Cognitive Fabric Platform

Patent-Pending AI Architecture for Enterprise Classification

The Platform

Cognitive Fabric Platform Architecture

Cognitive Fabric is the underlying technology that powers both DECLASS and LegalFabric. It's a patent-pending AI architecture designed from the ground up for enterprise document classification at scale.

Unlike generic large language models or off-the-shelf machine learning, Cognitive Fabric combines semantic understanding, knowledge graphs, and continuous learning to achieve unprecedented accuracy while remaining fully explainable and policy-enforceable.

Architecture: Ingest → Analyze → Classify

Semantic Graph Traversal

Cognitive Fabric works in three carefully orchestrated phases:

📥

Ingest

Upload guides, policies, rules, and documents. System parses and indexes everything with semantic understanding.

🔍

Analyze

Multi-model architecture evaluates documents. Semantic retrieval finds relevant rules. Knowledge graph adds context.

📋

Classify

Dynamic rule caching applies policies in real-time. Output is highly accurate and fully explainable.

Core Technologies

What makes Cognitive Fabric different:

Semantic Retrieval

Goes beyond keyword matching. Our semantic engine understands the meaning of documents, rules, and relationships. It catches nuanced classification decisions that traditional systems miss.

Knowledge Graphs

Maps relationships between classification concepts, regulations, rules, and metadata. Context drives higher accuracy and better decision-making across complex domains.

Feedback Flywheel

Every classification and every user correction feeds back into the system. Over time, accuracy improves and your competitive advantage compounds.

Multi-Model Architecture

Combines multiple specialized models optimized for different classification tasks. No single model is best for everything. Our ensemble approach achieves industry-leading accuracy.

Dynamic Rule Caching

Efficiently caches and applies complex policy rules in real-time. Process millions of documents without latency or performance degradation.

Domain Bridging

Knowledge learned in one domain (e.g., government classification) transfers to another (e.g., legal discovery). Shared semantic understanding across distinct problem spaces.

Key Capabilities

Accuracy & Explainability

  • Classification Accuracy: Achieves accuracy that competitors cannot match across hundreds of classification guides.
  • Full Explainability: Every classification includes reasoning. Users understand why a document was classified a certain way.
  • Confidence Scores: Know how confident the system is in each classification. Flag uncertain cases for human review.
  • Audit Trail:

Policy Enforcement

  • Real-Time Policy Enforcement: Rules and constraints are applied as documents are classified. Prevent policy violations before they happen.
  • Custom Rule Engine: Define custom classification rules specific to your organization. No coding required.
  • Policy Versioning: Track changes to classification policies. Maintain compliance with regulatory changes.
  • Compliance Reporting:

Scalability & Performance

  • Enterprise Scale: Process millions of documents in parallel without performance degradation.
  • Low Latency: Classify documents in real-time. From upload to classification in seconds.
  • Distributed Architecture: Scales horizontally across cloud and on-premises infrastructure.
  • Cost Optimization:

Integration & Deployment

  • API-First: RESTful APIs for easy integration with existing systems and workflows.
  • Enterprise Connectors: Pre-built integrations with Outlook, SharePoint, legal tech platforms, and more.
  • Cloud & On-Premises: Deploy in AWS, Azure, GCP, or your own data center with full control.
  • Flexible Licensing:

Technical Specifications

Performance

  • Classification Accuracy: Industry-leading across hundreds of guides
  • Average Latency: <2 seconds per document
  • Throughput: 10,000+ documents/minute per instance
  • Scalability:

Security & Compliance

  • Encryption: AES-256 for data at rest, TLS 1.3 in transit
  • Compliance: FedRAMP, NIST, CMMC, HIPAA-ready
  • Access Control: Role-based access, audit logging, two-factor auth
  • Data Residency:

Supported Formats

  • Documents: PDF, DOCX, DOC, TXT, XLSX, PPT
  • Email: MSG, PST, EML, MHTML
  • Archives: ZIP, TAR, 7Z (with recursive extraction)

Interested in Cognitive Fabric?

Learn how Cognitive Fabric powers both DECLASS and LegalFabric. Request a technical deep-dive.

Contact Our Team