Build Notes · 4 min read
How We Think About Human-in-the-Loop Systems
AI should not be fully autonomous in an SMB revenue system. It should not be fully manual either. The framework we use defines three modes: act, propose, ask.
The three modes
- Act — high-confidence, low-risk, fully reversible. AI executes.
- Propose — medium-confidence or higher-impact. AI drafts, human approves.
- Ask — low-confidence or customer-sensitive. AI escalates to human before any action.
Why this framework matters
Without it, AI either over-acts (and embarrasses the brand) or under-acts (and adds no leverage). The mode matrix is what makes AI safe to run in a real revenue system.
What usually breaks without it
- AI sends messages it should have queued for review
- AI queues messages it should have just sent
- Operator loses trust in the system and switches it off
The HD² Labs lens
Every workflow we build maps every step to one of the three modes, on purpose. If this resonates, the Free AI Revenue Leak Audit will surface where this pattern is showing up in your business right now.