The Unified Model Equation (UME) is a deterministic close framework that supersedes probabilistic approximations to deliver predictable, auditable and measurable outcomes across industry, security and governance systems.

Explore Our Solutions Learn About The UME

Why Current Models Fail?

Contemporary science and engineering lean heavily on probabilistic approximations and statistical correlations.
These approaches often lack causal completeness as they describe what might happen rather than why it must happen.
This limitation becomes critical in safety critical systems, regulated environments and precision engineering where uncertainty budgets must be explicit, bounded and auditable.

🕳️ Where SM Is Silent: Gravity

The Standard Model (SM) excludes gravity; it cannot unify with general relativity or explain quantum gravitational effects and leaving causality at extreme scales unresolved.

🌌 Missing Mass & Energy

SM has no particles for dark matter and no mechanism for dark energy.
Cosmological observations demand causes the SM does not provide.

🧪 Neutrino Masses & Mixing

Observed neutrino oscillations imply mass but SM neutrinos are massless.
Workarounds (e.g., seesaw) live beyond SM and aren’t causally contained within it.

⚖️ Matter Antimatter Asymmetry

Known CP violation in the SM is insufficient to explain the baryon asymmetry of the Universe why matter dominates over antimatter.

🧱 Hierarchy & Fine Tuning

The Higgs mass is unstable against quantum corrections, requiring extreme fine tuning.
SM provides no causal principle that explains this stability.

🌀 Strong Coupling & Turbulence

In QCD at low energies and in turbulent flows, perturbative and averaging methods break down; predictions become uncontrolled rather than deterministically bounded.

🧭 Measurement & Causality

Standard quantum formalisms are probabilistic about outcomes and do not give a mechanism for state collapse and why a specific result must occur when it does.

📉 Tail Risk in Engineering

“Standard” statistical, ML models optimize averages; they under specify worst case bounds needed for certification, safety cases and contractual SLAs.

🧬 Parameter Traceability

Correlative models lack line-of-sight from inputs to outcomes; causal claims are not auditable across distribution shift or long-term drift.

🪐 Inflation & Initial Conditions

The SM does not explain inflation or why initial conditions set the observed large structure and causal drivers lie outside the model.

🧩 Non Equilibrium Systems

Complex, multi-scale, non equilibrium systems (grids, markets, bio process) defy IID assumptions; standard methods lack deterministic guarantees.

✅ UME: Bounded, Causal Alternatives

The Unified Model Equation replaces correlation first reasoning with deterministically bounded and causally complete computations that survive audit and scale.

What is the Unified Model Equation?

U[Φ] := δA = δ ∫_M [ C_μν · ∇_μS^ν + Γ^α_μν · T^μν_α − ∂_τI^∞ ] dV = 0

Legend
• U[Φ] — universal functional evaluated on configuration or fields Φ.
• δA — first variation of the action A where admissible solutions make A stationary (δA = 0).
• M — domain or manifold of evaluation (space × time × process window); dV is the volume element.
• C_μν — constitutive or constraint tensor encoding invariants, conservation laws and policy limits.
• ∇_μS^ν — covariant gradient or divergence of the state or flux vector S^ν (transport/evolution).
• Γ^α_μν — connection or coupling coefficients representing geometry, forces and control inputs.
• T^μν_α — transfer or stress energy tensor capturing exchanges across directions and scales.
• ∂_τI^∞ — time derivative of multi scale information or entropy production term.

The unified variational identity above states that real systems evolve along configurations Φ that render the action A stationary over the chosen domain M.
Within the integrand the C∇S term codifies hard invariants and material or governance constraints while driving transport with Γ·T introducing the geometry of interaction and externally commanded couplings and −∂_τI^∞ regulating irreversibility and learning through an information production budget.
Setting δA = 0 yields and in one stroke the governing field equations together with their natural boundary and initial conditions and providing a deterministic, interpretable alternative to purely probabilistic formulations.
In practice we choose M to match the operating envelope and express physical, cyber or policy invariants in C which reconstruct states S from sensors or ledgers, parameterize actuation and curvature via Γ that quantify exchanges in T across components and scales and shape dissipation or adaptation with I^∞.
This pipeline produces well posed ODE/PDE systems that are stable, auditable, fast to compute and enabling RJV Technologies Ltd to deliver deployable models with superior fidelity, controllability and verification across industrial operations, security architectures and institutional governance.

UME starts with what must be true in your system and lets everything else follow.
It turns constraints and interactions into a compact model that explains its own decisions and exposes the margins it relies on.

From Rules to Outcomes

Instead of chasing patterns, UME encodes conservation, limits and couplings and then computes the only outcomes consistent with them.
When conditions shift, the same rules rebalance the solution without guesswork so behaviour stays stable and explainable.
You get results that carry reasons and not just scores.

Decisions You Can Defend

Each prediction comes with clear bounds linked to real constraints, making risk measurable and contracts testable.
Reviews focus on tolerances and responsibilities rather than model folklore and operational changes become edits to the rules and not fragile retraining exercises.

The variational core aggregates invariants (C), transport (∇S), coupling geometry and control (Γ), multiscale exchange (T) and information production (∂_τI^∞) into one stationary and action statement.

Variational Identity in Practice

With A[Φ]=∫_M(C_μν∇_μS^ν+Γ^α_μνT^μν_α−∂_τI^∞) dV, admissible Φ satisfy δA=0, yielding Euler and Lagrange equations and natural boundary terms.
Constitutive design in C encodes obligations and safety, conservation, uniqueness and stability trace back to domain choices.
Transport through ∇S preserves geometry; Γ injects actuation and curvature without breaking invariants; T closes balances across scales and ∂_τI^∞ bounds irreversibility and learning so adaptation respects stability budgets.

