Decision framework
- Choose the exact model and workload.
- Select quantization and context target.
- Estimate weights plus runtime reserve.
- Check software support for the hardware.
- Compare local total cost with cloud fallback.
PRACTICAL GUIDE
Q4 vs Q5 vs Q8 vs FP16
Compare memory footprint, quality trade-offs, and runtime compatibility.
Do not skip
Memory fit is necessary but not sufficient. Verify current runtime documentation, drivers, measured benchmarks, power, cooling, and return policy before purchase.
Run Fit Matcher →