Knovos Blueprint for Defensible Document Review

Redefining Smarter Document Review with AI evolution

End-to-end eDiscovery document review, unified in an AI-driven workspace that integrates advanced automation with human expertise. Knovos Discovery enables legal teams to navigate massive datasets with precision, speed, and strategic clarity, reducing review burden while maintaining the defensibility that courts and regulators expect. Powered by Knovos Insight, our platform applies machine learning across every stage of the review workflow.

Contextual Intelligence and Summarization

Process massive document sets and surface what matters in seconds using Knovos Insight intelligence.

AI-enabled Review

AI-enabled Review

Identify relevant and non-relevant documents based on entities, aliases, and key relationships across the case narrative. Knovos Insight returns categorized results with supporting excerpts and reviewer-ready relevance insights.

AI-assisted Analysis

AI-assisted Analysis

Powers advanced document review in Knovos Discovery by automatically identifying relevance, entities, and contextual connections across the entire dataset without manual effort.

Rapid Contextual Summaries

Rapid Contextual Summaries

Generate high-level document overviews instantly to grasp key facts without reading every file from start to finish, cutting early case assessment time significantly.

Folder-Level Analysis

Folder-Level Analysis

Aggregate content across entire folders to identify overarching themes and data patterns that inform review strategy and prioritization across large document collections.

Multilingual Summarization

Multilingual Summarization

Break language barriers with the ability to summarize and review documents across more than 150 languages, supporting cross-border matters, multinational investigations, and international arbitration proceedings.

Interactive Q&A

Interactive Q&A

Engage directly with your data by asking natural-language questions about specific document content, getting precise answers without running manual searches through large datasets.

Precision-Driven Intelligent Tagging

Automate the classification of evidence with attorney-grade accuracy using Knovos Insight intelligence.

AI-Suggested Coding

AI-Suggested Coding

Receive real-time tagging recommendations based on the deep semantic content of each file, helping reviewers move faster without sacrificing coding quality or accuracy.

Custom Taxonomy Mapping

Custom Taxonomy Mapping

Automatically classify documents across your organization’s unique legal and compliance frameworks, ensuring consistency across large review teams regardless of reviewer experience level.

Confidence Scoring

Confidence Scoring

Every AI suggestion includes a transparent confidence score, allowing reviewers to validate high-impact documents quickly and direct attention to documents that need closer human review.

Bulk Intelligence

Bulk Intelligence

Apply AI-driven tagging recommendations across massive document batches to eliminate repetitive manual coding and dramatically reduce the time and cost of large-scale document review.

RAG-Powered Content Retrieval

Identify the key evidence using advanced search and filtering built for legal precision.

Hybrid Search Engine

Hybrid Search Engine

Combines traditional keyword precision with vector-based retrieval for comprehensive discovery across both structured and unstructured document sets of any size or complexity.

Semantic Similarity

Semantic Similarity

Locate documents that are conceptually related even when they share no common keyword, ensuring that critical evidence is never missed during the eDiscovery document review process.

Paragraph-Level Matching

Paragraph-Level Matching

Pinpoint exact sections of relevance within hundreds of pages for surgical precision during targeted review, reducing the time reviewers spend locating key passages in lengthy documents.

Concept Clustering

Concept Clustering

Uncover hidden relationships and semantically related terms across your entire document corpus to accelerate early case assessment and guide strategic review prioritization.

AI-Assisted Defensible Document Review

Strengthen eDiscovery document review with advanced machine learning that keeps reviewers in control.

AI Tag Prediction and Classification

AI Tag Prediction and Classification

Quickly and accurately predicts document tags, speeding up review cycles while keeping reviewers in control of final coding decisions and ensuring accountability at every stage.

Continuous Active Learning (CAL)

Continuous Active Learning (CAL)

The system learns from reviewer decisions in real time, constantly re-prioritizing the most relevant files so that high-value documents are surfaced faster without waiting for overnight batch updates.

Multinomial Predictive Models

Multinomial Predictive Models

Leverage sophisticated AI models to rank and prioritize your review queue across multiple tag categories simultaneously, reducing time spent on low-value documents across the matter lifecycle.

