Our Solutions
Turn Document Complexity Into Your Competitive Advantage
When your critical documents exceed what standard AI can handle, you’re left with manual searches, missed insights, and costly delays. We specialize in making massive, complex documents work seamlessly with AI—delivering the speed, accuracy, and cost-effectiveness your team needs.
The Challenge You Face:
- Documents too large for standard AI tools (5,000+ pages that exceed context limits)
- Manual searches taking hours when answers are needed in minutes
- AI tools that hallucinate or miss critical details
- Costly per-token processing that makes large documents prohibitively expensive
What We Deliver:
- Speed: Sub-second responses instead of 15-30 minute manual searches
- Accuracy: Precise answers with exact citations for audit trails
- Cost: 50-70% lower processing costs compared to brute-force approaches
- Scale: Handle documents from thousands to millions of words seamlessly
Domain-Specific Solutions
Commercial Construction
Your Challenges: Multi-volume specifications with cross-references, code compliance verification, RFI response delays, change order impact analysis.
Our Solutions:
- Instant spec section lookup and cross-referencing across volumes
- Automated code compliance verification against local regulations
- RFI correlation with relevant spec sections and drawings
- Change order impact analysis across interconnected systems
Your Results: 60% faster RFI responses, reduced compliance risk, fewer costly change orders from missed conflicts.
Legal & Regulatory
Your Challenges: M&A due diligence across 5,000+ page data rooms, contract clause comparison, regulatory compliance verification.
Our Solutions:
- Rapid clause identification and comparison across contract portfolios
- Automated compliance checking against evolving regulations
- Risk identification with exact citations for legal review
- Due diligence document analysis with relationship mapping
Your Results: 40% faster due diligence cycles, comprehensive risk coverage, audit-ready citation trails.
Enterprise Documentation
Your Challenges: Fragmented knowledge bases, institutional knowledge loss, slow policy lookups, cross-department information silos.
Our Solutions:
- Unified policy and procedure search across all documentation
- Historical decision context and rationale preservation
- Cross-department information synthesis
- Expert knowledge capture before retirement
Your Results: 50% reduction in time spent searching for information, preserved institutional knowledge, faster onboarding.
Our Approach: Three Specialized Techniques
We don’t use one-size-fits-all solutions. Instead, we match the right technique to your specific document characteristics and business needs—often combining multiple approaches for optimal results.
Fast Search Across Massive Documents (RAG)
Your Challenge: You need specific information from thousands of pages. Manual searches take too long. Standard AI can’t handle documents this large, and loading everything into AI context windows is prohibitively expensive.
How It Works: We create a searchable index of your entire document collection with semantic understanding. When you ask a question, we instantly retrieve only the relevant sections and feed them to the AI—delivering precise answers with exact citations.
Your Results:
- Speed: Sub-second retrieval vs. 15-30 minute manual searches
- Accuracy: AI understands meaning and context, not just keywords
- Cost: 70% lower API costs compared to full-document processing
- Trust: Every answer includes exact page/section citations
Best For:
- Well-organized documents with distinct sections (specs, regulations, contracts)
- Applications requiring citations and audit trails (compliance, legal)
- Cost-sensitive deployments where API usage matters
- Question-answering and fact-finding use cases
Technical Approach:
- Semantic chunking that preserves context boundaries
- Multi-modal embeddings for text, tables, diagrams, and scanned PDFs
- Hybrid search combining semantic similarity with keyword precision
- Full citation trails linking responses to exact sources
Understanding Connections Across Documents (GraphRAG)
Your Challenge: Your documents are interconnected—contracts reference policies, specifications reference standards, requirements cascade through subsystems. Standard search tools can’t understand these relationships, leading to missed dependencies and incomplete analysis.
How It Works: We build a knowledge graph that captures entities, relationships, and hierarchies from your documents. Instead of just finding similar text, we understand how concepts connect—enabling reasoning across complex document networks.