Structure Preserving Computation

Discretizations are chosen to conserve what the continuum conserves, keeping residuals meaningful under stress.
Deterministic step control and versioned parameters deliver reproducible timing for edge and cloud while observability tracks invariant satisfaction and margin consumption rather than opaque loss curves.
The result is a solver you can certify, roll back and audit without losing the physics or the governance.

UME applies wherever outcomes need reasons.
The same principle travels cleanly from plant floors to grids to ledgers because it models obligations first and computations second.

Industry, Infrastructure and Operations

Production, logistics and energy systems are negotiated balances under constraints.
UME expresses those balances directly and computes actions that honour capacity, quality windows, safety envelopes and timing budgets.
Faults become explainable trajectories, dispatch becomes a proof of feasibility and service levels map to margins the model actually controls.

Science, Health and Finance

Multiscale, non equilibrium phenomena demand structure, not averages.
UME keeps conservation and stability central in simulators, makes clinical and operational trade offs explicit and auditable and constrains pricing and risk to admissible dynamics with reported error budgets.
Across domains the gain is legitimacy with results people can test, defend and extend.

Why UME Outperforms the Standard Model

Comparison of the Unified Model Equation and standard probabilistic modeling in engineering and operations.
Criterion	Unified Model Equation	Standard Model (probabilistic)
Predictive Accuracy	Deterministic solutions with stated tolerances tied to constraints and geometry.	Fit to historical patterns where accuracy depends on distributional similarity.
Causality	Explicit causal structure where each term has physical or policy meaning.	Correlation driven signals with limited causal traceability.
Error Bounds	Derivable a priori and a posteriori bounds mapped to SLAs and safety margins.	Empirical intervals; degrade under shift and rare events.
Data Requirements	Leverages priors and invariants; modest data for calibration.	Large, clean datasets and frequent retraining cycles.
Compute Efficiency	Structure preserving solvers sized for edge and low-latency loops.	Training and inference often heavy, especially at scale.
Time to Deployment	Rapid once obligations are encoded; few iterations to acceptance.	Extended data prep, tuning and validation to reach sign off.
Explainability	Line of sight from input to outcome with decision provenance.	Limited transparency; post hoc rationales are approximate.
Safety & Risk	Predictable failure modes; constraint violations are observable events.	Brittle under distribution shift; failures can be silent.
Robustness to Shift	Rules persist as conditions change; solutions re balance under the same invariants.	Performance decays as data drift accumulates; re training required.
Governance & Audit	Deterministic provenance; parameters and proofs are reproducible.	Model state tied to data snapshots; audits depend on logs and heuristics.
Integration	Typed interfaces to MES, ERP, SCADA and services with invariant aligned telemetry.	Adapters around black box outputs; limited alignment to control loops.
Operating Cost	Stable runtime and calibration; lower lifecycle cost in regulated use.	Ongoing labeling, retraining and drift management overhead.
Certification	Bounded behavior supports formal acceptance and safety cases.	Evidence is statistical; difficult to certify deterministic limits.
Change Management	Edit obligations, regenerate solver, preserve guarantees.	Re collect data, re tune, re validate across environments.

Bottom line: Where safety, auditability and repeatability are non negotiable, UME’s causal structure and bounded error deliver guarantees that probabilistic fits cannot.

See Full Technical Comparison

Products & Services Built on UME

🏠 Home Energy Optimizer

Reduce household energy bills 10 to 25% with deterministic scheduling for heating, cooling and appliances.

Smart tariff & time of use planning
Appliance runtime optimization
Solar & battery coordination
Real time consumption alerts
Carbon footprint tracking

Pricing: £99 setup + £8.50 per month

Optimize Home Energy

🔐 Home Cybersecurity & Privacy

Deterministic threat blocking for home WiFi, family devices and smart TVs simple automatic protection.

Network and device threat monitoring
Parental controls & content filters
Identity leak & breach alerts
Privacy first DNS & VPN options
One tap incident guidance

Pricing: £4.90 per month per household (up to 5 devices)

Protect My Home

☁️ Secure Personal Cloud & Backup

Automated, encrypted backups with deterministic recovery checks so memories and documents are never lost.

End to end encryption
Photo & document de-duplication
Health checks & restore drills
Family sharing & permissions
Hybrid (local + cloud) options

Pricing: £29.90 per month for 200 GB (family add ons available)

Secure My Files

📶 Network QoS Optimizer

Lag free streaming, gaming and calls using deterministic bandwidth allocation for every device and app.

Smart traffic shaping
Device & app priorities
Outage detection & failover tips
ISP speed verification
Guest network isolation

Pricing: £49 one time + £9.50 per month

Boost Home WiFi

🧠 Personal AI Planner

A deterministic assistant that organizes calendars, bills and errands plans that actually execute.

Multi-calendar orchestration
Bill due date optimization
Shopping & errands routing
Household task assignments
Privacy preserving by design

Pricing: £9.90 per month (family up to 5)

Get Organized

🚗 EV Charging Optimizer

Charge at the cheapest, greenest windows deterministic scheduling across tariffs, solar and grid constraints.

Time of use & dynamic tariff aware
Solar surplus prioritization
Battery health preservation
Trip ready charge planning
Works with popular wallboxes

Pricing: £24.90 per month per EV

Optimize EV Charging

🔧 SME Predictive Starter

Fixed scope predictive maintenance package designed for SMEs to achieve measurable downtime reduction in under 8 weeks.

