The Governed AI Stack

From semantic foundation to enterprise deployment—a complete solution for trustworthy AI

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Orthogramic Metamodel

Semantic foundation for business intelligence

Open Source

A schema-first approach to representing enterprises, systems, and domains through structured, machine-readable models. The metamodel provides 24 interconnected domains organised into six logical clusters, enabling automation, validation, and integration across digital tools and platforms.

24 Business Domains
From Strategy to Finance, comprehensive coverage of enterprise concepts
JSON Schema Definitions
Machine-readable, validatable, and integration-ready
Cross-Domain Relationships
Structured links enabling traceability and impact analysis
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GSRE Engine

Governed Semantic Reasoning Engine

Patent Pending

A general-purpose, metamodel-governed reasoning system designed to produce auditable, accountable, and structurally coherent intelligence. The GSRE embeds governance directly into the reasoning lifecycle—not as an afterthought, but as a foundational principle.

Intent Formalisation
Capture and preserve what you actually want to achieve
Governed Reasoning
Every inference constrained, validated, and traceable
Complete Provenance
Full audit trail from source to output
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Enterprise Infrastructure

Production-ready deployment platform

Enterprise Ready

Cloud-native infrastructure designed for enterprise deployment with complete audit capabilities, compliance support, and deterministic execution guarantees. Built for organisations where AI decisions matter.

Complete Audit Trails
Every decision documented and retrievable
Compliance Support
Built for regulated industries and high-stakes environments
Deterministic Execution
Predictable, reproducible reasoning outcomes

Orthogramic Metamodel

24 interconnected domains providing canonical business representation

The Orthogramic Metamodel is open source (CC BY-SA 4.0), enabling ecosystem adoption while providing the semantic foundation that makes governed reasoning meaningful. You cannot enforce constraints you cannot specify—and you cannot specify constraints without a rigorous model of the domain.

Strategic Foundation
Strategy
Market
Customer
Stakeholder
Operational Architecture
Organisation
Process
Capability
Value Stream
Delivery Elements
Products
Services
Manufacturing
Channel
Governance & Compliance
Policy
Risk Management
Performance
Sustainability
Innovation & Transformation
Social Change
Initiatives
Innovation
Technology
Enablement & Resources
Information
People
Finance
Intelligence

What GSRE Delivers

Governed reasoning capabilities that make AI trustworthy for enterprise decisions

Intent Formalisation

Capture what you actually want to achieve before reasoning begins. Define your deal thesis, strategic questions, or compliance scope—and ensure the system stays aligned throughout.

Semantic Canonicalisation

Transform diverse inputs—CIMs, financials, contracts, market data—into structured metamodel representations that enable consistent, governed analysis.

Constraint-Bound Reasoning

Every inference operates within defined boundaries. Risk thresholds, regulatory requirements, investment criteria—all enforced during reasoning, not checked after.

Interactive Refinement

Clarification loops, assumption testing, sensitivity analysis. Iterate with the system until outputs meet your requirements—with full lineage preserved.

Output Compilation

Generate investment memos, strategy documents, compliance reports—institutional-quality deliverables with complete provenance trails built in.

Complete Provenance

Every claim traced to source documents. Every assumption made explicit. Every inference chain documented. Answer "where did this come from?" instantly.

Full Provenance by Default

Every output traces back to its sources through complete reasoning lineage

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Source Documents CIM page 47, Financial Model tab 3, Contract §4.2
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Extracted Facts Revenue: $12.4M, EBITDA: $2.1M, Customer concentration: 34%
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Governed Inference Concentration risk assessment applied; threshold exceeded
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Output Claim "High customer concentration presents material risk"

Instant Source Retrieval

Click any claim to see exactly where it came from. No more hunting through documents.

Assumption Transparency

Every assumption is explicit and adjustable. Change an input, trace the impact.

Audit-Ready Documentation

Complete reasoning chains ready for partner QA, investor review, or regulatory audit.

Reproducible Results

Same inputs, same constraints, same outputs. Deterministic reasoning you can rely on.

Built for High-Stakes Decisions

Governed reasoning for markets where AI outputs really matter

Business Brokers

Tier-one CIMs with full provenance. Transform client documents into institutional-quality memoranda.

Private Equity

IC-ready due diligence with complete evidence trails. Every claim sourced, every adjustment justified.

Search Funds

Institutional capability without institutional overhead. Due diligence you can defend to your investor pool.

Management Consulting

Partner-quality strategic analysis with complete audit trails. Show your work, automatically.

Regulatory Compliance

Obligation mapping with regulatory traceability. Gap analysis that links findings to source requirements.

Corporate Strategy

M&A integration, scenario planning, transformation roadmaps—with assumption lineage built in.

See Governed Reasoning in Action

Request a demo to see how the Orthogramic stack transforms your documents into trustworthy, auditable intelligence.