Scope and signal audit
Confirm goals, data sources, authority, and current system constraints.

SYSTEM TRACE / 01
The budget change is inside the approved threshold, the channel mix complies with policy, and historical performance clears the decision rule.
Media Ops Lead approved
ONE TRACE, THREE CAPABILITIES
Unify media, revenue, and conversion signals while preserving assumptions, contribution paths, and confidence.
Shapley paths · incrementality calibration · model historyExplore attributionTurn real approvals, roles, exceptions, and system handoffs into an executable control layer.
Role access · state machines · SLA · exception recoveryExplore workflow systemsLet agents plan, request approval, and complete work inside governed knowledge and tool boundaries.
Grounding · tool calls · human approval · audit logExplore enterprise agentsOPERATING MODEL
Attribution explains change, workflows govern change, and agents execute within authority. Every step preserves its inputs, owner, and outcome.
DELIVERY
Confirm goals, data sources, authority, and current system constraints.
Turn model outputs, approval rules, and ownership into verifiable states.
Connect live data in a bounded scope with validation and rollback.
Update models, policy thresholds, and workflows from execution outcomes.
TECHNICAL ASSESSMENT