Legal AI tools, compared
Where legal AI tools land
on reliability and rollout.
Every legal AI and automation tool trades reliability against how fast and easily it rolls out. AI assistants are easy but not workflow-grade. RPA is brittle. Firmwide AI platforms are reliable but slow to adopt. Caddi is the one tool that’s both reliable in production and fast to set up. Hover any tool to see why it lands where it does.
HigherProduction reliability Lower
Reliable.
Slow to roll out.
HarveyAI-grade, so not brittle. But getting reliable output means firmwide adoption and shared prompting habits across attorneys — that takes time.CoCounselSolid AI research, but the value depends on every attorney changing how they work. Rollout is change management, not a switch you flip.LegoraCapable AI workspace, yet reliability hinges on firmwide templates and best practices. Adoption is gradual, so time-to-value is long.
Reliable and
easy to set up.
CaddiCaddi watches how the work is already done, learns the steps, and fills in the blanks — then runs automatically, the same way, forever. No tool-language to learn, no firmwide change project. Fast to roll out, reliable in production, and every run is auditable.
Brittle.
Hard to maintain.
UiPathPowerful RPA, but you build against brittle UI selectors. One layout change and the bot breaks — sometimes silently. Maintenance never ends.ServiceNowEnterprise-grade, but every workflow is configured in its own language and GUI. Deeply technical, and slow to change once it's live.ZapierFast to wire a happy path, but edge cases slip through and Zaps fail quietly. Not built to run a regulated workflow the same way forever.Custom RPABespoke scripts pointed at changing UIs. Brittle by construction, expensive to maintain, and prone to silent failure on the edge cases.
Easy.
Not workflow-grade.
Microsoft CopilotNatural language, easy to start. But it assists in the moment — it doesn't own a workflow end to end, and won't run reliably on its own.ChatGPTEasiest to talk to, but every run is a fresh conversation. Great for drafting, not for a workflow that must execute the same way every time.ClaudeStrong general assistant in plain language. Still you-in-the-loop, prompt by prompt — not an unattended, auditable production workflow.
See where your workflows land.
Caddi learns a workflow by watching it done once, then runs it the same way every time — auditable on every run. See it on your own legal workflows in a 30-minute walkthrough.