Thousands of Documents. One Consistent Workflow.

Process large-scale document sets with the same accuracy and speed you'd apply to a single page — because compliance doesn't scale down with volume.

Irys Redaction Tool document view with redactions appliedIrys Redaction Tool document view with redactions appliedIrys Redaction Tool document view with redactions applied

Volume Amplifies Every Weakness

At low volume, manual redaction is slow but manageable. At high volume, inconsistencies compound, deadlines break, and compliance gaps multiply.

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01

Linear Scaling Breaks Deadlines

Doubling documents doubles processing time. Fixed timelines don't accommodate this.

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02

Quality Drops with Fatigue

Analysts reviewing their 500th page catch less than on their 5th.

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03

No Prioritization Mechanism

All documents treated equally regardless of sensitivity or deadline.

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04

Bottleneck at QC

Quality review can't keep pace with redaction output.

From batch ingestion to batch release, parallel processing.

Ingest in bulk, process in parallel, distribute review across teams, sample for quality, and release in coordinated batches.

Irys Redaction Tool batch processing dashboard
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01

Batch Ingestion

Batch Ingestion

Load large document sets with priority-based queuing.

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02

Parallel AI Processing

Parallel AI Processing

Multiple batches run through AI detection simultaneously instead of one at a time.

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03

Distributed Review

Distributed Review

Work is split across reviewers by capacity, so no single queue becomes a bottleneck.

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04

Automated QC Sampling

Automated QC Sampling

Statistical sampling validates batch quality without re-checking every document.

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05

Batch Release

Batch Release

Coordinated batches release together once QC clears, with a complete audit trail per batch.

Batch Processing Pipeline

Ingest and process thousands of documents simultaneously.

Parallel AI Redaction

Multiple batches processed concurrently, not sequentially.

Priority-Based Queuing

Deadline-sensitive and high-risk documents processed first.

Distributed Team Assignment

Work distributed across reviewers based on capacity.

Automated QC Sampling

Statistical sampling validates quality without reviewing everything.

Volume Analytics & Forecasting

Predict completion dates based on throughput metrics.

Scale without degradation

Consistent quality, any volume.

Batch processing dashboard — documents queued, in-progress, and completed, with throughput metrics and projected completion dates.

  • Case lifecycle view in Irys Case Manager

    Every batch, tracked to completion. Documents move from queued to in-progress to complete, with throughput visible the whole way.

  • Conversation thread attached to a case

    Deadlines forecast, not guessed. Current throughput projects a realistic completion date for the whole production.

  • Released records search results

    Quality holds at any volume. The thousandth document goes through the same AI detection and verification as the first.

Why Agencies Choose Irys Redaction Tool

Consistent quality at any volume. Predictable timelines. No fatigue factor.

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01

AI Doesn't Fatigue

Consistent detection quality for document 1 and document 10,000.

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02

Parallel Processing

Multiple document batches processed simultaneously, not sequentially.

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03

Predictable Timelines

Volume analytics forecast completion dates accurately.

Customers + Partners

Trusted in IT & Cyber Expertise for 44 Years. We enable the DoD and all branches of service to maintain peak readiness and deliver mission results through proven technical expertise, operational support, and cybersecurity strength.

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ARCADIS

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Nantucket

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Lockheed Martin

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Booz Allen Hamilton

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Leidos

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Northrop Grumman

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ARCADIS

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City of San Antonio

Florida State logo

State of Florida

New Jersey logo

State of New Jersey

Nantucket logo

Nantucket

US Air Force logo

United States Air Force

Copper River logo

Copper River

Lockheed Martin logo

Lockheed Martin

Booz Allen Hamilton logo

Booz Allen Hamilton

Abacus logo

Abacus Technologies

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Leidos

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Northrop Grumman

Book Your Personalized Demo

See how IRT handles redaction at volume without quality degradation.

In your demo, we'll cover:

  • Detect PII, financial data, and classified markings automatically with AI
  • Verify every detection with human review before it's final
  • Redact documents, video, audio, and images through one policy engine
  • Review consistency and audit trails across your whole team
  • Explore deployment, security, and compliance options

Help Us Prepare Your Demo

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