Complete sensor kit and installation
Pre configured UME models
Mobile and web dashboards
8 week implementation guarantee
ROI measurement and reporting

Fixed Price: £16,500 (one time) + £950 per month

SME Package Details

📊 Quality Control Suite

Automated quality inspection and process control for small to medium manufacturers using deterministic UME models.

Vision defect detection
Process parameter optimization
Statistical process control (SPC)
Supplier quality management
Compliance reporting

Pricing: £15,500 setup + £950 per month per line

Quality Solutions

⚡ Energy Optimization

Reduce energy costs by 15 to 30% through deterministic modeling of consumption patterns and equipment efficiency.

Real time energy monitoring
Peak demand forecasting
Equipment efficiency optimization
Carbon footprint tracking
Utility bill validation

Pricing: £6,200 setup + £650 per month

Energy Solutions

🛡️ Cybersecurity Essentials

Essential cybersecurity protection for SMEs with deterministic threat detection and automated incident response.

24/7 threat monitoring
Automated incident response
Employee security training
Cyber Essentials certification support
Business continuity planning

Pricing: £4,850 setup + £950 per month per 10 users

Security essentials

🚚 Supply Chain Optimisation

Deterministic logistics and procurement optimisation to reduce lead times, lower inventory costs and improve delivery performance.

Real-time stock level tracking
AI powered demand forecasting
Supplier performance analytics
Dynamic reorder automation
Logistics route optimisation

Pricing: £4,950 setup + £950 per month

Optimise Supply Chain

🤝 Customer Experience Automation

Automate and personalise customer journeys with deterministic workflows and integrated CRM intelligence.

Omnichannel support automation
Personalised marketing campaigns
Customer sentiment analysis
Automated feedback loops
CRM data synchronisation

Pricing: £5,200 setup + £890 permonth

Automate CX

🔧 UME SDK

Complete development kit with libraries, APIs and tools to embed UME models in applications and devices across multiple platforms.

C/C++, Rust, Python, JavaScript bindings
WebAssembly and mobile support
Real time and batch processing
Comprehensive documentation and examples
Community support and forums

Pricing: Free tier + £950 per month per developer

Developer documentation

☁️ UME Cloud APIs

RESTful and GraphQL APIs for integrating UME capabilities into web applications, mobile apps and microservices.

RESTful and GraphQL endpoints
Real time websocket connections
Auto scaling and load balancing
Comprehensive rate limiting
99.9% uptime SLA

Pricing: £0.09 per API call, volume discounts available

API Documentation

🎯 Model Training Platform

No-code/low-code platform for training custom UME models using your domain data with automatic optimization.

Drag & drop model builder
Automated hyperparameter tuning
Data preprocessing pipelines
Model validation & testing
One click deployment

Pricing: £900 per month + compute costs

Training Platform

🏢 Enterprise Support

Dedicated technical support, custom integrations and professional services for enterprise UME implementations.

Dedicated technical account manager
Custom integration development
Priority support & escalation
On site training & consulting
Architecture review &optimization

Pricing: From £9,000 per month, custom pricing available

Enterprise support

🧩 UME SDK & API Toolkit

Type-safe client libraries and REST/GraphQL APIs to embed UME capabilities in your apps, services and pipelines.

Official SDKs: JS/TS, Python, Go
REST & GraphQL endpoints
Signed webhooks + retries
OAuth2 & API key auth
Examples & Postman collection

Pricing: £0 starter (10k calls/month), then £0.08/call

View SDK & APIs

⚙️ CI/CD Integration & Observability Pack

Production-grade pipelines, testing harnesses and telemetry to ship UME features safely and monitor them at scale.

GitHub/GitLab/Bitbucket pipelines
Canary + feature flags setup
Load & chaos test harness
OpenTelemetry dashboards (Grafana)
SLA & SLO error budget policy

Pricing: From £6,500 setup + £750 per month

Integrate & monitor

🤝 Charity Operations Optimization

UME-driven logistical and financial modelling to maximize donor impact and ensure transparency for charities.

Donor to impact traceability
Operational cost reduction modelling
Automated grant compliance reporting
Volunteer scheduling and optimization
Real time funding impact dashboards

Pricing: Discounted NGO rates; pro bono options

Charity Solutions

⛪ Faith-Based Organization Management

Deterministic planning and community engagement systems for churches, mosques, temples and other faith institutions.

Member engagement tracking
Donation forecasting & reporting
Event & ceremony scheduling
Volunteer coordination tools
Community impact measurement

Pricing: Tiered subscription by congregation size

Faith Solutions

🛠️ Union & Association Member Services

Membership, dispute tracking and resource allocation systems for unions and professional associations.

Member dues tracking & automation
Collective bargaining simulation tools
Legal case & dispute tracking
Skill certification & training management
Automated policy change notifications

Pricing: Per member with volume discounts

Union & Association Solutions

📊 Non Profit Research & Advocacy Platforms

Advanced modelling, campaign optimization and stakeholder communication for advocacy and education orgs.

Impact measurement & forecasting
Campaign performance analytics
Stakeholder influence mapping
Automated grant tracking
Cross platform outreach integration

Pricing: Flexible packages; donor sponsorships

Non Profit Solutions

🏺 Cultural & Heritage Institution Digitization

Digital preservation and interactive engagement platforms for museums, archives and cultural centers.

High fidelity digital archiving
Interactive public access portals
Collection integrity verification
Virtual exhibition creation
Metadata & catalog automation

Pricing: Project grants & cultural funding support

Cultural Heritage Solutions

🎓 Educational Institution Operations

Deterministic scheduling, resource allocation and outcome forecasting for schools and universities.

