We Used Machine Learning to Cut Defects on Our Line — Here's How
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Wanted to share this because I've seen a lot of "AI will fix your quality problems" content that's way too abstract to actually act on. This is just what we did, what worked, and what didn't. The problem We run a mid-size production line (won't get into specifics about the product, but think high-volume, tight tolerances) and were sitting at a defect rate that was... fine, but not great. Somewhere around 3.5% of units failing final inspection. Manual inspection was catching most of it, but not…
1Key Takeaways
- Wanted to share this because I've seen a lot of "AI will fix your quality problems" content that's way too abstract to actually act on.
- This is just what we did, what worked, and what didn't.
- The problem We run a mid-size production line (won't get into specifics about the product, but think high-volume, tight tolerances) and were sitting at a defect rate that was...
- Somewhere around 3.5% of units failing final inspection.
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that wanted to share this because I've seen a lot of "AI will fix your quality problems" content that's way too abstract to actually act on.
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