Demand prediction

● Active v23

Owner: Maria Chen · Supply Chain VP · 7 people across 3 roles · open agent UI →

Overview Operate Failures Eval cases 128 Skills 9 Audit Triggers Integrations Permissions

Roles who can do what on this workflow

Reviewers

2 people · can approve proposals

Receive proposals in their inbox, can approve / reject / request changes. Approvals trigger gate runs and (if green) deploy.

Maria Chen

maria.chen@acme.example

primary

Ravi Anantharaman

ravi.a@acme.example

Observers

3 people · read-only access

Can view dashboards, traces, audit log, and lift charts. Cannot approve or modify. Useful for compliance, audit, and stakeholder visibility.

David Goldman

david.g@acme.example

CFO

Sarah Park

sarah.p@acme.example

Finance ops

Eli Whitfield

eli.w@acme.example

Compliance

Admins

2 people · manage roles + policy

Configure reviewers, observers, approval policy, triggers, integrations. Cannot bypass gate or audit chain — actions are logged.

Maria Chen

maria.chen@acme.example

owner

Devon Park

devon.p@acme.example

Approval policy when does a proposal need human review

Low severity Auto-approve if gate passes AND impact estimate < 1 pt lift AND no production-data dependencies Edit

Medium severity Require 1 reviewer approval. SLA: 24h. Escalate to admin if not actioned. Edit

High severity Require 2 reviewer approvals. SLA: 4h. Notify all reviewers immediately. Edit

Markdown alerts Skill change always requires human review (override on low severity). Workflow-specific override. Edit

Notifications how reviewers get notified of pending work

Email · per proposal

Each reviewer gets an email when a proposal lands in their inbox

Slack · #demand-prediction-reviews

Real-time channel post on every proposal · respects high-severity ping

Daily digest · 9am PT

Summary of pending proposals, average time-to-decision, and SLA breaches

PagerDuty · gate blocks only

Page on-call when a proposed change is blocked by the regression gate

Permissions are workflow-scoped. A reviewer on Demand prediction has no access to Customer support unless explicitly added there. All role changes are recorded in the audit chain.