Narrative Divergence Assessment™ is a proprietary business risk assessment framework developed by Matthew Bertram to identify, quantify, and document how external artificial intelligence systems interpret, summarize, and reframe organizational disclosures, public statements, and authoritative information.
As AI systems increasingly act as intermediaries between organizations and their stakeholders, unmanaged divergence between official disclosures and AI-generated narratives can create reputational, regulatory, and financial exposure.
What Narrative Divergence Means
Narrative Divergence refers to the measurable gap between:
- Authoritative organizational information (e.g., official disclosures, SEC filings, investor communications, policy statements, and controlled communications), and
- External AI-generated narratives that influence how investors, customers, regulators, analysts, and counterparties understand the organization.
This divergence may manifest as inaccurate claims, omitted material context, outdated information, speculative interpretation presented as fact, or fabricated statements with no authoritative basis.
Business Risk Assessment Services
Matthew Bertram provides business risk assessment services using the Narrative Divergence Assessment™ framework to support leadership teams in understanding AI-mediated narrative exposure and its potential impact on stakeholder decisions, valuation, and disclosure obligations.
Assessment engagements may include:
- Identification of AI-mediated narrative risk affecting investor, customer, or regulatory decisions
- Quantification of divergence between AI-generated narratives and authoritative disclosures
- Evaluation of disclosure triggers and regulatory implications (including Regulation FD considerations)
- Documentation of risk implications across reputational, regulatory, and financial dimensions
- Advisory analysis to support governance, audit, risk management, and investor relations processes
These services are advisory in nature and do not constitute legal advice, accounting services, compliance certification, or investment recommendations.
Who This Is For
Narrative Divergence Assessment™ engagements are designed for organizations operating in high-stakes, disclosure-sensitive, or regulated environments, including:
- Public companies and investor-facing organizations subject to SEC disclosure requirements
- Energy, financial services, healthcare, and other regulated industries where narrative accuracy affects valuation and compliance
- Professional services firms where trust, credential accuracy, and reputational integrity affect business outcomes
- Executive leadership, CFOs, Heads of Investor Relations, General Counsel, Audit Committees, and enterprise risk management teams
How the Assessment Is Used
Outputs from a Narrative Divergence Assessment™ may be used to:
- Inform board-level risk discussions and governance decisions
- Support disclosure review, materiality evaluation, and audit-adjacent processes
- Provide documentation of AI-related narrative risk for regulatory and compliance frameworks
- Improve organizational awareness of external AI interpretation dynamics and information asymmetry
- Quantify potential cost-of-capital implications from AI-mediated investor misperception
- Evaluate Regulation FD compliance considerations related to AI-accessible information
Narrative Divergence Assessment™ is used to identify, analyze, and assess business risk associated with how external artificial intelligence systems interpret organizational disclosures and narratives.
About Matthew Bertram
Matthew Bertram is an independent advisor focused on AI-mediated decision risk, narrative interpretation, and enterprise governance. His work examines how artificial intelligence systems influence stakeholder decisions, capital markets interpretation, and disclosure dynamics beyond traditional search, media, and compliance frameworks.
Matthew holds AI certifications from IBM, Vanderbilt University, and Google, and is currently completing Harvard Business School Online’s AI Essentials program. He is CEO and co-founder of EWR Digital and contributes to Search Engine Journal on topics relating to AI systems and enterprise visibility.
Trademark Notice
Trademark Notice
Narrative Divergence Assessment™ is a trademark of Matthew Bertram /
EWR Digital and is used to identify proprietary business risk assessment
services relating to artificial intelligence interpretation of enterprise
disclosures and AI-mediated narrative risk.
Patent Pending.