AI research
    Evidence checks
    Responsible AI
    Human review
    Comparison

    Legal AI vs General-Purpose AI

    Evaluate legal AI and general-purpose AI for your professional research workflow.

    Comparison
    Legal
    AI

    Cassandra Research editorial team

    AI research
    Evidence and limitations

    Research methodology: Check the cited research, model documentation and evaluation conditions before applying an AI technique to professional work.

    Updated: 8 March 2026

    Summary

    General-purpose AI tools like ChatGPT, Claude, and Gemini are impressive for casual use but carry unacceptable risks for professional legal work. Purpose-built legal AI systems — like Cassandra Research — use RAG architecture grounded in authoritative legal sources to deliver cited, verifiable analysis suitable for professional practice.

    Evaluation Checklist for Either Type of Tool

    CriterionWhat to Verify
    CitationsRead the actual judgment or legislation and confirm support for the answer
    JurisdictionCheck coverage, court hierarchy and the governing law
    CurrencyCheck amendments, subsequent treatment and the relevant date
    ConfidentialityRead the provider's current processing, retention and training terms
    WorkflowTest representative matters with a qualified supervising reviewer

    The Risk of General-Purpose AI in Legal Work

    Lawyers who rely on general-purpose AI risk citing fabricated cases, providing incorrect legal analysis, and breaching professional conduct obligations. Several high-profile cases have already involved lawyers submitting AI-hallucinated citations to courts.

    Frequently Asked Questions

    Can I use ChatGPT for legal research?

    ChatGPT and other AI tools may assist an initial research workflow, depending on configuration and source access. They can also invent or misread authorities. Independently check citations, jurisdiction and conclusions, and assess confidentiality before entering client material.

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