Flagship platform

JAQL Decision Fabric™

The Enterprise Decision Intelligence Platform. Helping banks, insurers, governments and global enterprises detect hidden relationships, anticipate emerging risks and optimize complex business decisions.

Beyond AI. Beyond Automation. Beyond Analytics.

The world's first Enterprise Behaviour Intelligence platform.

Most enterprise AI systems analyse data.

Most AI agents automate workflows.

Most dashboards report what has already happened.

JAQL Decision Fabric™ models how complex enterprises behave.

By understanding relationships across people, portfolios, assets, counterparties, suppliers, regulations, infrastructure and markets, JAQL Decision Fabric™ continuously learns how decisions propagate through an organisation — and recommends interventions before risks become financial, operational or regulatory events.

Instead of answering "What is likely to happen?", JAQL Decision Fabric™ answers: "What should we do next, why, and what enterprise-wide impact will that decision create?"
Enterprise Behaviour Model™

The architecture of enterprise behaviour.

Every layer feeds the next. Every layer is auditable. Every recommendation is explainable back to the source relationship.

  1. Enterprise Data
  2. Enterprise Knowledge Graph™
  3. Relationship Intelligence
  4. Enterprise Behaviour Engine™
  5. Decision Memory™
  6. Neurocognitive Feedback Learning™
  7. Topological Intelligence™
  8. Scenario Simulation
  9. Decision Intelligence
  10. Executive Recommendations
Traditional AI stops here

Analytics predict. Automation executes. Behaviour Intelligence decides.

A side-by-side view of how Traditional Enterprise AI and JAQL Decision Fabric™ approach the same enterprise problem.

Traditional Enterprise AI

  • Predicts outcomes
  • Automates repetitive tasks
  • Answers user prompts
  • Analyses historical datasets
  • Learns statistical patterns
  • Produces dashboards and reports
  • Limited organisational memory
  • Operates in disconnected systems

JAQL Decision Fabric™

  • Builds a living Enterprise Knowledge Graph™
  • Models enterprise behaviour over time
  • Learns from organisational decisions
  • Detects hidden relationship networks
  • Understands portfolio contagion
  • Simulates alternative futures
  • Preserves institutional memory with Decision Memory™
  • Improves via Neurocognitive Feedback Learning™
  • Finds unknown structures with Topological Intelligence™
  • Optimises interventions with the Quantum Optimization Engine™
Enterprise Behaviour Intelligence™

Every enterprise has behaviour. Every decision leaves a trace.

Enterprises are not collections of isolated systems. They are living networks of people, assets, suppliers, contracts, regulations, risks and decisions. JAQL Decision Fabric™ continuously models these relationships to understand how changes in one part of the enterprise influence every other part.

The result is a continuously evolving Enterprise Behaviour Model™ — an institutional asset that becomes more valuable with every decision your organisation makes.

Decision Memory™

Institutional memory that never leaves.

When experienced employees retire, teams change or organisations restructure, valuable decision knowledge is often lost. Decision Memory™ continuously captures enterprise decisions, approvals, overrides, committee outcomes and operational feedback.

Rather than simply storing data, JAQL Decision Fabric™ preserves organisational learning and continuously refines future recommendations.

The Decision Memory™ loop

  • Decision
  • Outcome
  • Learning
  • Knowledge Graph Update
  • Future Recommendation Improves

Why executives care

Attrition, restructures and generational change no longer reset your institutional judgement. Every credit committee, underwriting override, ops approval and outcome closes the loop back into the Enterprise Knowledge Graph™.

Governance by design

Every recommendation carries its evidence path. Every model update carries its human sign-off. The audit trail is the platform, not a report bolted on top.

Architecture

What is Decision Fabric?

One coherent stack — from raw enterprise systems to executive recommendations. Every layer is auditable. Every recommendation is explainable.

  1. Enterprise Systems
  2. Enterprise Knowledge Graph™
  3. GraphRAG Intelligence™
  4. Graph Neural Networks
  5. Spectral Graph Analytics™
  6. Topological Intelligence™ (TDA)
  7. Neurocognitive Feedback Learning™
  8. Decision Agents™ (Multi-Agent AI)
  9. Quantum Optimization Engine™
  10. Decision Intelligence
  11. Executive Recommendations
Platform capabilities

Twelve capabilities. One platform.

