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986 disappeared, 274 survived, 391 newcomers — Legal segment cohort split 2020-2025
Analysis

986 Legal Tech Companies Raised, Then Went Quiet

May 2, 20263 minutes

Awhile ago Artificial Lawyer covered Q1 2026: $2.34B raised across 103 deals, three companies (Relativity, Harvey, Legora) taking 63% of it, and seed deals overtaking growth deals for the first time since Q1 2024. The fresh-wave-of-Legal-AI story.

This post is the other half. While 391 brand-new companies showed up to raise in 2024-2025, 986 companies that raised between 2020 and 2023 did not raise again. That's the conversation I had with Richard this week.

The Setup

I pulled the Legal segment from Spark's raise_live table, excluded public companies, kept debt in, and split the 2020-2025 cohort into three buckets:

  • Survivors (274): raised pre-2024 AND raised again in 2024-2025

  • Disappeared (986): raised between 2020 and 2023, then silence

  • Newcomers (391): first appeared in 2024-2025

Out of every five companies that raised in the ZIRP era, roughly four did not raise again. Put a pin on this.

What "Disappeared" Actually Means

Let's be honest, "zombie" is a loaded word. A company that didn't raise again is not necessarily dead. Some got acquired. Some are profitable and don't need outside money. Some pivoted. Some are quietly bleeding runway. From the outside, a non-raise looks the same in all four cases.

Richard flagged this exact problem. We can't tell from the data alone whether the 986 are graveyards, quiet exits, or companies that just figured out unit economics. Fair point. That's the next layer of work.

What We Can Tell

391 newcomers versus 274 returning incumbents. The Legal AI wave didn't just bring more capital. It brought a different cast.

This lines up with the seed-over-growth crossover AL flagged for Q1. New companies entering at the bottom of the funnel, while the previous cohort fades from the top. The two trends are the same trend, viewed from opposite ends.

The AI boom is not lifting the existing legal tech cohort. It is replacing it.

What's Next

Richard asked me to slice the 986 by:

  • Total raised before they went quiet (more stable than headcount, which I can't trust at scale)

  • Focus area (contracts, eDiscovery, IP, and so on)

  • Geography (US, UK, Rest of World)

Same cuts for the 274 survivors, so we can compare. If the survivors skew large and the disappeared skew small, that's one story. If they skew the same size, that's a different and scarier story.

Charts incoming next week.

What this analysis might miss

M&A is invisible here. A non-raise looks like silence even when it is actually a quiet exit. I have not joined this cohort against Spark's acq_live table yet. If 100 to 200 of the 986 got rolled into Relativity, Litera, Onit, Mitratech, or Thomson Reuters, the disappeared number drops fast. That join is the next thing I run.

The 2023 raisers may just be on the clock. A Series B raised in late 2023 has 18 to 24 months of runway. By end of 2025 they are not silent, they are due. Cutting the cohort to 2020-2022 only, everyone with at least two years to re-raise by the cutoff, is the cleaner test. Headline number probably drops from four-in-five to closer to three-in-five.

Debt counts as a raise here. A venture debt round in 2024-25 puts a company in the survivors bucket. Venture debt is often a tell that equity is closed off. If a chunk of the 274 are debt-only re-ups, the survivor count overstates the strength of the prior cohort. Worth splitting equity-led from debt-only on the next pass.

The newcomers have not survived yet. Three companies took 63% of Q1. The same gravity that pulled capital from the 986 can pull capital from the 391. Calling this a generational reset assumes the new cast lasts past 2027. We are 12 to 18 months in. The replacement is real for the raise event. The cohort outcome is still open.

The Real Question

Three companies took 63% of Q1. 986 from the previous cohort went silent. 391 newcomers showed up. Is legal tech 2024-2025 a continuation of the previous cycle, or a generational reset?

Either way, the cap table of legal tech in 2026 looks nothing like the cap table of legal tech in 2022.

Stay tuned.

RB

Try it yourself

The cohort split above came from one query in Market Intelligence. You can ask AI Chat the same thing in plain English: "Which legal tech companies went dormant after raising funding?" or narrow it down: "Zombies that raised between 2020 and 2023 with no activity since". The chat returns the top 10 as a table with a CSV download for the full list.

legal techfundingsparkcohort analysislegal ai

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