Crystal Yifei Liu
I spent 15 years in Silicon Valley — first at Google, where I helped build the early AdWords quality scoring system, then at Amazon, where I architected the global Associates platform. After that, I was CTO of a SaaS affiliate startup. Now I use everything I learned about technology and honest evaluation to test fleet management software, GPS trackers, and dash cams — and tell you exactly what's worth your money.
🎯 Our Mission
We believe every small fleet owner deserves access to honest, deeply researched, hands-on technology reviews — without the marketing spin. Our reviews are 100% unsponsored. If a product has flaws, we tell you. If it's overpriced, we tell you. Your trust is worth more than any commission check.
💡 Our Core Values
Test Everything
No product appears on this site unless we've used it for at least 50 hours in real fleet scenarios.
No Sponsored Picks
We never accept payment for placement. Our Editor's Picks are chosen solely on merit.
Always Up-to-Date
We re-test and re-verify every review at least every 6 months. Prices checked weekly.
Radical Honesty
We publish our failures, our learning curves, and our mistakes — so you don't repeat them.
📅 Our Journey
Ready to find the right fleet tech?
Start with our top-rated reviews — every single one tested hands-on.
See Our Top Picks →