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AI Document Intelligence Insights

How AI uncovers what documents are hiding — techniques, analysis methods, and best practices from the Hidden In Numbers team.

audit tools

Audit Trails and Anomaly Detection

For auditors, anomalies and missing references are the whole game. Here's how to surface them faster.

May 28, 2026 6 min
research tools

Using Document Analysis in Research Workflows

How researchers use automated signal detection to pressure-test papers, datasets, and literature reviews.

May 24, 2026 5 min
data quality

A Data-Quality Checklist for Reports

Before you ship that report, run it through these data-quality checks — most are automatable.

May 19, 2026 6 min
investigative analysis

Spotting Contradictions Without AI

You don't need a language model to catch conflicting claims. Rule-based logic plus subject matching goes a long way.

May 14, 2026 5 min
anomaly detection

Z-Score vs. IQR: Two Ways to Catch Outliers

The two workhorse methods for outlier detection, when each one wins, and why we run both.

May 8, 2026 7 min
document analysis

What Are Hidden Signals in Documents?

Hidden signals are the patterns humans skim past — contradictions, outliers, and missing references. Here's how to find them systematically.

May 2, 2026 6 min

Topics We Cover

AI Document AnalysisDocument QualityGrammar & WritingSemantic Anomaly DetectionResearch AnalysisReference ValidationConsistency CheckingDocument HealthReadabilityBusiness DocumentsReports & AuditsRisk Signals

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