Hover any capability to expand. Each one is a branded module inside the JAQL Decision Fabric™ platform family.

Module

Enterprise Knowledge Graph™

One relationship model across people, assets, suppliers, portfolios, regulations, markets and operational ecosystems.

Module

GraphRAG Intelligence™

Retrieval-augmented reasoning over subgraphs — grounded, traceable answers for enterprise questions.

Module

Relationship Intelligence

Second- and third-order relationship discovery — sponsors, guarantors, beneficial owners, project chains.

Module

Topological Intelligence™ (TDA)

Reads the shape of enterprise data to surface hidden clusters, disconnected communities and emerging risks.

Module

Spectral Graph Analytics™

Quantum-inspired spectrum analysis of enterprise graphs — reveals collusion rings, drift and structural risk.

Module

Neurocognitive Feedback Learning™

Enterprise decision-learning loop: every expert review, override, approval and outcome sharpens the next recommendation.

Module

Decision Agents™

Multi-agent AI that plans, reasons over the graph, uses tools, and returns actions for human approval.

Module

Decision Intelligence

Explainable recommendations ranked by confidence, impact and evidence — with the reasoning path attached.

Module

Scenario Simulation

Stress-test portfolios and operations against macro, climate, credit and geopolitical scenarios.

Module

Portfolio Contagion Detection

Propagate risk signals along relationship edges to see where exposures cluster before losses compound.

Module

Human-in-the-Loop Learning

Every override, approval and committee outcome becomes training signal — governance by design.

Module

Quantum Optimization Engine™

Quantum-inspired optimization for capital allocation, portfolio rebalancing, supply routing and scheduling.

Why Decision Fabric wins

What JAQL Decision Fabric™ gives you that traditional AI cannot.

Traditional AI treats decisions as one-off predictions. Decision Fabric treats them as connected, explainable, continuously improving decisions inside the full context of your enterprise.

Traditional AI

  • Rows and columns
  • Isolated predictions
  • Black-box scores
  • Static after deployment
  • Misses hidden relationships

JAQL Decision Fabric™

  • Enterprise Knowledge Graph
  • Connected decisions
  • Explainable reasoning paths
  • Learns from every decision
  • Sees second- and third-order risk
Traditional AI can'tModel relationships across loans, sponsors, projects and suppliers in one view.
Traditional AI can'tExplain why a recommendation was made, with evidence back to source records.
Traditional AI can'tLearn from credit committees, underwriting overrides and operational outcomes over time.
Traditional AI can'tSurface hidden topological structures — collusion rings, drift, emerging communities — before they become losses.
Traditional AI can'tOptimize large combinatorial decisions across capital, liquidity, risk and operations together.
Traditional AI can'tRun sovereign, on-premise or air-gapped while keeping every decision auditable.
Neurocognitive Feedback Learning™

Learning From Every Enterprise Decision

JAQL Decision Fabric™ continuously captures expert decisions, overrides, approvals, committee outcomes and operational feedback — then feeds them back into the knowledge graph and models to refine future recommendations. Explainability, governance and continuous enterprise learning are built into the loop, not bolted on.

Neurocognitive Feedback Learning™ is an enterprise decision-learning capability. It has no dependency on EEG, biometrics or neuroscience hardware — it operates entirely on the enterprise decision record.

The learning cycle

  • Enterprise Decision
  • Expert Review
  • Outcome
  • Feedback
  • Knowledge Graph Update
  • Decision Intelligence Improves

Why it matters

Most AI platforms freeze at deployment. Decision Fabric™ gets sharper every week because every credit committee, underwriting override, ops approval and outcome closes the loop back into the graph.

Governance by design

Every recommendation carries its evidence path. Every model update carries its human sign-off. The audit trail is the platform, not a report bolted on top.

