Hardware Benchmarks

Best Local LLM Performance for RTX 3500 Ada Generation Laptop

Compare RTX 3500 Ada Generation Laptop benchmark results and see which models actually earn the best completed quality scores.

ShareRedditX

Hardware Overview

GPU-specific specifications for local LLM planning.

NVIDIA RTX 3500 Ada Generation Laptop GPU
VRAM
12GB

Recommended Models

Models we recommend for RTX 3500 Ada Generation Laptop.

Fastest

gemma4:e2b

4.6B

158.5 tok/s

Highest token generation speed at 158.5 tok/s.

Best quality & Largest context

gemma4:31b

30.7B

4.6 tok/sQuality 78.5Context 32,768 tokens

Highest completed quality score at 78.5. Largest context that fits in 12GB VRAM, at 32,768 tokens.

Models on the RTX 3500 Ada Generation Laptop

Every model the community ran on this hardware. Up is better answers, right is faster. Time to finish counts every token the model wrote, thinking included, so a model that talks a lot ends up further left.

Best trade-off: quality 60+, and nothing else here is both faster and betterOther models · dot size = number of runs
below 20 tok/s: slower than you read4050607080901005102050100tok/s (log scale) →quality →outliers sit at the edges

Medians over 62 fully rated runs of 7 models. Each quantization is its own model.

Frequently asked questions

Which models actually run best on the RTX 3500 Ada Generation Laptop, by task, from community benchmark data.

What is the best local model for coding on the RTX 3500 Ada Generation Laptop?
On the RTX 3500 Ada Generation Laptop, gemma4:31b ranks first for coding in our benchmarks (67.5/100 at ~4.5 tok/s).
What is the best local model for agentic workflows on the RTX 3500 Ada Generation Laptop?
On the RTX 3500 Ada Generation Laptop, gemma4:12b ranks first for agentic workflows in our benchmarks (82.5/100 at ~48.6 tok/s). gemma4:e4b is faster (~98.5 tok/s) and still scores well (80.9/100) — a good pick if you'd rather trade a little quality for speed.

Benchmark Results

Completed quality-ranked benchmark results for NVIDIA RTX 3500 Ada Generation Laptop GPU.