v2.2 · 2026-06-12
Desktop with 12GB VRAM GPU
desktop-gpu · 32 GB RAM · 12 GB VRAM
Good mid-tier for 7B/8B and some 14B-class experiments.
REALISTIC_MODEL_CLASSES
7B/8B and some 14B Q4 estimates
PROFILE_GUIDANCE
This is a conservative estimate, not a benchmark. It should help readers understand the likely local AI ceiling for this hardware class and then route them to the calculator or a fuller setup article.
Use the [RAM/VRAM Calculator](/tools/ram-vram-calculator), then read the most relevant setup page: [/compare/best-local-ai-setup-for-windows](/compare/best-local-ai-setup-for-windows).
A model that technically loads may still be constrained, unstable, or memory-limited for ordinary use. Treat “fits” and “feels good” as different questions.
REALISTIC_MODEL_CLASSES
·7B/8B and some 14B Q4 estimates
BEST_FOR
·Sizing expectations
·Beginner setup planning
LIMITATIONS
·Conservative estimate, not a benchmark
·Local AI Guide has not independently benchmarked this hardware.
·A model that technically loads may still be constrained, unstable, or memory-limited for ordinary use. Treat “fits” and “feels good” as different questions.
UPGRADE_ADVICE
·Use the RAM/VRAM calculator, lower context, choose smaller models, or move to more memory before assuming a larger model will fit.
EVIDENCE
Official documentation reviewed with caveatsreviewed: 2026-05-24
Conservative estimate, not a benchmark
CAVEATS
·Conservative estimate, not a benchmark.
·Actual results depend on model, quantization, context length, runtime, GPU offload, drivers, thermals, and other running apps.
·Local AI Guide has not independently benchmarked this hardware.