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Prototype Metrics & Hypothesis

Measuring the product impact of cause-specific try-on recovery

📊 Dataset: Illustrative Target Model & Live Telemetry

Product Hypothesis — Target Outcomes to Validate

Target Outcomes to Validate

When virtual try-on generation fails, providing cause-specific diagnosis and actionable recovery choices leads to higher user re-engagement and successful try-ons compared to generic "Try Again" retries.

DimensionControl Baseline (Generic Retry)Variant Target (Diagnosed Recovery)
User Re-engagement (2nd Try)Target Baseline: ~45%Target Goal: >80%
Recovery Success RateTarget Baseline: ~32%Target Goal: >65%
Captured User Intent Signal0% (No intent captured)Target Goal: >75%

Note: Illustrative target model — not measured production A/B test data.

Live Browser Session Funnel

Computed in real-time from your current browser session telemetry (0 events recorded)

Live Telemetry
0
Uploads Started
Total image uploads initiated in this session
0
Generation Attempts
0 second attempt(s)
Not enough session data
2nd-Try Re-engagement
2nd attempts / 1st attempt failures
Not enough session data
Recovery Success Rate
Simulated: the demo API always succeeds on attempt 2, so this is not real-user data

Illustrative Baseline Dataset

Seeded baseline dataset model with explicit calculation denominators

Baseline Target (100 Sessions)
72.0%
First-Try Success Rate
72 successful 1st attempts / 100 total sessions
67.9%
Failed → Recovered Rate
19 recovered sessions / 28 failed 1st attempts
85.7%
Second-Try Engagement
24 second attempts / 28 failed 1st attempts

Recovery by Failure Reason

Success rate of user recovery grouped by initial failure cause

Photo Too Dark75% Recovered
Occurrences: 12 sessions9 / 12 recovered
Incomplete Body Framing63% Recovered
Occurrences: 8 sessions5 / 8 recovered
Multiple People Detected75% Recovered
Occurrences: 4 sessions3 / 4 recovered
Outfit Alignment Failure67% Recovered
Occurrences: 3 sessions2 / 3 recovered
System Timeout / Error0% Recovered
Occurrences: 1 sessions0 / 1 recovered

Recovery Action Efficiency

Success rate resulting from each specific recovery choice

Upload Brighter Photo89% Success
Selected: 9 times8 / 9 succeeded
Upload Full-Body Photo83% Success
Selected: 6 times5 / 6 succeeded
Try Different Outfit75% Success
Selected: 4 times3 / 4 succeeded
Generic Retry60% Success
Selected: 5 times3 / 5 succeeded

Live Browser Session Telemetry Log

Real-time event stream captured during your current browser session

No live session events captured yet.

Interact with the try-on experience on the home page to see live telemetry stream here!