Topological Intelligence™

Finding Hidden Structures Before They Become Risks

Topological Data Analysis (TDA) reads the shape of high-dimensional enterprise data. It identifies hidden clusters, anomalies, disconnected communities and emerging systemic risks inside complex enterprise networks — the structures traditional statistics and BI dashboards cannot see.

Traditional Analytics

  • Traditional Analytics
  • Known Patterns

Topological Intelligence™

  • TDA
  • Unknown Structures
  • Emerging Risks
  • Decision Recommendations
Industries

Where JAQL Decision Fabric™ is deployed.

Construction Lending Commercial Real Estate Commercial Banking Infrastructure Finance Insurance Healthcare Government Supply Chain Cybersecurity Financial Crime Climate Risk ESG
Industry solution

Mortgage Lending Intelligence™

Enterprise Behaviour Intelligence, purpose-built for commercial mortgage lenders, construction lenders, commercial real estate investors and loan servicers.

New solution

Mortgage Lending Intelligence™

Purpose-built for commercial mortgage lenders, construction lenders, commercial real estate investors and loan servicers. Uses Enterprise Behaviour Intelligence™ to identify hidden portfolio contagion, contractor dependencies, refinancing exposure, covenant risk, construction delays and capital allocation opportunities — before they become financial events.

Commercial Banks Commercial Mortgage Servicers Private Credit Commercial Real Estate Infrastructure Finance Housing Finance NBFCs Government Infrastructure
Beachhead markets

Built for the world's most complex portfolios.

Where relationships, contagion and institutional judgement decide the outcome.

Vertical

Commercial Mortgage Servicing

Vertical

Construction Lending

Vertical

Commercial Real Estate

Vertical

Private Credit

Vertical

Infrastructure Finance

Vertical

Portfolio Surveillance

Vertical

Credit Risk

Vertical

Enterprise Risk

Vertical

Supply Chain Intelligence

Vertical

Financial Crime

A new enterprise software category

Creating a new enterprise software category.

  • Enterprise Resource Planning organised transactions.
  • Customer Relationship Management organised customers.
  • Knowledge Graphs organised relationships.
  • Large Language Models organised language.
  • JAQL Decision Fabric™ organises enterprise behaviour.

This is Enterprise Behaviour Intelligence™.

FDE-Delta™

Forward-Deployed Engineering, embedded alongside your team.

JAQL engineers work inside your enterprise — not from a support portal. Ten stages, one accountable team.

Discover

Map the decisions that matter, the data that feeds them, and the systems in the way.

Connect

Wire enterprise systems into the knowledge graph — inside your infrastructure.

Learn

Ingest expert decisions and outcomes so the platform starts from your institutional judgement.

Build

Compose Decision Agents™ for the specific decisions you want to sharpen.

Deploy

Ship inside your VPC, on-premise or air-gapped, with governance controls live from day one.

Simulate

Run scenarios and stress tests against the live graph.

Recommend

Explainable recommendations delivered where the decision is actually made.

Optimize

Quantum-inspired optimization tuned to capital, liquidity and operating constraints.

Operationalize

Handover with training, playbooks and continuous-learning loops in place.

Executive outcomes

What changes on the board dashboard.

OutcomeEarlier Risk Detection
OutcomePortfolio Resilience
OutcomeCapital Optimization
OutcomeOperational Intelligence
OutcomeContinuous Learning
OutcomeDecision Explainability
OutcomeReduced False Positives
OutcomeRegulatory Readiness
OutcomeExecutive Confidence
FAQ

Executive questions, answered.

What is Enterprise Behaviour Intelligence?

Enterprise Behaviour Intelligence is a new category of enterprise software that models how a complex organisation actually behaves — across people, portfolios, assets, counterparties, suppliers, regulations, infrastructure and markets. Instead of predicting isolated outcomes, it recommends the next best decision and the enterprise-wide impact of taking it. JAQL Decision Fabric™ is the first Enterprise Behaviour Intelligence platform.

How is Enterprise Behaviour Intelligence different from AI?

Traditional enterprise AI predicts outcomes from historical rows and columns. Enterprise Behaviour Intelligence models the living relationships between entities, learns from every organisational decision, preserves institutional memory and recommends interventions with enterprise-wide impact — not standalone predictions.

