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The AutoGain Blog

Thought leadership on reliability engineering, AI in quality, FMEA best practices, and the future of product development.

Latest Articles

Platform • May 2026

Why Your FMEA Never Learns From the Field

The disconnection between field failure data and design FMEAs is the single biggest waste in reliability engineering. Every warranty claim is a lesson — but that lesson almost never makes it back to the design team. Here's why, and how a Living Reliability System closes the loop.

Read about Magnus Resolve →
AI • May 2026

Physics Autocomplete: AI That Understands Failure Mechanisms

Most AI in engineering is just LLM text generation wearing a hard hat. Our physics autocomplete is different — zero-token, sub-50ms suggestions grounded in 21 physics domains. No API calls, no hallucinations, no generic output. Here's the engineering behind it.

Explore the AI Platform →
Statistics • May 2026

We Replaced 5 Statistical Tools With One Browser Tab

Minitab for SPC. Weibull++ for life data. Excel for everything else. R for the hard stuff. JMP when the boss wants it. That's $15K/seat/year for a fragmented toolchain. Magnus Quantify puts 28 validated modules in one browser-based app — with worked examples on every page.

Explore Magnus Quantify →
Generative Design • April 2026

Designing for Reliability Before You Have a Prototype

What if every generated component came with its FMEA entries already attached? What if the optimizer knew about failure mechanisms, not just geometry? Genesis Studio makes Design for Reliability real — at the concept stage, not the PPAP stage.

Explore Genesis Studio →

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