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Fault analytics

What a fault gallery actually does for your product team

Spreadsheets summarise faults. Galleries let your product team see them. The difference shows up in your next manufacturing run.

A grid of customer-submitted fault photos filtered by SKU
On this page4 sections
  1. What a gallery shows that a report can't
  2. The three questions a gallery answers in 60 seconds
  3. What changes when product can self-serve
  4. What to look for when evaluating a gallery

Most product teams operating on Shopify see warranty data as a monthly PDF: top fault categories, claim rates by SKU, maybe a chart trending over time. That's useful. It's also two layers of abstraction away from the actual problem — and product decisions made on summaries are decisions made without evidence.

A fault gallery is just every customer-submitted photo and video, filterable by SKU, fault category, batch, and date. The first time a product manager opens it for a SKU with a rising claim rate, the conversation changes. Instead of "defects up 14% this month," it becomes "the zip teeth on this batch all misalign at the same point — that's a tooling issue."

The three questions a gallery answers in 60 seconds

  1. Is this fault real or operator interpretation? Photos remove ambiguity.
  2. Is it concentrated in a batch or distributed across production? Date filter answers this.
  3. Is the customer evidence consistent with our QA notes? Side-by-side comparison.

What changes when product can self-serve

When the analyst-built monthly cycle goes away, two things happen. Product investigates faster — usually within hours of a spike instead of weeks. And ops stops being the bottleneck on "can you pull me a list of every claim mentioning the strap?" That alone freed up ~6 hours a month of analyst time on our team.

It also changes the supplier conversation. Sending a manufacturer ten dated, customer-submitted photos of the same defect is materially different from sending an aggregated complaint. Suppliers respond to evidence.

What to look for when evaluating a gallery

  • Multi-filter combinations (SKU + fault + date) without rebuilding a query
  • Inline metadata: order date, customer comment, agent decision
  • Direct link from gallery image back to the originating claim
  • Export to share with manufacturers without manual screenshotting

Stop drowning in warranty tickets

Resolvi is built for Shopify brands that manufacture their own product. Structured fault claims, item-level decisions, automated Shopify execution.