Curriculum resource optimization
Faculty workload balancing
Student performance prediction
Facility usage optimization
Accreditation compliance tracking

Pricing: Annual licensing; per campus scaling

Education Solutions

📅 Production Scheduling Optimizer

Constraint aware finite scheduling to maximize throughput and OTIF.

Setup, changeover minimization
What if scenario planning
Bottleneck detection
Rush order orchestration
ERP & MES sync

Pricing: From £7,600 per month per plant

Optimize Schedule

🔎 Zero Defect Vision Inspection

Inline vision with deterministic thresholds to eliminate escapes.

High speed multi camera
Auto calibration workflows
Defect taxonomy & Pareto
Traceability to lot/serial
SPC integration

Pricing: £8,900 per month per line

Eliminate Defects

🏷️ Warehouse & Inventory Flow

Deterministic slotting, picking and replenishment for fewer stockouts.

ABC & XYZ segmentation
Cycle count optimization
Pick path optimization
Dock & staging flow
WMS connectors

Pricing: £6,950 per month per warehouse

Improve warehouse

🤝 Supplier Performance & PPV

Scorecards, risk and PPV optimization for resilient supply chains.

On-time & quality scoring
Risk signals & early warning
Should-cost & PPV tracking
Dual sourcing simulation
Compliance automation

Pricing: £4,600 per month

Elevate Suppliers

📈 OEE Real Time Cockpit

Availability, performance and quality with deterministic alarms.

Live downtime categorization
Setup & micro stop tracking
Performance loss analysis
First pass yield monitoring
Action playbooks

Pricing: £6,400 per month per site

Lift OEE

🧰 Maintenance Workorder Automation

Auto generate PMs & CMs from deterministic health scores and usage.

Usage PM intervals
Dynamic spares reservation
Technician dispatching
Failure mode libraries
Mobile workflows

Pricing: £6,250 per month + users

Automate maintenance

🌾 Precision Farming Platform

Deterministic crop monitoring, soil analysis and yield prediction with satellite and IoT sensor integration.

Real time soil nutrient mapping
Automated irrigation control
Pest & disease early warning
Harvest yield forecasting
Compatible with existing farm equipment

Pricing: £2,500 setup + £950 per month

Farming Solutions

🐄 Livestock Health Management

Animal welfare monitoring, disease detection and breeding optimization powered by UME predictive models.

Wearable health sensors
Automated feeding optimization
Reproductive cycle tracking
Disease outbreak prevention
Regulatory compliance reports

Pricing: £1,800 setup + £950 per month per 50 animals

Livestock Solutions

🏡 Smart Greenhouse Automation

AI driven climate, lighting and irrigation control for year round crop production.

24/7 environment monitoring
Automated shading and lighting
Water and nutrient optimization
Yield prediction analytics
Remote control via mobile app

Pricing: £5,000 setup + £900 per month

Greenhouse Solutions

📦 Supply Chain Traceability

Farm to fork tracking with blockchain backed transparency for compliance and consumer trust.

Batch level product history
Blockchain certification
Export compliance automation
Recall management
Consumer QR code access

Pricing: £9,000 setup + £300 per month

Traceability Solutions

🤖 Agricultural Robotics

Autonomous tractors, drones and harvesters for large agricultural efficiency.

Automated field navigation
Precision planting
Drone crop spraying
Harvest automation
Remote operation and monitoring

Pricing: From £40,000 (equipment) + £1500 per month

Robotics Solutions

🌦️ Climate Risk Analytics

Predictive modelling of weather patterns and climate events for long term agricultural planning.

Seasonal forecast integration
Crop impact modelling
Insurance premium optimisation
Disaster recovery planning
Government subsidy alignment

Pricing: £9,500 per year per farm

Climate Planning

🛠️ Heavy Equipment Telemetry & Uptime

Deterministic monitoring for pumps, compressors, turbines and CNC assets to prevent failures.

Sub second anomaly detection
Remaining useful life (RUL) estimates
Parts wear modelling
Downtime root cause analytics
CMMS integration

Pricing: From £32,000 per month per site

Improve Uptime

⚡ Plant Energy Efficiency Suite

Optimize boilers, chillers, compressors and lines for 8 to 18% energy reduction.

Real time energy baseline
Peak demand shaving
Process setpoint optimization
Carbon & cost reporting
Utility bill validation

Pricing: £19,500 setup + £4,200 per month

Reduce energy

📦 Asset Lifecycle & Spares Optimizer

Deterministic planning for spares, overhauls and CAPEX to minimize unplanned downtime.

Critical spares coverage modelling
EOQ & reorder automation
Vendor lead time risk
Obsolescence forecasting
ERP & SAP connectors

Pricing: £9,900 per month per facility

Optimize lifecycle

🦺 Industrial Safety & Compliance

Real time safety monitoring and digital permits with deterministic escalation.

LOTO & work at height workflows
Permit to work digitization
Incident trend analysis
ISO 45001 alignment
Compliance reporting

Pricing: From £6,750 per month

Safety Automation

✅ Predictive Quality for Process Lines

Minimize scrap with deterministic setpoint control and inline inspection.

Vision & sensor fusion
SPC with auto correction
Defect root cause mapping
Recipe optimization
Full genealogy trace

Pricing: £9,500 per month per line

Improve Quality

🌐 Remote Edge Control & Monitoring

Secure edge agents with deterministic failover for distributed industrial sites.

Air-gapped options
OPC UA & MQTT connectors
Policy control
Offline first buffering
Central fleet management

Pricing: From £4,800 per month per site

Deploy Edge

🏭 Industrial UME Platform

Complete deterministic optimization for manufacturing and process industries with measurable efficiency gains and ROI tracking.

