Reading customer fault photos: what to look for
Photos aren't just proof for approvals. They're early warning for batch defects — if you know what to scan for in 30 seconds.
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Agents approve or deny. Product teams read patterns. The same photo answers both — if fault categories and batch metadata are attached.
A 30-second scan
- Is failure localized (one stress point) or distributed (batch-wide)?
- Does damage match stated fault category?
- Are multiple units showing identical failure geometry?
- Does order date cluster with a production window you already suspect?
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