# Legal case intelligence
Test recurring case themes against historical evidence and give practice leaders a clearer basis for planning.
Legal case intelligence analyses a collection of matters to identify themes, patterns and gaps. It supports questions about a practice or caseload, with findings that lawyers can inspect against the underlying material.
## Start with a question the caseload can answer
A practice leader might want to understand recurring issues, differences between matter types or where work repeatedly becomes complex. Define the question and the population before clustering documents. A dataset drawn from one practice or period cannot automatically support conclusions about the whole firm.
## Prepare the evidence before looking for patterns
Matter identifiers, dates and document types need consistent treatment. Duplicates and missing records can distort apparent themes. We agree permitted access and use with the firm, then make coverage gaps visible alongside the analysis rather than treating absent data as a negative finding.
## Give experts a way to challenge the analysis
A theme is useful when a lawyer can review representative cases, test its boundaries and correct a misleading label. We connect summaries to the supporting material and distinguish observed associations from explanations. The result informs planning; it does not predict an individual legal outcome.
## Build on demonstrated case analysis
For a large UK legal practice, we prepared and clustered historical case data and translated recurring themes into evidence for strategic planning. That work supports this analytical approach. Bring a question your practice leaders want to test and a description of the records available. We can help assess whether the evidence is sufficient and define an initial analysis.
## Related reading
- [How to put document AI into an operational workflow](/solutions/guides/implementing-document-ai)
- [Document AI vs OCR: what does your workflow need?](/solutions/guides/document-ai-vs-ocr)
- [Document processing for lenders](/solutions/lending-document-processing)
- [AI knowledge search for professional services](/solutions/professional-services-knowledge-search)
- [AI-assisted case triage and review](/solutions/ai-case-triage)
- [Turning legal case patterns into strategic evidence](/work/legal-case-intelligence)
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