Illustrative example · All numbers and findings below are sample data.

shifuSAMPLE PROJECT / 7 DAYS

AI WORK OVERVIEW

Your week in view.

Most turns went into building and investigation.
Model metadata is available for 49 of 54 assistant messages.

7sessions observed
48human turns
2known models

Where your turns went

Building22
Investigation12
Verification9
Context5

Corrections: 0. Other / unclear: 0. Counts describe turns, not time. Purpose labels are interpretations.

Models you used

GPT-6.1 Sol31 messages
Claude Opus 4.718 messages
Model unavailable5 messages

Recorded assistant-message metadata. Model names aren’t inferred from the tool or writing style.

Elapsed response spans

TurnWorkElapsed
S2 · T4Add order validation2m 14s
S2 · T5Investigate retry behavior6m 08s
S3 · T2Review the changeUnavailable

Timing available for 35 of 48 turns. Elapsed spans include waiting. Overlapping sessions aren’t added into a total. Active work time is unavailable.

One thing to try next

Before your next build, write the constraints and the check that would prove the feature works. Keep that decision with the task.

A practical experiment, not a measured productivity diagnosis.

Bring relevant context into your next task.

Connect work you’re permitted to share.

Build with Shifu

Optional next step. No Shifu benefit has been measured in this example.