Guides

Verifying AI research

AI deep research tools compared (2026)

ChatGPT Deep Research, Perplexity, Gemini, and Elicit compared on the axis nobody measures: whether you can check the output. Published evidence, staged disagreements, and a method to run yourself.

Citation integrity and evidence terms, defined

Plain-language definitions of the terms that matter when you need to check AI-generated research — citation integrity, corroboration, hallucinated citations, source conflicts, provenance, and more.

How to verify AI research before client delivery

A practical, sourced verification checklist for professionals: catching hallucinated citations, misattribution, hedge inflation, and false corroboration before delivery.

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