About CoherentMarket
The world’s first evidence-based coherence analytics platform. Powered by the Enterprise Coherence methodology and governed by EC Institute.
Our Mission
To provide institutional decision-makers with the most transparent, evidence-based coherence intelligence for global markets — enabling regulators, exchanges, investors, and boards to understand structural alignment and systemic risk like never before.
Our Vision
To become the global standard for coherence analytics — trusted by regulators across every major financial market, embedded in exchanges worldwide, and licensed by leading data aggregators and institutional investors.
What Is CoherentMarket?
CoherentMarket is an institutional analytics platform that measures the structural coherence of public companies, sectors, and markets. Using the Enterprise Coherence methodology — a framework of 400 elements across 4 pillars — and powered by explainable AI, CoherentMarket provides coherence scores, indices, evidence libraries, and market-level insights.
400 Elements | 4 Pillars | 5 Indices | 3+ Markets
About EC Institute
The Independent Standards Body
EC Institute (Enterprise Coherence Institute) is the independent standards body that governs the Enterprise Coherence methodology. EC Institute is responsible for: Methodology design and oversight, Annual methodology review and updates, Academic validation partnerships, Publication of coherence standards and research.
Methodology Board
Independent oversight of the Enterprise Coherence framework
Advisory Board
Governance experts, academics, risk specialists, and market analysts
Annual Review
Public consultation, advisory board approval, published updates
The Enterprise Coherence Framework
Framework Overview
400 Elements
Evidence Model
Index Methodologies
AI & Explainability
Framework Overview
The Enterprise Coherence Framework is the foundation of all CoherentMarket analytics. It comprises 400 coherence elements structured across four pillars: Governance, Strategy, Operating Model, and Performance. Every company is assessed against all 400 elements using evidence extracted from public documents and validated by human QA reviewers.
400 Elements
The 400 coherence elements are structured predefined criteria that define what good governance, strategy, operating model, and performance coherence looks like for any publicly listed company. Each element has: A clear definition, Evidence extraction guidance, Scoring logic (present/partial/absent/contradicted), QA validation requirements.
Evidence Model
The Evidence Model defines how CoherentMarket extracts, classifies, and validates evidence: Step 1 — AI ingests public documents (annual reports, ESG reports, governance disclosures, regulatory filings, company websites). Step 2 — AI extracts text snippets for each coherence element. Step 3 — Evidence is classified and scored. Step 4 — Human QA reviewers validate every evidence item. Step 5 — Audit trail records every decision with reviewer identity and timestamp.
Index Methodologies
CMI: Weighted aggregate of all company ECI scores within a market, adjusted for sector representation. ECI: Pillar-weighted aggregate of 400 element scores for each company. ESG Coherence: Evidence-based assessment of ESG structural quality and disclosure consistency. Risk Coherence: Structural risk maturity scoring across 5 risk coherence dimensions. Leadership Coherence: Assessment of leadership alignment with strategic and operating model requirements.
AI & Explainability
CoherentMarket uses AI as an evidence extraction assistant — not as a black-box scorer. Every AI-generated evidence item includes: The source document reference, The exact extracted text, AI reasoning notes explaining relevance, QA validation status. This ensures full auditability and transparency for institutional clients.
Academic Validation
CoherentMarket collaborates with leading academic institutions to validate the Enterprise Coherence methodology. Validation studies focus on: Coherence → performance correlation, Coherence → risk reduction, Coherence → ESG maturity. Annual peer-reviewed papers published under ECInstitute.org.
University Partnerships
Published Studies
Annual Review
Regulatory Engagement
CoherentMarket provides coherence analytics aligned with governance and risk frameworks from global regulators. We engage with: CMA (Capital Markets Authority), SAMA (Saudi Arabian Monetary Authority), ESMA (European Securities and Markets Authority), SEC (Securities and Exchange Commission), GCC regulatory bodies.
CMA
SAMA
ESMA
SEC
GCC Regulators
Note: Regulator dashboards available for systemic risk monitoring. Contact us for institutional access.
Coherence Knowledge Center
Understand the foundations of coherence analytics
Coherence is the structural alignment between a company’s governance, strategy, operating model, and performance outcomes. High coherence indicates clarity, alignment, resilience, and long-term value creation. Low coherence signals fragility, misalignment, and elevated risk.
Markets rely on fragmented indicators: ESG scores, financial ratios, governance ratings. None measure structural alignment. CoherentMarket introduces a new category: Evidence-based coherence analytics for markets, sectors, and companies. Benefits for: Regulators (systemic fragility detection), Exchanges (issuer governance maturity), Investors (structural risk insights), Boards (alignment diagnostics), Analysts (evidence-based scoring).
ESG tells you what a company discloses. Coherence tells you how well the company is structurally aligned. ESG = disclosure-based; Coherence = evidence-based. ESG = thematic; Coherence = structural. ESG = external impact; Coherence = internal alignment.
CoherentMarket identifies risk through structural misalignment signals: Strategy-execution gaps, Governance inconsistencies, Operating model misalignment, Leadership fragmentation, ESG incoherence. The Risk Coherence Index provides a proprietary measure of structural risk maturity.
Coherence: Structural alignment across governance, strategy, operating model, and performance. Fragility: Indicators of misalignment that increase systemic risk. Evidence: Extracted text from public documents supporting each coherence element. Pillars: The four domains of Enterprise Coherence. Indices: CMI, ECI, ESG, Risk, Leadership. Structural Alignment: The degree to which organisational components reinforce each other.
Security & Data Protection
Data Sources
Annual reports, ESG reports, Governance disclosures, Regulatory filings, Company websites — all publicly available
Security Controls
Encrypted storage, Secure evidence pipelines, Role-based access, Audit trails, Multi-layer authentication
AI Transparency
Every AI evidence item includes source reference, reasoning notes, and QA validation status
Partner & Exchange Programs
Exchange Partnerships
Stock exchanges can license coherence indices, embed issuer dashboards, use analytics for governance compliance, and publish coherence-based market reports.
Institutional Partnerships
Governance institutes, Academic bodies, Research organisations, Data aggregators (Bloomberg, Refinitiv, FactSet)
Partnership Models
Index licensing, Joint research, Co-branded reports