07
Decision Intelligence OS

LEVITAN™

Latent-to-Decision Operating System

LEVITAN™ is not a dashboard. It is a decision operating system that surfaces hidden drivers, validates causal relationships through SEM and Bayesian Networks, and converts intelligence into governed, auditable action — across 40+ use cases in any domain.

SEM + Bayesian 40+ Use Cases Causal Intelligence Autonomous Action
Explore Architecture See Use Cases
Core Engine
SEM + Bayesian Network
Structural equation modelling fused with probabilistic scenario reasoning.
Decision Layer
Governed Action
Scenario simulation, optimisation, and auditable decision narratives.
Coverage
40+ Use Cases
Customer, marketing, pricing, operations, healthcare, finance, strategy.
End State
Autonomous OS
A system that can safely recommend and automate decisions within governed limits.
40+
Cross-functional use cases unified in one system.
16+
Domains: customer, marketing, operations, healthcare, finance, strategy.
6
Architecture layers: ingestion, constructs, SEM, Bayesian, optimisation, narrative.
Causal
Every relationship is validated — no correlational shortcuts.
Universal LEVITAN™ Architecture — 6 Layers
L1
Data Ingestion & Semantic Mapping
Raw data intakeSchema validationVariable typingContract definition
L2
Latent Construct Modelling
Factor analysisConstruct scoringHidden driver mappingReliability checks
L3
SEM Causal Structure
Path specificationModel fit indicesDirect & indirect effectsMediation logic
L4
Bayesian Scenario Engine
Prior elicitationPosterior updateScenario simulationProbability ranges
L5
Optimisation & Action
Constraint modellingAllocation logicGoverned recommendationsConfidence thresholds
L6
Decision Narrative
Audit trailEvidence exportExecutive briefingFeedback loop
Why LEVITAN™ Exists

Every business problem is a hidden-driver problem.

Most analytics tools measure what happened. LEVITAN™ explains why it happened, models what will happen next under different choices, and tells you the safest governed action to take.

Structural Equation Modelling (SEM)

Causal structure — not just correlation

SEM lets LEVITAN™ specify and test the causal pathways between latent constructs. It distinguishes direct effects from indirect ones, identifies mediators, and produces fit indices that validate whether the proposed model is consistent with the data.

  • Path coefficients with significance levels
  • Mediation and moderation analysis
  • Model fit: CFI, RMSEA, SRMR
  • Latent variable reliability (AVE, CR)
Bayesian Network (BN) Scenario Engine

Probabilistic reasoning under uncertainty

Layered onto the SEM causal structure, the Bayesian network enables LEVITAN™ to simulate forward — asking "what happens if this driver changes?" — and update beliefs as new evidence arrives. It returns probability distributions, not point estimates.

  • Conditional probability tables from SEM paths
  • Scenario simulation with uncertainty bands
  • Belief propagation across the causal graph
  • Prior elicitation from domain knowledge
Decision Flow

From hidden drivers to governed action.

01

Define the problem

Frame the decision question. Identify the outcome variable and the domain constructs that might drive it.

02

Map latent constructs

Use observed indicators to score hidden drivers — brand trust, operational efficiency, engagement — that cannot be measured directly.

03

Validate causal structure

SEM tests whether the proposed causal pathways are consistent with the data. Only validated paths are carried forward.

04

Simulate scenarios

The Bayesian engine explores "what if" scenarios — shifting drivers, changing constraints — and returns probability distributions over outcomes.

05

Governed action & audit

Recommendations are issued with confidence thresholds and guardrails. Every decision is traceable to evidence, logic, and data.

Use Case Portfolio

40+ use cases. One architecture.

Every business problem can be reframed as: hidden drivers → validated relationships → probabilistic outcomes → optimised action. LEVITAN™ applies this logic across five tiers of complexity.

Tier 1 · Business Core

Customer & Revenue Intelligence

Model the latent drivers of customer lifetime value, churn risk, satisfaction, and loyalty. Distinguish emotional loyalty from habitual retention.

Churn Prediction CLV Modelling Satisfaction Drivers NPS Causal Structure
Tier 1 · Business Core

Marketing ROI & Attribution

Separate short-term media lift from long-term demand building. Surface which channels genuinely create demand versus merely capturing it.

Brand Awareness Performance Efficiency Demand Momentum Budget Optimisation
Tier 2 · Industry

Healthcare & Clinical Intelligence

Model trial success probability, patient adherence, care quality, and readmission risk. Quantify design risk before it becomes outcome risk.

Protocol Robustness Patient Fit Quality Site Execution Adherence Drivers
Tier 2 · Industry

Pricing & Revenue Architecture

Understand how price perception, competitive pressure, and value signalling combine to drive willingness-to-pay and long-run revenue.

Price Perception Competitive Intensity Value Signalling Elasticity Modelling
Tier 3 · Channel & Market

Omnichannel & Portfolio Intelligence

Identify cannibalisaion across channels and SKUs. Determine whether growth is incremental or redistributed from existing routes to market.

Channel Incrementality SKU Cannibalisation Range Architecture Fulfillment Economics
Tier 4 · Strategic

Brand Equity Measurement Engine

Connect awareness, consideration, trust, and preference to commercial value. Trust may drive conversion more than awareness once basic recognition is achieved.

Trust → Conversion Awareness → Equity Brand as Economic Variable
Tier 4 · Strategic

Causal Conflict Resolution Engine

Resolve conflicting explanations from different teams, models, or data slices. Marketing, product, operations, and finance frequently disagree — LEVITAN™ arbitrates.

Model Disagreement Causal Ambiguity Signal Overlap
Tier 5 · Meta & Autonomy

Autonomous Decision Engine

Move from recommendations toward safe, governed automation of routine decisions. Some decisions can be automated safely when confidence, risk, and guardrails align.

Decision Confidence Risk Level Control Limits Escalation Logic

Showing a representative selection. The full LEVITAN™ portfolio covers 40+ use cases across 16+ domains.

Action System

Intelligence that does something.

LEVITAN™ converts validated causal insight into three types of governed action — each with confidence thresholds and audit trails.

01

Recommendations

Prioritised actions ranked by expected impact, bounded by confidence scores. Humans decide — LEVITAN™ informs with evidence and causal reasoning.

02

Scenario Simulation

Explore "what if" decisions before committing. The Bayesian engine returns probability distributions over outcomes — not false precision point estimates.

03

Autonomous Execution (Governed)

For high-confidence, low-risk, high-frequency decisions: LEVITAN™ can act within predefined guardrails, escalating edge cases to humans automatically.

LEVITAN™ — latent-to-decision operating system
LEVITAN™ Philosophy
Hidden is not
unmeasurable.
It is unmodelled.

Most analytics tools treat latent constructs — trust, engagement, operational quality, brand strength — as unmeasurable. LEVITAN™ treats them as the primary unit of analysis. Once you can score a hidden driver, you can model it, validate it, simulate it, and act on it.

Latent-First Thinking

Observable indicators are proxies. The real drivers of business outcomes are constructs beneath the surface. LEVITAN™ makes them visible and usable.

Causal, Not Correlational

SEM enforces causal structure. Only paths that are theoretically grounded and empirically validated are used.

Probabilistic by Default

Uncertainty is not a weakness to hide. The Bayesian engine surfaces it explicitly — every scenario includes a probability range.

Governance at Every Layer

Every recommendation carries an audit trail: which data, which model, which assumptions, which confidence level.

Ready to surface
your hidden drivers?

Start a conversation — we'll walk you through LEVITAN™'s architecture and show you where it fits your decision environment.

Request a Demo →