2022 breakthrough in contract software

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Scott Stevenson, CEO of Spellbook, on building Cursor for contracts

Interview
Software did not help lawyers until 2022.
Analyzed 4 sources

The real break in 2022 was that software finally became useful on the thing lawyers actually work on, long Word documents full of messy language. Before that, most legal software either stored documents or routed approvals, but the core job, reading a 60 page agreement, spotting bad clauses, comparing it to a company playbook, and rewriting language with track changes, still depended on human eyes. That is why adoption suddenly accelerated once generative AI arrived.

  • Legal lagged finance because finance work is mostly numbers in tables, which spreadsheets and databases could automate decades ago. Legal work sits in paragraphs, edits, and negotiation language inside Word and email, which older ML could not handle well enough to save real time.
  • The strongest proof is where adoption showed up first. Spellbook launched as a Word add in for contract review and drafting in 2022, now has about 4,000 customers, and gets about 60% of revenue from in house teams that care about getting contracts signed faster, not preserving billable hours.
  • The same pattern shows up in adjacent sectors. Instabase built a business extracting data from paystubs, bank statements, IDs, and other messy documents in banking, insurance, and healthcare, but large language models expanded what software could do beyond extraction into reasoning over whole documents and workflows. In legal, that shift is producing fast growers like Luminance, which reached an estimated $30M ARR in 2024.

The next phase is not just copilots that answer questions, but software that sits inside contract flow itself, intake, review, redlining, approval, storage, and ongoing risk monitoring. Legal and healthcare are likely to keep producing new winners because both markets were held back by the same bottleneck, software that could not reliably work with unstructured text until now.