Your Data Is Worthless. Your Knowledge Is Priceless.
Transform information chaos into structured intelligence. We build enterprise knowledge graphs and hybrid RAG systems that make your organisation's collective wisdom instantly accessible, accurate, and actionable.
The Knowledge Crisis Hidden in Your Success
You're drowning in data but starved for insight.
Your organisation has spent years accumulating valuable information. Customer interactions in your CRM. Projects in your PM tools. Documents in SharePoint. Conversations in Slack. Research in databases. Expertise in people's heads.
But when someone asks a critical question - “What did we learn from similar projects?” “What's our history with this client?” “What approaches have we tried before?” - the answer requires days of searching, if it's found at all.
This isn't a data problem. It's a knowledge problem.
Data is raw facts. Knowledge is connected understanding. While your competitors chase bigger data lakes, we build knowledge systems that transform information into intelligence.
What Missing Knowledge Costs You:
- ⚠Repeated mistakes because lessons aren't captured
- ⚠Lost deals because insights aren't accessible
- ⚠Slower decisions because context isn't connected
- ⚠Departing employees taking irreplaceable expertise
- ⚠Compliance risks from incomplete information
What Is Knowledge Engineering?
The discipline of transforming unstructured information into structured, queryable intelligence
Liberating Intelligence from Chaos
- •Natural language processing of documents
- •Pattern recognition in unstructured data
- •Entity extraction and classification
- •Relationship identification
- •Metadata enrichment
EXAMPLE
Automatically extracting key concepts, people, projects, and outcomes from 10 years of project reports
Creating Semantic Understanding
- •Ontology development (your business's language)
- •Taxonomy creation (hierarchical organisation)
- •Knowledge graph construction
- •Semantic relationship mapping
- •Context preservation
EXAMPLE
Connecting "Project Titan", "Customer X", "Q3 Revenue", and "Team Alpha" into a queryable relationship network
Instant, Accurate Answers
- •Natural language query processing
- •Multi-hop reasoning
- •Contextual understanding
- •Source attribution
- •Confidence scoring
EXAMPLE
"Show me all unsuccessful projects with similar characteristics to our current proposal" returns ranked, relevant results with explanations
Multi-Modal Hybrid RAG
Knowledge Engineering for the Gen AI Era
Your organisation's knowledge isn't just in documents. It's in spreadsheets, diagrams, charts, images, presentations, databases, and the complex relationships between them all. Traditional RAG systems only scratch the surface. Our multi-modal approach captures everything.
Text Documents
Advanced NLP for Unstructured Content
- •Semantic understanding of reports, emails, contracts
- •Context preservation across long documents
- •Multi-language support
- •Sentiment and intent extraction
Tabular Data
Breakthrough Integration of Structured Information
- •Advanced techniques using models like Kumo.ai
- •Direct querying of spreadsheets and databases
- •Statistical understanding of numerical relationships
- •Accurate aggregation and summarisation
WHY THIS MATTERS
70% of enterprise data is tabular, but most AI systems can't properly interpret it. Our approach makes every spreadsheet, database, and CSV file part of your intelligence system.
