A major U.S. federal agency was confronting an eDiscovery crisis. Fourteen active matters — spanning FOIA litigation brought by public-interest organizations, a multi-plaintiff civil rights class action, and an administrative enforcement proceeding initiated by an independent regulatory body — had generated overlapping document-production obligations that exceeded the agency's internal review capacity by a substantial margin. Several matters carried court-imposed production deadlines that were already imminent. The agency's Office of General Counsel engaged Law & Forensics to design and execute a scalable review program capable of meeting the obligations across all active matters simultaneously.
The Situation
Government eDiscovery carries a unique set of constraints that distinguish it from corporate litigation. Federal agencies must navigate the intersection of the Federal Rules of Civil Procedure, the Freedom of Information Act's disclosure and exemption framework, executive privilege, deliberative process protection, and, in some cases, classified information handling requirements — all of which affect the review and production workflow in ways that require specialized expertise.
The agency's document population had been collected from email archives, a legacy document management system, shared network drives, and collaboration platforms — sources with inconsistent metadata structures and incomplete retention records. A prior linear-review effort had processed approximately 8 percent of the total population before budget constraints halted the program.
Our Approach
Law & Forensics structured the engagement around a unified, matter-agnostic review infrastructure designed to maximize throughput while maintaining the privilege and exemption determinations required for each distinct matter.
Technology-Assisted Review Implementation. The firm deployed a TAR 2.0 continuous active learning platform, loading the full 2.4-million-document population across all 14 matters into a unified environment. A matter-specific coding protocol was developed for each proceeding, reflecting the applicable legal standards — FOIA exemptions, attorney-client and deliberative process privilege, and relevance parameters unique to each case.
Workflow Design and Validation. Law & Forensics designed a statistically validated seed set protocol and elicitation process, producing a recall and precision baseline sufficient to withstand challenge under the emerging federal case law on TAR defensibility. The validation methodology was documented in a written protocol filed in each matter in advance of production.
Managed Review Operations. A Law & Forensics managed review team operated on a continuous production cycle, with daily output calibrated against each matter's upcoming deadlines. Quality-control sampling was conducted at the document, batch, and matter level, with defect rates tracked and reported to agency counsel weekly.
Privilege and Exemption Review. A dedicated privilege and FOIA-exemption review tier — staffed by attorneys with federal agency experience — processed all documents flagged for potential protection, producing a privilege log and FOIA exemption log for each matter that met the applicable court and agency standards.
The Impact
The 22-week program cleared the full 2.4-million-document backlog and enabled the agency to meet every court-ordered production deadline across all 14 matters. Per-document review cost fell 71 percent compared to the agency's prior linear-review baseline, producing a material reduction in the agency's total eDiscovery expenditure for the fiscal year.
In two matters, opposing counsel challenged the TAR methodology, seeking discovery into the review process. In both cases, the court upheld the Law & Forensics validation protocol as sufficient and denied the challenges. The agency subsequently adopted the TAR framework as its standard eDiscovery methodology for future large-scale matters.
Related Practice Area
eDiscovery Services — Technology-Assisted Review; Government and Public Sector eDiscovery; FOIA Litigation Support; Privilege Review and Log Preparation; Managed Document Review