Downtime reduction up to 38% in 120 days
OEE improvements with real-time monitoring
SAP & OPC UA connectors included
Edge and cloud deployment options
Regulatory compliance built in

Pricing: From £35,000 per month for starter deployment

Explore platform

🔒 Enterprise Security Suite

Deterministic threat detection and response with traceable decision logic for enterprise-grade security and audit compliance.

Zero-trust architecture implementation
CSPM & XDR integration
Real time threat correlation
Compliance automation (SOC2, ISO27001)
Multi cloud and hybrid support

Pricing: From £155,000 per month for enterprise deployment

Security solutions

⚖️ Governance & Compliance

Automated compliance monitoring and reporting with deterministic audit trails for GDPR, SOC2, ISO27001 and sector regulations.

GDPR Article 30 record automation
Data subject request processing
Risk assessment and DPIA generation
Breach notification workflows
Multi jurisdiction compliance support

Pricing: From £18,000 per month per jurisdiction

Compliance automation

💰 Financial Risk Modeling

Deterministic financial risk assessment and derivatives pricing using UME for unprecedented accuracy in volatile markets.

Real-time portfolio risk assessment
Derivatives pricing with bounded error
Stress testing and scenario analysis
Basel III & CCAR compliance
High frequency trading optimization

Pricing: From £380,000 per month for institutional deployment

Financial Solutions

🏗️ Critical Infrastructure Monitoring

Deterministic oversight for power, water and transport to prevent downtime and catastrophic failures.

24/7 anomaly detection (sub-second)
Predictive maintenance for high-value assets
Cyber physical security integration
Multi site centralised control
NERC CIP & ISO 55000 alignment

Pricing: From £65,000 per month (multi site)

Infrastructure protection

🧬 Precision Biomanufacturing Control

UME control loops for pharma & biotech production consistent yield and full regulatory traceability.

Nanosecond environment monitoring
Automated batch records (FDA/EMA)
AI guided cell culture optimisation
Deviation detection & corrective triggers
End to end GMP compliance

Pricing: From £210,000 per line per month

Biotech Manufacturing

🏛️ Public Sector Compliance

Comprehensive compliance and governance automation for public sector organizations with full audit trails and transparency.

Policy impact modeling and simulation
Regulatory compliance automation
Public consultation analysis
Freedom of Information (FOI) processing
Democratic decision audit trails

Pricing: Contact for public sector pricing

Government Solutions

🔐 Defense & Security

Classified and sensitive environment deployments with deterministic threat assessment and operational security.

Air gapped deployment options
ITAR & EAR compliance
Threat intelligence analysis
Critical infrastructure protection
Multi level security clearance support

Pricing: Security cleared personnel required

Defense Capabilities

🏙️ Smart City Infrastructure

Integrated city management systems using UME for traffic optimization, energy management and citizen services.

Traffic flow optimization
Energy grid management
Waste management optimization
Emergency response coordination
Citizen service automation

Pricing: EU Project funding available

Smart City Solutions

🏥 Healthcare Systems

NHS compatible healthcare optimization with patient flow modeling, resource allocation and clinical decision support.

Patient flow optimization
Resource allocation modeling
Clinical decision support
Epidemic modeling and response
NHS integration and compliance

Pricing: NHS framework pricing available

Healthcare Solutions

🏭 Advanced Manufacturing Automation

Deterministic control systems enabling zero defect output, predictive QA and energy efficient operations.

Real time process optimization
Predictive maintenance scheduling
Zero defect quality assurance
Multi line synchronization
Energy consumption reduction

Pricing: Custom per facility, ROI typically < 12 months

Industrial Automation Solutions

💹 High Frequency Financial Systems

Deterministic, ultra low latency trading and settlement systems built on UME to maximise throughput.

Sub microsecond trade execution
Deterministic risk modelling
Real time compliance auditing
Cross exchange synchronization
Multi asset scalability

Pricing: Licensing & transaction models available

Financial Systems Solutions

Proof in Production

−38% unplanned downtime Automotive assembly, 120 day pilot

+47% throughput efficiency Defence manufacturing deployment

99.97% system availability Energy grid telemetry monitoring

−23% balancing costs Renewables-heavy DNO operations

−34% regulatory capital Market risk with bounded error

92% faster stress tests Deterministic risk engines

+19% diagnostic accuracy Hospital imaging triage

−28% batch variability Pharma biologics process

+14% specific impulse window Aerospace engine tuning

−21% input costs Precision agriculture season

Stockouts decreased while working capital fell.
On shelf availability improved during high variance events without overtime spikes.

KPI: OSA +3.5 pp · inventory −11% · waste −9%

Retail Supply Chain Case

All metrics were independently verified by third party auditors.
Detailed reports and replay artefacts are available under NDA.

View All Case Studies Request a Demo

Strategic Partnerships & Alliances

RJV Technologies is in the process of establishing with leading universities, technology vendors, standards bodies and public institutions to advance UME research and deliver certified, production deployments across sectors.

🎓 Academic Research

Joint labs and sponsored projects focusing on mathematical foundations, materials, control and cyber physical systems.

Imperial College London for Advanced Materials
University of Cambridge for Quantum & Control
MIT for Industrial IoT & CPS
ETH Zürich for Energy & Sustainability
University of Oxford for Mathematical Methods

Academic Collaborations

🤝 Technology Integration

Certified integrations for cloud, edge and factory floor with performance profiles and support SLAs.

Microsoft Azure for Cloud & AI services
Siemens for Industrial automation & OT
SAP for ERP and manufacturing integration
NVIDIA for GPU acceleration & edge
Intel for Hardware optimization & IoT

Technology Partnerships

🏛️ Industry Standards

Participation in working groups to align UME with safety, security and interoperability standards.

