Josh Stevenson

Josh Stevenson

Founder of Vehiclereliability.com

About

AI/Cloud Architect w/ 20 yrs in industry. Data Science nerd. Father. Builder.

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Maker History

  • VehicleReliability.com
    VehicleReliability.comCompare vehicle reliability with Data Science
    Sep 2026
  • 🎉
    Joined Product HuntAugust 9th, 2026

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VehicleReliability.com - Compare vehicle reliability with Data Science

Used car reliability scored with data instead of surveys. Two decades of real failure records, normalized against actual sales, split into Frequency (how often it breaks) and Severity (how much the repair hurts). Every score is indexed against the vehicle's own segment: 1.0 is average, below is a winner, above is a risk. Powertrains scored separately, plus a 10-point component breakdown and year-over-year tracking. Vehicle reliability scored with data, not star ratings or surveys.

5d ago

Product Hunt's State of Tech Discovery: Q2 2026

At Product Hunt, we re on a mission to help builders find users and help users find the best new products.

We ve been at it for over a decade, and we ve accumulated a ton of data, but we ve rarely shared it with the outside world. Until now.

What is BAD vs. GOOD AI judgement?

Would love to hear thoughts.
Here's my perspective.
I'm against AI slop, but I'm not against AI. I believe AI is a great tool but it also needs greats pilots to use it well. This is what I'm working on. AI Fluency.

Biggest marker of AI fluency is AI judgement. Where and when to use AI and where and when not to.

BAD AI JUDGEMENT

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