Detected Gaps

Performance gaps identified from browser recordings and Slack signals. Route a top performer's workflow to help struggling team members improve.

Reply to support ticket

Performance gap detected

+100% slower
Best performer
ARAlex Rivera
Duration

2m

Steps

4

Needs improvement
PPPriya Patel
Duration

6m

Steps

7

Priya Patel takes 3.0x longer and uses 3 extra steps compared to Alex Rivera.

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Deploy to staging environment

Performance gap detected

+83% slower
Best performer
SCSarah Chen
Duration

2m 35s

Steps

5

Needs improvement
PPPriya Patel
Duration

8m

Steps

8

Priya Patel takes 3.1x longer and uses 3 extra steps compared to Sarah Chen.

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Process customer refund

Performance gap detected

+24% slower
Best performer
SCSarah Chen
Duration

3m

Steps

5

Needs improvement
PPPriya Patel
Duration

10m 8s

Steps

10

Priya Patel takes 3.4x longer and uses 5 extra steps compared to Sarah Chen.

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Create GitHub pull request

Performance gap detected

+2% slower
Best performer
SCSarah Chen
Duration

5m 20s

Steps

8

Needs improvement
MJMarcus Johnson
Duration

5m 30s

Steps

8

Marcus Johnson takes 1.0x longer and uses 0 fewer steps compared to Sarah Chen.

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How the Training Loop Works

1

Detect gap

System identifies performance gaps from browser recordings and Slack signals

2

Route best workflow

Top performer's recorded workflow is surfaced to the struggling team member

3

Monitor performance

System tracks post-intervention task execution and behavior changes

4

Compare before / after

Automated analysis of duration, steps, divergence, and error signals

5

Render verdict

Outcome classified: improved, regressed, or no change