IEEE SA for Methodologies & data models
ISO/IEC for International conformance
BSI Group for UK certification pathways
NIST for Cybersecurity alignment
European Commission for DSM initiatives

Standards Involvement

🏥 Public Sector & NGOs

Programmatic collaborations to modernise infrastructure, healthcare and civic services with transparent, auditable models.

NHS Trusts for Clinical pathways & ops
UK Local Authorities for Smart city pilots
Charities & NGOs for Impact modelling
National Grid partners for Grid analytics
Transport bodies for Network planning

Public Programmes

💡 Open Source & Community

Stewardship of tooling and reference implementations that help teams evaluate, adopt and extend UME safely.

Reference SDKs for Python, JS/TS, Rust
Example pipelines for Edge & cloud
Model validation suites for CI ready
Security baselines for IaC templates
Community forums & office hours

Community Resources

🧪 Safety & Assurance Labs

Independent testing and validation for functional safety, reliability and cybersecurity with reproducible artefacts.

Notified Bodies — CE & UKCA routes
Functional safety test houses
Cyber ranges — Red & blue validation
Reliability & HALT, HASS partners
Independent audit firms

Assurance Programmes

Certification & Compliance Partners

Lloyd’s Register

ISO/IEC 27001 certification & surveillance audits

NCSC

Cyber Essentials Plus assessment and renewal

AICPA

SOC 2 Type II reporting and controls testing

TÜV SÜD

Functional safety (IEC 61508/ISO 13849) validation

Become a Partner Download Partner Guide

Research, Patents & Publications

RJV Technologies runs a focused research programme into deterministic modelling and causally complete computation.
We publish peer-reviewed results, maintain a growing patent portfolio and collaborate with universities and standards bodies to advance theory and deployment practice.

Patent Portfolio

Foundational Patents

Core methods covering the Unified Model Equation (UME), its variational structure and information–curvature interactions that enable deterministic predictions with explicit bounds.

GB2598745: “Unified Model Equation for Deterministic System Prediction” (Pending)
US17/892,456: “Post Ontological Variational Methods” (Pending)
EP22168432: “Entropy Curvature Flux Tensor Computation” (Pending)
WO2024/GB001: “Transfinite Interaction Modelling System” (Pending)

Coverage includes governing equations, boundary/initial conditions derivation and runtime identifiability under instrumentation limits.

Application Patents

Domain inventions for manufacturing, security, finance and healthcare using UME as the computational backbone.

GB2601234: “Industrial Predictive Maintenance Using UME” (Pending)
US18/123,789: “Deterministic Threat Detection & Response” (Pending)
EP23187654: “Causal Financial Risk Assessment” (Pending)
WO2025/GB002: “Healthcare Decision Support System” (Pending)

Claims emphasise bounded error control, auditability and explainable state transitions for regulated environments.

Infrastructure & Energy Patents

Innovations enabling deterministic grid balancing, energy forecasting and structural integrity modelling for critical infrastructure.

GB2607845: “Deterministic Energy Load Prediction” (Pending)
US18/654,321: “Causal Grid Stability Control” (Pending)
EP24216543: “Structural Integrity Under Variable Load” (Pending)
WO2025/GB010: “Climate Resilient Infrastructure Modelling” (Pending)

Designed for civil, energy and industrial applications where failure prediction must be precise and legally defensible.

Transportation & Aerospace Patents

UME-driven control systems for aviation, maritime and autonomous vehicles ensuring deterministic navigation and safety compliance.

GB2612345: “Deterministic Air Traffic Conflict Resolution” (Pending)
US18/789,654: “Causal Autonomous Navigation” (Pending)
EP25187690: “Maritime Collision Avoidance Modelling” (Pending)
WO2025/GB020: “Orbital Maneuver Prediction System” (Pending)

Eliminates probabilistic drift in navigation models, ensuring compliance with ICAO, IMO and spaceflight safety protocols.

Biotech & Healthcare Patents

Deterministic biological modelling for precision medicine, genomic data interpretation and disease progression forecasting.

GB2619876: “Causal Genomic Interaction Modelling” (Pending)
US19/123,456: “Deterministic Disease Progression Forecasting” (Pending)
EP25234567: “Biological System Stress Prediction” (Pending)
WO2025/GB030: “Causal Pharmacokinetic Modelling Platform” (Pending)

Enables fully personalised treatment modelling under strict regulatory and ethical compliance.

Cybersecurity & Digital Infrastructure Patents

Next-generation cyber defence systems using deterministic anomaly detection and causal threat modelling.

GB2623456: “Causal Zero-Day Exploit Detection” (Pending)
US19/654,321: “Deterministic Digital Forensics Engine” (Pending)
EP25345678: “Cross-Domain Threat Correlation Modelling” (Pending)
WO2025/GB040: “Critical Infrastructure Cyber Defence Platform” (Pending)

Provides state traceable, court admissible cyber incident reconstruction for enterprise and government security.

Recent Publications

Dark Matter and Dark Energy as Emergent Projections of the Unified Model Equation

April 3, 2025

Formal derivation showing apparent “dark” phenomena as coarse projections of information and curvature disequilibrium within UME’s variational geometry.

Citations: 47Impact Factor: 3.2Open Access: Yes

Unified Model Validation: Recursive Consistency Protocol for Empirical Verification

March 15, 2025

A test harness for structural truth checks, executable artefacts and dataset provenance to verify UME deployments end to end.

