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Automate the Handoff

91
Friction signals addressed
6
Departments affected
0
Systems replaced
Small
Experiment size
High
Reversibility

The problem

Employees across six departments manually download, clean, and combine exports from systems that cannot exchange information directly.

Pattern: Manual Data & Reporting / 247 signals

The hypothesis

If we automate reconciliation of existing exports, employees can reduce repetitive manual work without replacing the underlying systems.

What we need

  • synthetic or approved sample data
  • one workflow owner
  • one technical partner
  • clearly defined success metric

What we do not need

  • system replacement
  • enterprise rollout
  • major procurement
  • organization-wide change

Success looks like

  • reduced manual processing time
  • fewer errors
  • acceptable security/privacy review
  • positive employee feedback

Stop conditions

  • unacceptable data risk
  • insufficient accuracy
  • workflow complexity outweighs benefit

Human decision required

Approving a prototype authorizes a small, reversible test with synthetic or approved sample data. It does not authorize production use, procurement, or access to live records.

Illustrative demonstration data