Use Case
For Litigation Support Teams at Law Firms
Multi-custodian productions. Compressed timelines. Partner QC oversight. The variables that define law firm e-discovery work are ones Discovarc is built around.
The Law Firm Discovery Problem
Law firm litigation support teams operate at the intersection of tight partner oversight, volume pressure, and privilege risk. The review challenges are structural:
- Multi-custodian collections mean the document population isn't homogeneous — email from the CFO reads differently from email from the facilities coordinator, and both may be in the same production
- Rolling production deadlines — often 30 days per production set — compress the time available for first-pass review, QC, and privilege log generation
- Partner QC creates a review-within-a-review: without a structured exception workflow, partners end up re-reviewing documents that a more systematic QC process would have caught
- Privilege risk is asymmetric: one inadvertently produced privileged document can trigger a clawback dispute that consumes more time than the production itself
Scenario: Multi-Custodian Commercial Litigation Production
Four custodians with distinct document profiles — executive correspondence heavy in outside counsel emails, finance team documents with embedded contract drafts, facilities correspondence low-relevance but high volume. Manual first-pass review applying different tagging standards across reviewers creates QC rework before every production set.
Discovarc seed set constructed from each custodian's document profile proportionally. Continuous active learning applied across all custodian collections simultaneously. Privilege scan run against outside counsel roster for the matter. Exception workflow routed high-uncertainty documents to senior reviewer rather than full re-review.
Consistent tagging methodology applied across all custodian collections. Privilege log generated from automated detection with attorney confirmation step. QC sampling stratified by confidence tier reduced partner re-review burden. Production set delivered with audit trail documentation.
Scenario: Regulatory Investigation Document Production
Outside counsel coordinating a document collection that includes in-house legal team correspondence and C-suite email — the highest-privilege-risk custodian profile. Client in-house team cannot review documents before outside counsel hand-off due to privilege risks in the client's own legal team correspondence.
Attorney roster uploaded for client's inside and outside counsel. Privilege scan run on full collection before any reviewer sees documents. Documents flagged for privilege routed to separate privilege review queue with explicit attorney decision required before reclassification.
Privilege-flagged documents isolated early in the review workflow before any risk of inadvertent production. Privilege log fields populated with attorney confirmation before production set finalized. Clawback risk reduced at the production planning stage rather than remediated post-production.
Walk through your matter type with us.
Bring your custodian count, collection format, and production timeline. We'll map the workflow.
Request a Walkthrough
From litigation support practitioners.
The QC sampling by confidence tier is what we needed. We stopped re-reviewing the entire exception set and started routing only the genuinely uncertain documents to the senior reviewer. That's a different kind of workflow.
Litigation Support Director, national commercial litigation practice
Privilege log generation on a 180K document set was taking longer than the first-pass review itself. Having that field population automated — with attorney confirmation at the privilege decision step — changed the economics of the matter.
E-Discovery Counsel, full-service litigation firm