Every judge profile on CaliforniaCourtIntel includes an AI-generated narrative describing the judge's courtroom style, ruling tendencies, and procedural preferences. Here is exactly how that narrative is created.
Data inputs. The narrative AI reads three categories of input: (1) Tentative ruling text — for judges where court data is available, the AI ingests the full text of all available tentative rulings. It identifies recurring language patterns, the depth of reasoning provided, and the factors the judge emphasizes in deciding motions. (2) Attorney observations — practitioner-submitted notes that have passed AI moderation are included as qualitative data. The AI synthesizes recurring themes across multiple observations rather than reproducing any single observer's words. (3) Structured statistics — grant rates, ruling frequency, and appointment metadata provide quantitative context that shapes the narrative.
How the AI writes the narrative. A large language model processes all three input types simultaneously and generates a first-draft narrative. The model is instructed to: write in plain English accessible to any attorney, stick to patterns supported by multiple data points rather than extrapolating from single events, flag uncertainty explicitly when data is limited, and avoid language that could be interpreted as defamatory or legally problematic.
Editorial review. Narratives for judges with 50+ data points go through an automated quality check before publication. Narratives for high-profile judges or judges who have triggered accuracy flags from users are reviewed by a member of CaliforniaCourtIntel's research team before publishing.
Refresh schedule. Narratives are regenerated each time a meaningful new data point is added — typically when 5 or more new tentative rulings are ingested, or when 3 or more new attorney observations are approved. The last updated timestamp on the profile reflects the most recent narrative regeneration.
Limitations. Narratives cannot capture sealed proceedings, judicial behavior outside public tentative rulings, or personality factors that attorneys observe in person. They reflect statistical patterns in available public data, not a holistic assessment of a judge's character or jurisprudence. Use narratives as a starting point for preparation, not as a complete picture.