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    Risk & Hallucination Rates

    Estimated error rates across legal tasks, highest for citation and jurisdiction work.

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    IllustrativeUpdated 2026-07-08

    AI Error & Hallucination Rates by Task

    Not all legal tasks carry the same AI risk. This analysis shows error rates across different task categories, highlighting where human oversight is most critical.

    Low Risk (≤3%)
    Medium Risk (3–6%)
    High Risk (>6%)

    Illustrative estimate - a directional figure for scenario framing, not a measured benchmark. Do not read these as measured per-vendor results.

    As a directional estimate, error and hallucination risk varies widely by task type rather than applying as a flat rate across legal AI use. Document summarization sits at the low end (1.8%), while tasks requiring precise sourcing or cross-jurisdictional reasoning score highest: litigation strategy at 8.5%, jurisdiction analysis at 7.3%, and case law citation at 6.2%. The pattern suggests risk concentrates where a model must anchor claims to specific external authorities rather than restate or synthesize provided text, reinforcing the case for citation-verification layers on higher-stakes research and drafting workflows.
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