Returns analysis
Compare product launches, sizes and markets using shipped items, confirmed refunds and return reasons. Keep recent launches separate from cohorts that have had time to mature.
Compare at a similar age
Why are products coming back?
Context
Launch dates, time allowed for returns and the difference between return requests and confirmed refunds.
Information it readsProduct master, commerce orders and refunds, and returns-provider exports
AI agent
Compare products, refunds and return reasons, showing how long each group of orders has had to be returned.
Product AI agentThis example shows an agent's role, not an unattended workflow.
Result
Product and cohort comparisons, linked return reasons and visible coverage gaps.
Follow the example
What needs a person
A return request is not a refund. The analysis does not change purchases, issue refunds or predict a final return rate.
Checks & limits
Reviewed
Functionality and use checked
The operator's source checks, interface tests and authorised publication were reviewed. The deployed file matches the reviewed version used for the team's analysis.
Scope
A dated analysis workspace refreshed for a specific review, not a live feed or a certified profitability model.
Evidence remains private.
Method & documentation
Operations built this analysis around actual product launches. It separates financial refunds from operational return requests and compares cohorts with their observation windows visible. Product, size, market and reason views share the same reviewed snapshot.
The documentation shares the method, not the private application's source code.
Read the method ↗