AI Report Validation

The Illusion of Intelligence

AI Report Validation: Independent Verification of AI-Generated Research

AI-generated research is now routinely used to inform key business decisions, including investments, partnerships, litigation and go-to-market strategies. These reports often present well-structured narratives with apparent sourcing and analytical depth. In our experience validating these reports for clients by parsing the allegations and findings presented, we have found the work product can be unreliable in ways that matter—and that are not always apparent.

Explore Investigations, Diligence and Compliance

Investigations, Diligence and Compliance

Corporate Compliance and Business Ethics Advisory

The Challenge

AI constructs narratives from whatever information it can access and it presents those narratives with unerring confidence, sometimes with no dependable relationship to accuracy or completeness. Worse yet, AI tends to show bias in favor of what the prompter wants to hear.

Fact-checking alone is insufficient to address this problem. Kroll’s AI Report Validation practice centers experienced investigators who can deconstruct AI-generated narratives, test their claims against professional-grade sources, and determine what was fabricated, distorted, or omitted entirely.

Kroll conducts original research to fill gaps and deliver a complete intelligence picture that clients can rely on to make high-impact decisions.

Why Kroll

Investigative specialists who can deconstruct AI-generated narratives and isolate material claims.
Access to professional-grade sources, including litigation records, regulatory filings, corporate registries, deep media archives, social media forensics, breach records, and human intelligence.
Independent verification that distinguishes corroborated facts from assumptions, gaps and distortions.
Risk calibration aligned to the client’s decision context, not an AI model’s narrative confidence.
Clear deliverables: what holds up, what does not, what is missing and what it means.

How We Validate AI-Generated Intelligence

Expert validation of AI-generated research for high-impact decisions

How We Engage

Full Report Validation

End-to-end deconstruction of a complete AI-generated report, providing fact-based analysis of material claims.

Targeted Allegation Review

Faster verification of specific high-risk claims your team has flagged to serve immediate business needs.

What We Find

Recurring failures in AI-generated reports

These are the patterns Kroll has repeatedly observed in AI-generated research.

Narrative Fabrication

Constructs narratives that confirm the hypothesis it believes you are looking for, rather than following the evidence – i.e. inductive rather than deductive reasoning.
Connects names, entities and events to manufacture patterns of behavior that do not exist — i.e. treating coincidence as correlation.
Invents or overstates relationships between subjects based on surface-level name matches or loose associations.

Lack of Nuance and Context

Builds false significance out of erroneously interpreted information, such as over-indexing on common business practices.
Struggles with temporal context, such as citing information irrelevant to the issue’s timeframe.
Fails to prioritize findings based on a client’s specific risk context, burying critical issues in noise.

Evidentiary Gaps

Recycles the same limited data points across sections to simulate depth where none exists.
Has no access to professional-grade research databases — litigation records, deep media archives, corporate registries, regulatory filings, social media forensics — that form the foundation of credible investigative work.

Distorted Risk Calibration

Inflates minor issues into major red flags through repetition and framing.
Discards or minimizes serious, well-documented allegations when it cannot independently locate additional corroboration — even when the evidence is in the public record.

Connect with Us

Richard M. Plansky

Regional Managing Director, North AmericaInvestigations, Diligence and ComplianceNew York

Richard M. Plansky [email protected]+1 212 523 0590

Erin Porter

Associate Managing DirectorInvestigations, Diligence and CompliancePhiladelphia

[email protected]+1 215 568 8114

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Investigations, Diligence and Compliance

Kroll’s Investigations, Diligence and Compliance team helps our clients stay ahead of complex demands related to independent expert analysis, testimony, advice and intelligence in complex investigations, litigation and projects globally.

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