Scientific Reporting

Scientific Reporting

Validate results with comprehensive ROC curves, Confusion Matrices, and F1-score metrics for full transparency, giving courts and regulators the statistical foundation they need to accept AI-assisted review.

Multidimensional Review with Operational Excellence

Eliminate operational friction with a framework built for task accountability and team-wide consistency.

Knovos Insight Seamlessness

Knovos Insight Seamlessness

The embedded Knovos Insight AI updates tags coded by reviewers immediately, not overnight, so the review model always reflects the latest decisions in real time.

Workflow-led Review Operations

Workflow-led Review Operations

Generate review workflow status reports for oversight, incorporate batch prioritization, and assign batches to reviewers with clear accountability at every stage of the matter.

AI-assisted Prioritization with Automated Rounds

AI-assisted Prioritization with Automated Rounds

AI tag classification supports a simplified automated approach, letting the workflow create top-ranked or uncertain document batches for targeted reviewer attention.

Analytics Embedded into Review

Analytics Embedded into Review

The analytics layer within review includes email threads, domains, entities, key phrases, images, and near-duplicates, supporting communication network mapping without leaving the review workspace.

Multi-custodian and Multi-load Visibility

Multi-custodian and Multi-load Visibility

Review assessed by classified segments of tag, custodian, and volume, delivering a systematic breakdown of relevant documents across the full matter scope.

Reporting and Privilege Support

Reporting and Privilege Support

Robust reporting including review workflow status reports and an integrated privilege log manager for complete matter oversight and attorney-client privilege documentation.

Tactical Control for Weighty Issues

Tactical Control for Weighty Issues

Access control administration makes review management supervised, guided, and consistently accountable to legal and quality standards throughout the matter lifecycle.

Issue-Based Analysis

Issue-Based Analysis

Classify documents by case-specific issues with Knovos Insight. This helps legal teams identify issue-linked documents more efficiently and organize review, filtering, batching, and production around the issues that shape case strategy.

Pattern
Strategic Reviewer Oversight

Strategic Reviewer Oversight

Optimize your document review workflow with a unified system that defines ownership and eliminates redundant effort across every reviewer and batch.

  • Batch assignment with automatic distribution to balance workload across reviewers based on capacity and queue status.
  • Reviewer performance dashboards with visibility into speed, accuracy, and pending queue status for supervisory oversight.
  • Quality control sampling to validate coding consistency and flag variance before it compounds across large batches.
  • Pause and resume batch workflows to manage re-prioritization and escalations without losing progress or context.
  • Check in and check out controls to prevent overlap, maintain clear ownership, and reduce costly rework between reviewers.
  • Progress tracking with real-time metrics for completion rates and pending workload across all active batches and custodians.
Pattern
Knovos Discovery Review Artifacts

Knovos Discovery Review Artifacts

Built for defensible document review, combining technical strength with intuitive navigation, granular access control, and secure information handling.

  • Dynamic review dashboards and AI-assisted review panels to surface priority items and support faster, more consistent decisions.
  • High-performance grid review with detailed document navigation for rapid, consistent review cycles across large collections.
  • Advanced in-document search using text and date range filters to improve content accessibility and reduce time to findings.
  • Review organization through tags, comments, and binders to support collaboration, issue tracking, and structured quality control.
  • Integrated review handoffs through connections with processing, production, and downstream systems to maintain continuity and control.

Use case spotlights

Litigation & Arbitration

Litigation & Arbitration

Managing massive evidentiary footprints for high-stakes disputes

Key challenges

High document volumes, strict court deadlines, and the constant need to protect attorney-client privilege throughout the eDiscovery document review process. Institutional arbitration centers (ICC, LCIA, SIAC) face similar document-intensive demands across cross-border proceedings.

Solutions

  • AI-assisted Document Review: Employs continuous active learning to prioritize high-value documents and surface the most relevant evidence earlier in the review cycle.
  • Defensible Workflows: Features structured quality control and granular permissions to ensure the review process stands up to tribunal scrutiny at every stage.

Regulatory Investigations

Regulatory Investigations

Transparency and control during audits, inquiries, and internal investigations by investigation agencies and forensic firms

Key challenges

Analyzing complex communication data including emails and chat records while maintaining immutable records that satisfy regulatory bodies and withstand scrutiny. Investigation agencies, real estate fraud investigators, financial sector fraud teams, and healthcare compliance teams face similar requirements for defensible document analysis.

