Legacy load: High · Track: Either, depending on scale
IP Litigation
The document volume of commercial litigation, plus a technical layer that cannot be skimmed. adnah's read: the technical judgment is the one thing that cannot be delegated.
Ceremony, safe to remove
- First-pass document review for responsiveness and privilege on productions running into the hundreds of thousands of pages
- Building a claim chart's structural scaffolding before any infringement analysis has been done
- Manually cross-referencing expert reports against the technical record to check for internal inconsistency
- Assembling deposition prep binders by hand from prior transcripts and produced documents
Irreducible, stays with the lawyer
- Claim construction argument: what a disputed term actually means and why
- Deciding whether the accused product or process actually reads on the claim, element by element
- Choosing litigation strategy: which claims to assert, which defenses to lead with, when to settle
- Cross-examination strategy built on the specific witness and the specific gaps in their testimony
Primitives most in play
The usual failure mode
The characteristic failure is letting document review speed outrun technical review depth. Teams that accelerate the responsiveness and privilege pass without also strengthening the technical read end up producing claim charts faster but no more accurately, because the bottleneck was never the volume of documents, it was the number of people who could correctly map a document to a claim element. Speeding up the wrong stage just moves the backlog downstream to trial prep.
What changes
- Before: first-pass review is a team of contract attorneys tagging documents for weeks. After: the first pass is automated and the team's time goes to the technical documents the system flags as likely relevant.
- Before: a claim chart starts as a blank template filled in by hand. After: the chart scaffolding pulls from the asserted claims and the produced technical documents automatically, and the attorney's work is the infringement judgment itself.
- Before: checking an expert report against the record for inconsistency is a manual re-read. After: inconsistencies are flagged automatically and counsel decides which ones matter.
- Before: deposition prep binders are assembled the week before, under time pressure. After: the binder assembles continuously as the record develops, so prep time goes to strategy rather than compilation.
What a working transformation looks like here
A working transformation looks like a litigation team whose senior technical people spend their time on claim construction and infringement theory rather than document logistics, and whose claim charts are more consistent across matters because the scaffolding is standardized even though the analysis inside it is bespoke. Trial prep stops being a fire drill because the underlying record has been organized as the case progressed, not assembled at the end.
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