
Six days in July: the staff letter that took data centre bonds outside Dodd-Frank
Latham & Watkins asked, and the SEC's structured finance staff agreed. The answer landed a fortnight before Nvidia's $500bn financing announcement, and it carries no legal force.
Reality
- Evidence66
- Adoption52
- Hype gap+24
- Incentives74
- Confidence63