Use Cases
Real-World Applications of Large-Context AI
TeraContext.AI solves concrete problems across industries where document complexity exceeds standard AI capabilities. Here’s how we help organizations work smarter with their most challenging content.
Legal & Regulatory

Complex Transaction Due Diligence
The Challenge M&A transactions involve thousands of pages across purchase agreements, exhibits, schedules, disclosure documents, and referenced materials. Legal teams need to identify risks, inconsistencies, and key terms across this massive document set.
Our Solution
- GraphRAG to map relationships between documents and clauses
- RAG for precise clause retrieval and comparison
- Multi-layer summarization for executive overviews
- Citation tracking for audit trails
Results
- Up to 70% faster review cycles for transaction teams
- Automated risk mapping across 1,000+ pages
- Conflict detection with 90%+ accuracy
- Full audit trails for regulatory filings
Regulatory Compliance Analysis
The Challenge Financial institutions must ensure policies and procedures comply with constantly evolving regulations spanning federal, state, and international jurisdictions—thousands of pages of regulatory text.
Our Solution
- Knowledge graphs of regulatory requirements
- Automated policy-to-regulation mapping
- Gap analysis identifying non-compliance risks
- Change tracking as regulations evolve
Results
- Continuous compliance monitoring
- Proactive identification of regulatory changes
- Reduced compliance team workload
- Comprehensive documentation for audits
Commercial Construction

Large-Project Specification Management
The Challenge A major infrastructure project has 15 volumes of specifications, multiple contract documents, hundreds of submittals, and thousands of RFIs. Project teams need instant access to relevant specs based on current work scope.
Our Solution
- RAG optimized for CSI MasterFormat structure
- Cross-referencing between specs, drawings, and submittals
- Adaptive context learning from RFI patterns
- Integration with project management systems
Results
- Sub-second specs lookup by CSI division or keyword
- AI-drafted RFI responses with cited sections
- Early detection of spec-drawing conflicts
- 50%+ time savings on information hunts
Code Compliance Verification
The Challenge Ensuring construction documents comply with building codes, accessibility standards, energy codes, and local amendments—multiple overlapping code jurisdictions.
Our Solution
- Graph-based code requirement mapping
- Automated design-to-code compliance checking
- Jurisdiction-specific code variant handling
- Exception and alternative compliance path identification
Results
- Comprehensive compliance verification
- Early identification of code conflicts
- Reduced plan review cycles
- Documentation for building officials
Systems Engineering
Aerospace Platform Integration
The Challenge A new aircraft platform has design specifications across avionics, structures, propulsion, and systems—each with hundreds of interface control documents and requirements spanning thousands of pages.
Our Solution
- Requirements traceability using GraphRAG
- Multi-layer summarization of subsystem designs
- Interface document correlation and conflict detection
- Change impact analysis across subsystems
Results
- Complete requirements traceability
- Early detection of interface mismatches
- Automated impact analysis for design changes
- Reduced integration issues in testing
Defense System Requirements Management
The Challenge Military systems have complex requirements hierarchies from mission needs to detailed subsystem specs, with extensive verification and validation documentation.
Our Solution
- Hierarchical requirement mapping
- Test procedure to requirement correlation
- Verification status tracking across document set
- Gap analysis for incomplete coverage
Results
- Complete V&V traceability
- Identification of untested requirements
- Automated documentation for audits
- Reduced verification cycle time
Enterprise Documentation
Technical Documentation Knowledge Base
The Challenge A global manufacturer has 30 years of product documentation, service manuals, and engineering notes—millions of pages with outdated and inconsistent organization.
Our Solution
- Enterprise-scale RAG implementation
- Product hierarchy knowledge graphs
- Multi-generational document handling
- Natural language query interface
Results
- Instant access to historical product information
- Reduced dependency on retiring experts
- Improved service technician efficiency
- Preservation of institutional knowledge
Policy & Procedure Management
The Challenge Large organizations have thousands of policies across departments, with frequent updates and complex dependencies between policies.
Our Solution
- Policy relationship mapping
- Change tracking and version control
- Impact analysis for policy updates
- Role-based policy recommendation
Results
- Employees find relevant policies quickly
- Identification of conflicting policies
- Streamlined policy update process
- Improved compliance training
Cross-Industry Applications
Contract Management Systems
Managing portfolios of hundreds or thousands of contracts with varying terms, renewal dates, and obligations.
Research & Development
Literature review across thousands of papers, patents, and technical reports for innovation and prior art analysis.
Healthcare Documentation
Patient records, medical literature, treatment protocols, and regulatory compliance across complex care scenarios.
Government & Public Policy
Legislative analysis, regulatory development, public comment processing, and policy impact assessment.
Your Use Case
Don’t see your exact scenario? Our adaptable platform handles any large-context challenge, from healthcare protocols to R&D patent reviews.
Signs you’re ready for TeraContext.AI:
- Documents >100K tokens or multi-file sets
- Cross-references spanning sources
- Urgent needs for synthesis or compliance
- Domain jargon requiring precise retrieval
Next Step: Share your use case for a customized demo.
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