AI may help legal professionals search documents, organise records, summarise material, and prepare routine drafts. It must not be treated as a judge, a substitute for legal advice, or an authority on what the law says.

Law books and a legal workspace
Keep sources attached to AI-assisted research and drafts; a lawyer remains responsible for verifying the law and making decisions.

Uganda's Office of the Auditor General reported 190,793 pending court cases and 46,181 backlog cases in its FY2024/25 justice-sector reporting. Those figures describe a substantial administrative challenge; they do not prove that AI would resolve cases faster or that a prediction model can determine case outcomes fairly.

Support Research Without Inventing Authority

A legal research assistant should retrieve the actual statute, regulation, judgment, or procedural rule behind each answer. It should provide pinpoint references, identify jurisdiction and date, and make it easy for a lawyer to open the source. A generated citation that cannot be verified must be treated as an error, not as a plausible answer.

Use AI for Bounded Administrative Work

Potentially useful tasks include document classification, chronology extraction, duplicate detection, search across authorised case files, and first drafts of standard administrative text. Human review remains necessary, especially where a document affects rights, deadlines, evidence, or a person's liberty.

Protect Confidentiality and Procedural Fairness

Legal files can contain highly sensitive personal, financial, health, and security information. Systems need strict access control, data minimisation, encryption, retention rules, audit logs, and safeguards against sending confidential material to an unapproved external service. Parties must not be disadvantaged because an automated system is opaque or inaccessible.

Do Not Automate Judicial Decisions

Outcome prediction can reproduce historical bias, conceal uncertainty, and encourage people to treat a probability as a legal conclusion. It should not determine bail, sentence, credibility, case priority, or entitlement to legal aid. Any decision-support pilot needs independent legal, technical, and human-rights review.

Measure the Administrative Benefit

Evaluate retrieval accuracy, citation validity, staff workload, processing time, error rates, accessibility, and complaints. Compare the tool with the existing process and publish limitations. The objective is to help qualified people work with better information while keeping responsibility visible.

For courts and legal practitioners, trustworthy assistance is more valuable than confident automation.

Sources and further reading