Charts & Visualisations
Extracting Insights from Visual Data
- •Automatic chart interpretation
- •Trend extraction from graphs
- •Data point recovery from images
- •Visual-to-text translation
Knowledge Graphs
Connecting Highly Related Information
- •Relationship mapping across all data types
- •Multi-hop reasoning
- •Causal inference
- •Pattern discovery
Images & Diagrams
Visual Intelligence Processing
- •Technical diagram understanding
- •Flowchart and process map interpretation
- •Screenshot analysis
- •Handwritten note extraction
Where Knowledge Engineering Delivers Impact
Real-world applications across industries
Professional Services
CHALLENGE
Critical insights scattered across proposals (PDFs), financials (Excel), project plans (Gantt charts), and emails
SOLUTION
Multi-modal RAG connecting all content types with knowledge graphs
TABULAR FOCUS
Automatic extraction and analysis of project budgets, resource allocations, and timelines
IMPACT
- ✓70% faster proposal development using past pricing models
- ✓40% reduction in project risks through pattern recognition
- ✓Perfect numerical accuracy in resource planning
Life Sciences
CHALLENGE
Research data spans lab notebooks, clinical trial spreadsheets, molecular diagrams, and literature PDFs
SOLUTION
Hybrid RAG system understanding chemical structures, statistical analyses, and research papers
TABULAR FOCUS
Integration of clinical trial data, patient records, and experimental results with full statistical awareness
IMPACT
- ✓60% faster literature reviews including data extraction
- ✓Accurate meta-analysis across multiple studies
- ✓Automated adverse event detection from structured trial data
Financial Services
CHALLENGE
Compliance requires connecting trades (databases), communications (emails), reports (PDFs), and risk models (Excel)
SOLUTION
Multi-modal system with precise numerical handling and audit trails
TABULAR FOCUS
Real-time integration of trading data, risk metrics, and regulatory reports with 100% numerical accuracy
IMPACT
- ✓90% reduction in audit preparation
- ✓Accurate aggregation across thousands of Excel files
- ✓Anomaly detection across structured and unstructured data
Private Equity
CHALLENGE
Due diligence requires analysing financial models (Excel), legal documents (PDFs), org charts (Visio), and market data
SOLUTION
Multi-modal system that understands complex financial models and legal structures
TABULAR FOCUS
Deep analysis of financial statements, cohort analyses, and unit economics with Kumo.ai-powered insights
IMPACT
- ✓3x faster financial model validation
- ✓Automatic red flag detection across all document types
- ✓Accurate roll-up reporting across portfolio company spreadsheets
From Chaos to Knowledge in 6-8 Weeks
Our proven implementation methodology
Week 1-2
Discovery & DesignUnderstanding Your Knowledge Landscape
ACTIVITIES
- •Information audit
- •Use case prioritisation
- •Architecture design
- •ROI modelling
DELIVERABLES
- ✓Knowledge map
- ✓System architecture
- ✓Implementation plan
Week 3-4
Extraction & StructuringBuilding Your Knowledge Foundation
ACTIVITIES
- •Data source integration
- •Ontology development
- •Initial graph construction
- •Quality validation
DELIVERABLES
- ✓Connected data sources
- ✓Base knowledge graph
- ✓Validation reports
Week 5-6
RAG ImplementationEnabling Intelligent Retrieval
ACTIVITIES
- •Hybrid retrieval setup
- •Query processing configuration
- •Answer generation tuning
- •Accuracy optimization
DELIVERABLES
- ✓Working RAG system
- ✓Accuracy benchmarks
- ✓Performance metrics
Week 7-8
Production & TrainingLaunching Your Knowledge System
ACTIVITIES
- •Production deployment
- •User training
- •Documentation
- •Handover
DELIVERABLES
- ✓Live system
- ✓Trained team
- ✓Complete documentation
The Returns Are Immediate and Compound
Immediate Returns (Month 1)
- ✓5-10 hours per knowledge worker per week saved
- ✓50% reduction in research time
- ✓30% fewer repeated mistakes
Compound Returns (Year 1)
- ✓Every query makes the system smarter
- ✓More users create more value
- ✓Your knowledge becomes a competitive moat
ROI Example: 100-Person Organisation
Time Saved
£37,500/week
500 hours × £75/hour
Better Decisions
£2M/year
20% project success improvement
Reduced Errors
£500K/year
30% fewer mistakes
30x ROI in Year 1
£4.5M return on £150K investment
Knowledge Engineering Success Stories
Real transformations from real clients
Global Leader Transforms Content Creation
Decades of medical writing locked in documents, inaccessible for modern content creation.
Unlocking 20 Years of Research Data
Historical research data unusable, locked in unstructured reports.
Preserving Institutional Wisdom
Expertise leaving with retiring partners, no systematic knowledge capture.
Three Ways to Begin Your Knowledge Journey
Knowledge Architecture Assessment
2-Day Workshop
- •Current state analysis
- •Opportunity identification
- •Architecture recommendation
- •ROI projection
£10K investment
Book AssessmentProof of Value
4-Week Pilot
- •Focused use case
- •Production-ready prototype
- •Accuracy benchmarking
- •Scale planning
From £30K
Start PilotFull Implementation
6-8 Week Deployment
- •Complete system build
- •All data sources integrated
- •Production deployment
- •Team training
From £150K
Begin TransformationFrequently Asked Questions
Ready to Transform Information Into Intelligence?
Every day your knowledge remains disconnected is competitive advantage lost. Let's build your knowledge nervous system.