The bolt-on AI problem in legal software
Most legal tools added an "AI" button to a product designed before AI existed. Matter-centric, verification-first design is a different animal.
There are two ways to put AI in a legal product. You can bolt a chat box onto software built for a pre-AI workflow, or you can design the workflow around AI from the start. They produce very different tools.
Bolt-on shows
A bolt-on feature tends to live in its own tab, disconnected from the matter, unaware of your documents, and unaccountable for its citations. It's a demo, not a workflow. You can feel the seam.
Matter-centric is the alternative
When the matter is the organizing principle, when research, drafting, and chronology all act on the same case and the same evidence, the AI stops being a feature and starts being the way the work gets done. Every output knows its context and carries its sources.
Verification is the tell
The clearest sign of native design is whether the tool can prove its answers. Bolt-on AI asserts; purpose-built legal AI cites. That difference is not cosmetic. It's the difference between a tool you demo and a tool you file with.