Use Cases
Every team has one person who is already good at AI. Here is what changes when what they work out reaches everyone else.
By Problem
An AI that knows your business
It knows nothing about your company.
Start your AI-native team
They open the AI and do not know what to ask.
Work with any AI tool and switch anytime
Everything your team builds is stuck inside one company's tool.
Teach your AIs as a team
AI work disappears when the laptop closes.
Use the skills your teammates saved
One person gets good at AI, nobody else does.
Learn from your teammates
Somebody already solved this, and you will never hear about it.
Deploy safe team apps with your AI
The AI can do it, and somebody still does it by hand.
Your AI tools get better
Brilliant about the world, blank about your company.
Measure your team's AI progress
Licenses bought, no idea what happened.
Visible AI work
AI working where nobody can see it.
What's your AI really worth?
Nobody can say what the AI budget produced.
Vibe-code
Vibe-code all you want. Now it has somewhere to live.
By Team
Sales
Your best rep already taught their AI half your playbook.
Marketing
One person's AI writes a great campaign report. Once.
Product
Everyone's AI knows a different version of how you work.
Design
The brief your AI nailed last month, gone with the chat.
HR
Every onboarding gets rebuilt by whoever happens to be doing it.
Finance
The close model that only runs on one analyst's laptop.
Operations
The process works, as long as the person who built it is at their desk.
Legal
The contract checklist one person keeps refining, alone.
Healthcare
Careful work, done once, that nobody else can repeat.
By Role
Head of AI
Asked how it is going, and all you have is a story.
AI Enablement
Your engineers are great at AI. The rest of the company isn't.
AI Champions
No budget, no mandate, and you are doing it anyway.
CTOs
Every team picked a different AI tool and nobody told you.
Founders
You're the one who's good at AI. That doesn't scale.
HR
Measure it wrong and people stop telling you anything true.
CFOs
Every AI number you have been shown was somebody's estimate.
COOs
The pilot worked. Nine months later it is still a pilot.
CSOs
You cannot say which work rests on one person.
CIOs
Nobody can tell you what the inventory is missing.
By Company Type
