Data & Research

3D PRINTING DATA

Research and analysis on what actually goes wrong with 3D prints, which printers need the most help, and how often the community really solves the problem. Built on tens of thousands of real failed print posts.

Why your first layer keeps failing: what 1,900 confirmed fixes actually show

I pulled first layer fix data from nearly 1,900 confirmed community fixes to find out which fixes actually work. The results challenge some of the most repeated advice in 3D printing troubleshooting.

July 25, 20267 min read
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PETG settings that actually work: what 2,000 confirmed fixes tell us

PETG has a reputation for being finicky. I pulled fix confirmation data from over 2,000 PETG-specific community help posts to find out what actually works, and it is more specific than the standard PETG guide.

July 23, 20267 min read
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The slicer settings that actually fix 3D printing problems, ranked by real outcomes

I pulled confirmation data from tens of thousands of community fix attempts across every major issue category to find out which slicer settings actually fix problems when they go wrong.

July 20, 20267 min read
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3D print stringing: what actually works according to 4,000 confirmed fixes

Everyone says to dry your filament. The data from 4,000 confirmed fixes says that's one of the least reliable stringing fixes. Here's what actually works, ranked by confirmed outcomes.

July 8, 20266 min read
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Bambu Lab vs Creality vs Prusa: which brand actually gets its problems solved?

Bambu Lab dominates the conversation, Creality has been a fixture for years, and Prusa fans defend its reliability at length. But which brand actually gets its problems solved? The confirmed fix data is not what most people expect.

July 3, 20266 min read
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Why 3D printing troubleshooting advice is usually wrong

Post a failed print online and within minutes you get told to dry your filament, level your bed, and check your Z offset. None of them know your setup. Here is why community troubleshooting fails at scale.

June 26, 20265 min read
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I analyzed 20,000 failed 3D print posts. Only 1 in 5 gets a confirmed fix.

I scraped and analyzed over 20,000 posts and nearly 60,000 fix suggestions from one of the largest 3D printing help communities on Reddit. The numbers were not what I expected.

June 17, 20266 min read
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