What is an Enterprise Behaviour Model™?

An Enterprise Behaviour Model™ is a continuously evolving representation of how an organisation behaves — the relationships, dependencies and decision patterns across people, assets, portfolios, suppliers, regulations and markets — that gets more valuable with every decision the enterprise makes.

What is Decision Memory™?

Decision Memory™ is the institutional-memory layer of JAQL Decision Fabric™. It continuously captures enterprise decisions, approvals, overrides, committee outcomes and operational feedback so organisational learning is preserved when people, teams or structures change — and future recommendations improve automatically.

What is Enterprise Decision Intelligence?

Enterprise Decision Intelligence is the discipline of turning fragmented enterprise data, human expertise and real-world outcomes into explainable, auditable recommendations that improve business decisions across risk, operations, finance and strategy.

How do Knowledge Graphs improve executive decision making?

Knowledge Graphs connect people, assets, suppliers, portfolios, regulations and markets into one relationship model. Executives make decisions against the full enterprise context rather than isolated records — exposing hidden dependencies, concentration risk and second-order exposure that row-and-column systems miss.

How does GraphRAG differ from traditional AI?

Traditional retrieval-augmented AI pulls flat text passages. GraphRAG Intelligence™ retrieves subgraphs — entities, relationships and provenance — so the model reasons over structured enterprise context and produces answers you can trace back to source facts.

What is Topological Data Analysis?

Topological Data Analysis (TDA) studies the shape of high-dimensional data. Inside JAQL Decision Fabric™ it is delivered as Topological Intelligence™ — surfacing hidden clusters, disconnected communities and emerging anomalies in enterprise networks that traditional statistics and dashboards cannot see.

How does Neurocognitive Feedback Learning™ improve AI?

Neurocognitive Feedback Learning™ is JAQL's branded enterprise decision-learning capability. The platform captures expert reviews, overrides, approvals, committee outcomes and operational results, then feeds them back into the knowledge graph and models so recommendations sharpen after every decision — with full governance and audit.

How does Graph AI detect portfolio contagion?

Graph AI propagates risk signals along relationship edges — sponsors, guarantors, suppliers, projects, geographies — so stress in one exposure becomes visible across every connected exposure before losses compound.

How can banks detect portfolio contagion?

Banks use JAQL Decision Fabric™ to model borrowers, sponsors, guarantors, projects, contractors and geographies as one connected graph. Contagion Detection propagates stress across the graph, exposing correlated exposure and concentration risk long before it appears in loss data.

How can commercial mortgage lenders improve construction loan surveillance?

Mortgage Lending Intelligence™ inside JAQL Decision Fabric™ models developers, sponsors, contractors, subcontractors, projects, covenants, refinancing pipelines and market conditions as one graph — flagging construction delays, contractor dependency risk, covenant breaches and refinancing exposure before they become loss events.

How can organisations preserve institutional knowledge?

Decision Memory™ captures every enterprise decision, override, approval and outcome as first-class data on the knowledge graph. When experienced people leave or teams restructure, the organisation's decision knowledge stays inside the platform and continues to sharpen future recommendations.

How can AI recommend enterprise decisions instead of predictions?

By combining an Enterprise Knowledge Graph™, GraphRAG Intelligence™, Topological Intelligence™, Neurocognitive Feedback Learning™, Decision Agents™ and the Quantum Optimization Engine™, JAQL Decision Fabric™ moves beyond predicting what is likely to recommending what should we do next, why, and what enterprise-wide impact it will create.

How can Quantum-Inspired Optimization improve enterprise decisions?

The Quantum Optimization Engine™ solves large combinatorial problems — capital allocation, portfolio rebalancing, supply routing, workforce scheduling — faster and closer to optimal than classical heuristics, on classical infrastructure.

How can banks use Decision Intelligence?

Banks use JAQL Decision Fabric™ to detect problem loans earlier, model portfolio contagion, optimize capital and liquidity, screen financial crime with fewer false positives, and produce explainable evidence trails for regulators.

Ready to see JAQL Decision Fabric™ on your data?

Executive briefings and live demonstrations, run by the founding team.

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