# kaal:claim:5541658-033

**Claim.** Integrating multimodal data from legal proceedings, combining text with audio and video such as courtroom transcripts, oral arguments, and visual cues, will make predictive analytics more robust by capturing richer case dynamics.

**Type.** predictive  **Support.** speculative

**Holds when.**

- future systems
- jurisdictions with diverse recorded data sources

**Source quote.**

> Future AI systems will analyze courtroom transcripts, oral arguments, and visual cues to provide richer insights into case dynamics.

**From.** Wulf A. Kaal, Morgan A. Gray, *The Evolving Role of Artificial Intelligence in Law* (2025), B. Integration of Multimodal Data, page 35

**Cite as.** Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658

**Verify.** sha256 of source PDF `e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20and%20Gray%20-%202025%20-%20The%20Evolving%20Role%20of%20Artificial%20Intelligence%20in%20Law.pdf

**Topics.** law-and-legal-systems

**Keywords.** multimodal-data, predictive-analytics, future-trends, courtroom-technology

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