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Large People ModelHuman Operating Architecture
Manual assessmentPlatformspercent

Manual handoff rate

The share of tool-to-tool connections that are manual rather than integrated.

Formula

Manual handoff rate

(manual handoffs / total workflow handoffs) * 100

Unit

percent

Direction

Lower is better

Cadence

Monthly for critical workflows.

Numerator

Manual handoffs

Denominator

Total handoffs in workflow

Worked Example

Claims workflow handoff review.

Total handoffs

46

Manual handoffs

19

Calculation

19 / 46 * 100

Result

41.3%

Interpretation

The workflow is heavily dependent on people bridging system gaps.

Recommended action

Automate or redesign the highest-volume manual handoffs.

Why it matters

This metric helps leaders see whether the platforms layer is healthy enough to support execution and AI readiness.

What it reveals

Where work slows, loses context, or becomes error-prone because humans bridge system gaps.

Manual assessment method

Review workflows and count where people copy, re-enter, reconcile, or manually move data between tools.

Lapemo calculation path

Supported by tool integration status and platform interfaces when workflow maps are populated.

Interpretation Bands

Healthy

0-10%

Low and manageable.

Watch

11-20%

Rising signal that should be reviewed.

Risk

21-35%

High enough to indicate structural friction.

Critical

>35%

Likely blocking execution or governance quality.

Required inputs

  • Workflow handoff map
  • Handoff type
  • System boundary
  • Owner

Data sources

  • Workflow map
  • Platform map
  • Process mining sample
  • Team interviews

Common pitfalls

  • Ignoring manual reconciliation
  • Counting every approval as a manual handoff

Recommended actions

  • Automate high-volume handoffs
  • Clarify handoff owners
  • Reduce duplicate entry

Measure Before You Scale

Measure the operating model before AI amplifies it.

Use the Metrics Library to understand what to diagnose, what to monitor, and where Lapemo can turn framework metrics into operating intelligence.