Resources / Use cases
What can AI do for your business?
Twelve use cases that pay back inside a quarter. Each one assumes a small, focused crew and a real workflow — not a horizontal "AI platform" project.
Customer support
- Tier-1 triage and auto-drafted responses graded by a human
- Self-serve answer search over docs, tickets, and policies
- Sentiment + churn-risk scoring on inbound conversations
Sales & marketing
- Lead enrichment and ICP scoring from public signals
- Personalized outbound drafts grounded in CRM context
- Auto-generated meeting recaps with action items pushed to CRM
Operations & finance
- Invoice and document extraction into your ERP
- Forecasting on top of historical demand or revenue data
- Policy-aware procurement and vendor Q&A
Engineering & product
- Internal codebase search and onboarding copilots
- Test generation and PR review assistants
- Incident triage and on-call summaries from logs
How to pick yours
Score each candidate on three things: frequency (how often the workflow runs), variance (how much output quality varies today), and visibility (would the result show up on a dashboard the exec team already watches). High on all three = start there.
For the full playbook, read AI for business: a practical guide or the step-by-step how to use AI for your business.
See the crew for your use case
Pick a use case and get the crew shape and cost in minutes.
Launch a crewReal use cases, by function
Concrete examples of AI in production — who built it, what it cost, what it shipped.


