For law firms adopting AI
The efficiency is real and worth having. Many of the failures you have read about, from invented citations to confidential information going where it should not, can be prevented with the right setup. Here is what to get right before you roll it out.
This is policy, not technology. The most common incident is a person pasting privileged or client material into a tool that was never cleared for it. Write one clear firm rule about what information may and may not go into AI, make it specific, and make sure everyone knows it. Confidentiality starts with a decision you publish, not a setting you hope holds.
A confident, wrong citation is the nightmare in the headlines. Anything AI produces that goes into real work needs a path back to a real, verifiable source that a human checks. If an output cannot be traced, it cannot be filed, quoted, or relied on.
AI drafts; a lawyer signs. Match the review to the stakes. Internal working material may need lighter review. A filing or client-facing document needs a real read by someone who owns the outcome. The tool never carries the responsibility.
The best first use is high-volume, low-stakes document work: first-draft summaries, intake, discovery triage, organizing what you already have. Prove the value where a mistake is cheap and fixable, not on the courtroom-facing edge.
Once your policy allows information into a tool, diligence the tool itself, technically and contractually. Price is not the dividing line; a paid tool configured badly is worse than a careful free one. For every AI service, know what it receives and what happens next: retention, whether your data trains the model, who can access it, what permissions apply, and how it is deleted. If you cannot answer those, it is not ready for client work.
Yes, with the right setup. The real risks, confidential data exposure and invented citations, come from how a tool is configured and used, not from AI itself. Decide what information is allowed into any tool, ground outputs in verifiable sources, and keep a lawyer accountable for anything that leaves the firm.
Never let an AI answer stand without a traceable source. Tie the system to your own documents and matter files rather than the open web, and require a human to verify every citation before it is filed, quoted, or relied on. If an output cannot be traced to a real source, it cannot be used.
Yes. The most common incident is someone pasting privileged or client material into a tool that was never cleared for it. Write one clear, specific firm rule about what information may and may not go into AI, and make sure everyone knows it, before anyone starts using a tool.
Start where a mistake is cheap and fixable: high-volume, low-stakes document work like first-draft summaries, intake, and discovery triage. Prove the value there before moving anywhere near courtroom-facing or client-facing output.
Code Particle has built software for regulated, high-stakes industries since 2008, foundation first. We do a free 30-minute AI-readiness call for firms: no pitch, just where your biggest risk is and the first workflow actually worth automating.
