The pipeline
Templates
New brands start from a template that pre-fills 14+ phases, rather than configuring the pipeline from scratch:
The workflow-narrow templates are useful when you want an agent that does exactly one job well,
rather than a general assistant.
What a template produces is an
AutomationConfig — the same declarative
contract the engine executes, so anything Studio can express is also editable
as JSON and reviewable in a pull request:
Studio and the control plane can disagree about which version is live —
Studio may show a draft the engine has not been given yet. Check the published
version before concluding that an edit had no effect; a change that looks
ignored is usually a change that was never published.
Context sources
The Context phase gathers from whichever sources you enable:Gather strategy
context_gather_strategy controls what happens when a source is slow or unavailable:
Review gate
The Review phase is the safety boundary between what the agent generated and what the customer actually receives. Configured actions include:review_timeout_secs bounds how long a decision can pend, and escalation_always_review
forces review on escalation paths regardless of other rules.
High-Value Actions
By default any action valued at $100 or more requires human approval before the engine executes it. This is configured per brand in the Review Gate phase.This threshold is the main lever between autonomy and control. Lower it while you build trust
in a new brand’s configuration, then raise it once the escalation and dispute rates look right.
Editing
The Studio editor supports:- List ↔ Graph view toggle (
?view=graphfor the visual editor) ⌘Kphase jumper⌘Ssave- Per-phase
?explainers - A pending-changes diff against the last saved config
Rollout
Workflow Studio is designed to be adopted in stages rather than switched on wholesale:- Operator-led private beta — operators drive, the pipeline shadows.
- Assisted onboarding — configuration with support.
- Self-serve production — the customer configures their own brands.
operator_shadow phase supports running the pipeline alongside a human without dispatching,
so you can compare what the agent would have done against what the operator did.
Related
Next steps
Configuration reference
Every AutomationConfig field, with the environment it runs in.
ResponseAutomationV2
The workflow a published config drives.
Control plane
Publishing and syncing configs across brands.
Website onboarding
Seeding a new brand’s rules from its own site.