Lexsnap

Litigation associate searches for case law supporting a specific legal argument but keyword search returns 500+ results, most irrelevant — the actual proposition ('courts have held that X constitutes Y under Z standard') is buried across dozens of cases that happen to contain the same terms but reach different conclusions

When my litigation team receives 100,000 documents in discovery and the partner wants an early case assessment by Friday, I need to understand the key facts, players, and timeline before we've even started formal review — but right now the only option is throwing associate hours at it and hoping we surface the right documents

Disputes partner receives a new complex commercial case with 200,000+ documents and needs to understand the factual landscape within a week to advise the client on strategy and costs — but the team can't even get through initial review in that timeframe, so the first case assessment is based on the client's narrative rather than the evidence

PE fund acquisition team needs due diligence on a target company in 72 hours — associates manually read hundreds of deal documents, extract key terms into spreadsheets, and compare against prior deals, spending days on mechanical extraction when the clock is ticking on a competitive bid

Lawyer reading a 200-page contract or regulatory filing highlights passages and takes notes in the margins of a PDF, but two weeks later when writing the memo can't remember why they highlighted something or how page 12 connects to the clause on page 187