privilege-review-batch

Classify eDiscovery document batches as privileged, not-privileged, or borderline with verbatim citations.

Updated May 2, 2026
One-click install
npx skills add https://github.com/marius-bughiu/ooligo --skill privilege-review-batch
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: privilege-review-batch
Source: https://github.com/marius-bughiu/ooligo/tree/main/apps/web/public/artifacts/privilege-review-batch-skill
Command: npx skills add https://github.com/marius-bughiu/ooligo --skill privilege-review-batch

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Manual first-pass privilege review of large document batches from eDiscovery exports or contract repositories is extremely time-consuming for legal teams, forcing attorneys to spend hours reviewing obviously non-privileged documents instead of focusing on high-risk, borderline cases that require expert judgment.

Core Features & Use Cases

  • Batch Privilege Classification: Automatically classifies each document as privileged, not-privileged, or borderline with grounded verbatim citations, supporting standard eDiscovery file types including .eml, .msg, .pdf, .docx, and .txt.
  • Privilege Log Drafting: Generates court-ready draft privilege log entries for privileged documents, following matter-specific schema templates to avoid over- or under-disclosure that could risk waiver or compel motions.
  • Use Cases: eDiscovery teams use it to pre-screen 5k-50k document custodian mailboxes before attorney review, while legal ops teams use it to audit contract repositories for mis-tagged privileged documents ahead of M&A diligence or regulator information requests.

Quick Start

Run the privilege-review-batch skill by providing the path to your document batch folder, metadata CSV export, matter-specific privilege rubric, and applicable jurisdiction to receive classified outputs, a borderline attorney queue, and a draft privilege log.

Frequently Asked Questions about privilege-review-batch

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate privilege review for large eDiscovery document batches?

Borderline privilege cases are routed directly to attorney queues to ensure expert judgment is applied where needed, mitigating privilege waiver and over-claim risks. This routing prevents automated tools from making final decisions on ambiguous documents.

Can I use this for contract repository privilege audits and custodian mailbox triage?

Yes, the Skill supports contract repository privilege audits ahead of M&A diligence and custodian mailbox triage across US federal, US state, UK, and EU jurisdictions. Legal ops teams can identify mis-tagged privileged documents in batches ranging from 5,000 to 50,000 files.

What is the best way to generate a court-ready draft privilege log from eDiscovery exports?

Generate a draft privilege log by providing the document batch folder, metadata CSV export, and applicable jurisdiction to receive court-ready log entries for privileged documents. The output follows matter-specific schema templates to avoid over- or under-disclosure that could risk waiver or compel motions.

Does privilege review AI ground evidence citations to verbatim document text?

No external dependencies are required to run this Skill. Users simply need to provide a document batch folder path, a metadata CSV export, a matter-specific privilege rubric, and the applicable jurisdiction to begin the first-pass classification process.