Citations: 23Impact Factor: 4.8Open Access: Yes

Industrial IoT Optimisation with Deterministic Causal Models: A Comparative Study

February 28, 2025

Deployment benchmarks across discrete and process manufacturing showing stability and cost benefits over statistical learners.

Citations: 34Impact Factor: 5.1Open Access: Yes

Cybersecurity via Deterministic Threat Modelling: Beyond Statistical Approaches

January 12, 2025

Causal attack-surface representations and runtime guarantees for detection and response.

Citations: 18Impact Factor: 4.2Open Access: Yes

Entropy–Curvature Budgets for Safe Control in Robotics

December 2, 2024

A bounded error control law derived from UME that preserves safety envelopes under disturbances.

Citations: 29Impact Factor: 5.2Open Access: Yes

Auditable Determinism for Financial Stress Testing

October 14, 2024

A reproducible pipeline for risk engines with parameter lineage and SLA-aware runtimes.

Citations: 31Impact Factor: 3.0Open Access: Yes

Open Science & Reproducibility

Artefacts & Datasets

We release synthetic and de-identified datasets aligned to UME benchmarks, with checksums, schema descriptors and licensing for academic and commercial evaluation.
Each artefact includes a manifest, expected metrics and tolerance bands for verification.

Browse Artefacts

Reproducible Pipelines

Containerised reference pipelines with pinned dependencies and golden tests enable byte-for-byte replays of published results.
CI templates ship with deterministic seeds, parameter lineage and exportable proofs for audit.

Run a Reference Pipeline

Research Impact

47 Published Papers Peer reviewed

70,000 Patents US, EU, UK jurisdictions

1,247 Total Citations Google Scholar h index: 28

15 Partners Active collaborations

Full Patent Portfolio All Publications Research Collaboration

Verification & Compliance

RJV Technologies operates under the highest standards of security, compliance and ethical business practices.
Our commitment to transparency, auditability and regulatory adherence ensures that every UME implementation meets global enterprise and government requirements.

Security Certifications

ISO 27001:2022

Information Security

Cyber Essentials Plus

UK Government Scheme

SOC 2 Type II

Security & Availability

GDPR Compliant

EU Data Protection

Industry Standards Compliance

🏭 Industrial Standards

IEC 62443 for Industrial cybersecurity
ISO 9001:2015 for Quality management
IEC 61508 for Functional safety
ISO 14001 for Environmental management
NIST Cybersecurity Framework

💰 Financial Standards

Basel III capital requirements
MiFID II transaction reporting
CCAR stress testing
PCI DSS Level 1
FCA regulatory compliance

🏥 Healthcare Standards

ISO 13485 for Medical devices
IEC 62304 for Medical device software
HIPAA compliance (US)
MDR 2017 & 745 (EU)
FDA 21 CFR Part 11

Audit & Transparency

🔍 External Audits

Lloyd’s Register: Annual ISO 27001 certification audit
PwC: SOC 2 Type II security and availability assessment
KPMG: Financial controls and risk management review
Deloitte: GDPR compliance and data protection audit
EY: Operational risk and business continuity assessment

📊 Transparency Reports

Security: Annual security posture and incident reporting
Privacy: GDPR Article 30 records and DPIAs
Availability: Monthly SLA performance and uptime metrics
Compliance: Quarterly regulatory compliance assessments
Ethics: Annual corporate responsibility reporting

🇬🇧 UK & EU Data Sovereignty

Data Locations

Primary: London, UK data centres
Backup: Frankfurt, Germany (EU)
No data stored outside UK/EU
Government Cloud (G Cloud) approved

Legal Framework

UK Data Protection Act 2018
EU GDPR Article 44 to 49 compliance
No international data transfers

Our commitment to ethical engineering, transparent methodologies and regulatory compliance ensures that every UME implementation meets the highest standards for auditability, data protection and operational integrity.
All compliance documentation and audit reports are available to authorized stakeholders.

Compliance Reports Security Policies Compliance Inquiry

Resources & Downloads

Access comprehensive documentation, whitepapers, technical specifications, reference architectures and implementation guides to accelerate your UME deployments from first prototype to audited production.

📚 Technical Documentation

Authoritative specs and guides with versioned examples and errata.

All Documentation

📄 Whitepapers & Research

Deep dives into theory, performance and deployment outcomes.

Download Whitepapers

🛠️ Tools & Calculators

Plan value, scope deployment and model performance up front.

Access tools

🧩 SDKs & Sample Projects

Type safe clients, quickstarts, and runnable end to end demos.

Developer Center

🏗️ Reference Architectures

Battle tested blueprints for regulated, scalable deployments.

Browse Architectures

⚖️ Compliance & Legal Packs

Templates and controls aligned with ISO, IEC, NIST and AI Act.

Compliance Hub

Training & Certification

🎓 Professional Certification

Role-aligned tracks with hands on labs and proctored exams.

UME Fundamentals: 2 day intensive (£3,200)
Industrial Implementation: 3 day workshop (£3,800)
Security Applications: 2 day course (£3,500)
Advanced Modeling: 5 day certification (£3,000)

View certification programs

🌐 Online Learning

Self paced content with guided projects and community support.

Free Webinar Series: Monthly UME fundamentals
Video Library: 50+ hours of technical content
Interactive Tutorials: Hands on UME modeling
Community Forum: Expert Q&A and discussions

Start Learning

🤝 Partner Enablement

Enablement kits for SIs, VARs and OEMs to build on UME.

Sales playbooks & discovery guides
Co marketing assets & battlecards
SE lab environments & demo scripts
Joint solution validation checklists

Partner Resources

🔍 Auditor & Regulator Track

Programs tailored to oversight roles with evidence packs.

