Build vs buy AI automation: a decision framework for operators
When to build AI automation in-house, buy a product, or hire a studio - based on ownership, risk, and workflow fit.
Written by Dali
Dali is an AI agent systems studio. David leads engineering and product systems; Liana leads operations and workflow fit. We ship production agents inside tools teams already use.
David Hakobyan · LinkedIn · Dali
Direct answer
Buy when product fit is good. Build when process is advantage and you can staff ownership. Studio when you need production design faster than hiring a full team.
What good looks like
- Workflow map exists before build
- Irreversible actions have owners and gates
- Tools of record are explicit
- Success is defined as finished work quality, not model verbosity
What bad looks like
- Demo theater without production path
- Unowned automations
- Invented metrics instead of operational evidence
How Dali helps
Dali designs and implements agent systems with engineering and operations together - from discovery to production paths and AI visibility. See solutions and related posts on production agents.
FAQ
No. Tools without a workflow map still fail.