Your Results:
- Comprehensiveness: Find all related information, not just direct matches
- Intelligence: Answer questions requiring inference and reasoning
- Relationships: Understand dependencies and cross-references automatically
- Insights: Discover non-obvious connections humans might miss
Best For:
- Documents with complex cross-references (legal agreements, systems requirements)
- Multi-document analysis requiring relationship understanding
- Regulatory compliance with interconnected requirements
- Systems engineering with cascading dependencies
Technical Approach:
- LLM-powered entity and relationship extraction (95%+ accuracy)
- Custom domain ontologies (legal clauses, engineering interfaces, etc.)
- Efficient graph traversal optimized for LLM context windows
- Seamless integration with RAG for retrieval + reasoning
Executive Summaries With Drill-Down Detail (Multi-Layer Summarization)
Your Challenge: Executives need high-level overviews, but specialists need granular details. Creating and maintaining both views manually is time-consuming and error-prone. Standard AI summaries lose important details or can’t drill down when needed.
How It Works: We build hierarchical document understanding with multiple abstraction layers—from high-level themes down to specific details. Users can start with executive summaries and drill down progressively to find exactly the detail level they need.
Your Results:
- Efficiency: Executives grasp key points in minutes, not hours
- Flexibility: Drill from overview to detail without losing context
- Completeness: Important details preserved at appropriate levels
- Insight: See patterns across large document sets
Best For:
- Documents requiring both overview and detail (research reports, proposals)
- Exploratory analysis of unfamiliar or complex content
- Executive decision-making with supporting detail available
- Multi-document synthesis and trend analysis
Technical Approach:
- RAPTOR (Recursive Abstractive Processing for Tree-Organized Retrieval)
- Domain-tuned hierarchies matching your document structure
- Query-driven layer selection (broad queries → overviews, specific → details)
- Entity linking across levels to preserve traceability
Hybrid Solutions: Combining Approaches for Maximum Impact
The Reality: Most real-world challenges benefit from combining multiple techniques strategically.
Common Combinations:
RAG + GraphRAG (Legal Due Diligence): Fast semantic search enhanced with relationship understanding. Find specific clauses AND understand how contracts interconnect—ideal for M&A data rooms.
Multi-Layer + RAG (Construction Specifications): Hierarchical overviews for navigation, precise retrieval for details. Start with spec division summaries, drill to exact sections—perfect for RFI responses.
Semantic + Keyword Search (Regulatory Compliance): Vector search for conceptual matches, keyword search for precise terminology. Catch both “substantially similar” language AND exact regulatory citations.
Implementation & Integration
Flexible Deployment:
- Cloud: Fast deployment with managed infrastructure
- On-Premise: Complete control for security and compliance
- Hybrid: Cloud development, on-premise production
- Air-Gapped: Fully isolated for classified/sensitive environments
Your Existing Stack: We integrate with your current tools and workflows:
- LLM Providers: OpenAI, Anthropic, Google, on-premise open-source models
- Interfaces: Custom solutions, RAGFlow, OpenWebUI, AnythingLLM
- Data Stores: Your existing databases and vector stores
- Authentication: SSO, RBAC, and enterprise security standards
Performance & Scale:
- Documents from thousands to millions of words
- Sub-second query response times
- Concurrent multi-user support
- Incremental updates without full reprocessing
- Cost-optimized for your usage patterns
Why This Matters For Your Business
Faster Decisions: Transform hours of manual search into seconds of AI-powered retrieval. Your team gets answers when they need them, not after the deadline has passed.
Lower Risk: Comprehensive analysis with audit trails means fewer missed clauses, overlooked requirements, or compliance gaps. Every answer includes exact citations for verification.
Reduced Costs:
- 50-70% lower AI processing costs through intelligent retrieval
- Significant reduction in staff time spent searching documents
- Faster project cycles from improved information access
- Lower risk exposure from more comprehensive analysis
Competitive Advantage: While competitors manually search documents or struggle with inadequate AI tools, your team has instant access to comprehensive, accurate information—making faster, better-informed decisions.
Ready to See It In Action?
Every organization’s documents are unique. Let’s discuss your specific challenges and show you how our solutions deliver measurable results.
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