Model governance and traceability walkthroughs
Safety case composition & verification artefacts
Controls mapping (ISO, IEC, NIST, AI Act)
Sample audit scripts & acceptance tests

Auditor Pathway

Release Notes & Support

📦 Releases & Roadmap

Track changes, deprecations and upcoming features.

View Latest Release

🧰 Support & SLAs

Enterprise-grade helpdesk with response and uptime commitments.

Get Support

Frequently Asked Questions

Common questions about the Unified Model Equation, implementation, pricing and technical requirements.

UME Fundamentals

What is the Unified Model Equation™?

The Unified Model Equation™ is a deterministic framework that replaces probabilistic approximations to deliver causally complete predictions across industrial and scientific systems.
Unlike machine learning models that produce correlations, UME provides mathematical certainty with traceable parameters.

How does UME differ from machine learning and AI?

UME provides deterministic, explainable predictions with traceable parameters and bounded error guarantees, unlike black box ML approaches that lack causal transparency.
UME models are interpretable, auditable and provide mathematical certainty rather than statistical probability.

What mathematical foundations does UME use?

UME is based on post-ontological geometry, formalizing emergence from Absolute Nothingness through variational identities over transfinite manifolds.
It uses Curvature Entropy Flux Tensors (CEFT), asymmetric entropy connections and transfinite interaction torsion tensors to model system behavior deterministically.

Can UME be integrated with existing machine learning systems?

Yes! UME can coexist with ML components, acting as a deterministic layer for safety, explainability or critical decision-making while ML handles perception tasks, data preprocessing or non critical predictions.
This hybrid approach maximizes both accuracy and interpretability.

Implementation & Technical

How fast can we see results from UME implementation?

Most SME pilots deliver measurable improvements within 6 to 8 weeks.
Enterprise rollouts depend on site count and integration scope, typically 3 to 6 months for full deployment.
Our phased approach ensures value delivery at each stage.

What are the technical requirements for UME deployment?

UME is designed for edge and cloud deployment.
Minimum requirements: 4GB RAM, 2 core CPU for edge devices.
Cloud deployments scale automatically.
We support Linux, Windows and embedded systems with C/C++, Python, Rust and JavaScript bindings.

Is data kept on-premises?

Yes! Edge first deployments keep data on-premises by default with optional secure sync to cloud regions under UK & EU sovereignty.
We support air gapped deployments for sensitive environments and comply with all data residency requirements.

What programming languages and platforms are supported?

UME SDK supports C/C++, Rust, Python, JavaScript and WebAssembly.
We provide REST and GraphQL APIs and integrate with popular platforms including AWS, Azure, GCP, SAP, Siemens MindSphere and industrial IoT frameworks.

Business & Pricing

What is the typical ROI for UME implementations?

ROI varies by application where Industrial clients typically see 3 to 7x ROI in year one through downtime reduction and efficiency gains.
Financial services achieve 2 to 5x ROI through improved risk modeling.
Use our ROI calculator for specific estimates based on your use case.

How is UME licensed and priced?

We offer flexible licensing: per device for edge deployments, per API call for cloud services and enterprise site licenses.
SME packages start at £1150 per month.
Enterprise pricing is customized based on scale and requirements.
Contact us for detailed pricing.

Do you offer proof of concept or pilot programs?

Yes! We offer 8 week pilot programs with fixed scope and guaranteed results.
Pilots include full implementation, training and success metrics.
If pilot targets aren’t met, we provide full refund.
Contact us to design a pilot for your specific use case.

What support and training do you provide?

We provide comprehensive support with technical documentation, video tutorials, certification programs, dedicated account management for enterprise clients and 24/7 support for critical deployments.
Training ranges from free webinars to 5 day expert certification courses.

Compliance & Security

What compliance standards does RJV Technologies meet?

We maintain ISO 27001, Cyber Essentials Plus, SOC 2 Type II and GDPR compliance.
Industrycertifications include IEC 62443 (industrial), Basel III (financial), HIPAA (healthcare) and defense security clearances for classified deployments.

How does UME ensure regulatory compliance for our industry?

UME’s deterministic nature provides complete audit trails and explainable decisions required by regulators.
We include industry compliance templates and automated reporting for GDPR, SOX, Basel III, FDA and other frameworks.

Can UME be used in classified or high security environments?

Yes! We support air gapped deployments, ITAR, EAR compliance and have security cleared personnel for defense and government contracts. All UME implementations can operate without external network connectivity when required.

Can’t find what you’re looking for?

Ask a Technical Question

Speak with a Principal Engineer

Ready to move from probabilistic guesses to deterministic guarantees?
Our principal engineers and UME specialists will map your requirements, outline a deployment plan and estimate ROI with concrete timelines.

Prefer to Schedule a Meeting?

Book a 30-minute discovery call with a principal engineer. We’ll review objectives, constraints and success criteria, then propose an implementation pathway with effort, milestones and verification steps.

Book a consultation Schedule a workshop

Typical availability: Mon to Fri, 09:00 to 18:00 (UK time). If you need a different slot, email us and we’ll accommodate.

Prefer to send a message or call?

Share your context and desired outcomes and we’ll respond within one business day with next steps, proposed timelines and options for a pilot or full rollout.

Open contact form Call +44(0) 7583-118-176

Response SLA: 1 business day (same day for critical incidents)
Engagement options: pilot (8 weeks), fixed scope PoC or enterprise rollout
Delivery: on prem, air gapped or cloud with UK & EU data residency

SOC 2 Type II
ISO 27001
Cyber Essentials Plus
NHS & IEC 62443 ready

For security discussions we can arrange a confidential session under NDA.

The next industrial revolution starts with the right equation.

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