Solutions

  • Precise Filtering: Leverages metadata and full-text search to isolate transaction-related records and specific timeframes relevant to the regulatory inquiry.
  • Audit Readiness:Maintains immutable audit logs that track every reviewer action, ensuring total transparency for regulatory bodies and counsel.
  • Sensitive Data Protection:Uses PII analytics and automated redaction to protect sensitive financial and personal information from unauthorized exposure before disclosure.

Defensible by Design, Unwavering by Security

Knovos Discovery treats security as a strategic asset for your legal team. Built on end-to-end encryption and granular role-based access control, the platform ensures sensitive data is visible only to authorized eyes at every stage of the eDiscovery document review process.
  • Data protection in transit and at rest
  • Role-based access and granular permissions
  • Comprehensive audit logs of all reviewer actions
  • Support for regional data residency and BYC, BYDC, and BYAIM deployment models
  • Alignment with relevant security standards and legal obligations

FAQs

Generative AI vs. Predictive Coding: Which is better?
Neither is universally better: they serve different purposes in eDiscovery document review. Predictive Coding (Technology-Assisted Review) is proven, statistically defensible, and widely accepted by courts for relevance classification in large document sets. Generative AI adds a different layer: it can summarize documents, answer natural-language questions about content, and surface contextual insights that TAR alone cannot provide. Knovos Discovery combines both through Knovos Insight, allowing legal teams to apply each where it delivers the most value without choosing one over the other.
Does Knovos Discovery use AI or Machine Learning to speed up document review?
Yes. Knovos Discovery applies both AI and machine learning across the review workflow through Knovos Insight. Continuous Active Learning (CAL) learns from reviewer decisions in real time to re-prioritize documents dynamically. Multinomial Predictive Models classify documents across multiple tag categories simultaneously. AI Tag Prediction generates coding recommendations for each document. Together these capabilities reduce the volume of documents requiring manual attention while keeping human reviewers accountable for final decisions.
What are the deployment options for Knovos Discovery?
Knovos Discovery is available as a fully managed SaaS environment, a hybrid deployment spanning on-premises and cloud infrastructure, BYC (Bring Your Cloud) for organizations that want to deploy within their preferred cloud environment (AWS, Azure, GCP) with full data residency compliance, BYDC (Bring Your Data Center) for fully on-premise deployment in the most regulated environments including government, defense, and financial supervisory agencies, and BYAIM (Bring Your AI Model) for organizations that want to integrate their own AI models (OpenAI, Gemini, Anthropic, private LLMs, or open-source) while maintaining full data sovereignty and no AI vendor lock-in. Each model supports the same core document review functionality.
Is AI-assisted review defensible in court?
Yes, when implemented and documented correctly. Knovos Discovery's AI-assisted document review is built around transparency and scientific validation. Scientific Reporting provides ROC curves, Confusion Matrices, and F1-score metrics that give counsel the statistical evidence needed to demonstrate review quality to courts and opposing parties. Comprehensive audit logs track every reviewer decision and system action, supporting defensibility at every stage of the process.
What is the pricing structure for Knovos Discovery?
Knovos Discovery is available under standard licensing and pay-as-you-go pricing plans. The specific structure depends on data volume, deployment model, and the scope of features required for your organization's matters. Contact the Knovos team directly for a pricing discussion tailored to your review environment and expected matter volume.

Knovos Advantages

Addressing complex information management challenges since 2002!

  • Predictable Pricing

    Predictable Pricing

    Our cost-effective solutions are available for standard licensing and pay-as-you-go pricing plans

  • Flexible Deployment

    Flexible Deployment

    Choose On-premise, Cloud, and Hybrid Cloud deployment options that fit your needs

  • Hassle-free Onboarding

    Hassle-free Onboarding

    Our team helps you with data migration, user training, and product certification process

  • White-labeling

    White-labeling

    We offer a complete white-labeling solution that enables you to set your logo and theme

  • 24*7 Customer Support

    24*7 Customer Support

    Our team of experienced professionals is just an email or call away from you

Speak with our experts!

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