NVIDIA GeForce RTX 3090 Ti vs NVIDIA GeForce RTX 4080, AI & Machine Learning Comparison
NVIDIA GeForce RTX 3090 Ti wins 6 of 12 benchmarks, averaging 19.7% faster.
Both cards were measured first-party on our bench, same suite, same test rig.
What the numbers say
The gap is widest in Z-Image Turbo, where NVIDIA GeForce RTX 3090 Ti leads by 71% (4.35 vs 2.55 images/min); the closest fight is LTX-Video (distilled) (1% apart); VRAM decides part of this one: NVIDIA GeForce RTX 3090 Ti runs 8 of our 12 AI workloads while the other card runs 6, models that don't fit score zero.
Benchmark results head-to-head
| Benchmark | NVIDIA GeForce RTX 3090 Ti | NVIDIA GeForce RTX 4080 | Difference |
|---|---|---|---|
| Qwen3 4B tok/s | 227.54 | 201.76 | +13% |
| Llama 3.1 8B tok/s | 161.02 | 127.09 | +27% |
| Qwen2.5-Coder 14B tok/s | 88.25 | 69.93 | +26% |
| Qwen3 32B tok/s | 42.18 | 0 | n/a |
| Llama 3.3 70B tok/s | 0 | 0 | n/a |
| Stable Diffusion XL images/min | 8.42 | 10.16 | -17% |
| Z-Image Turbo images/min | 4.35 | 2.55 | +71% |
| FLUX.1 dev images/min | 0 | 0 | n/a |
| FLUX.1 Kontext dev images/min | 0 | 0 | n/a |
| Qwen-Image-Edit images/min | 0 | 0 | n/a |
| LTX-Video (distilled) frames/s | 3.2 | 3.23 | -1% |
| Wan 2.2 5B (720p) frames/s | 0.27 | 0 | n/a |
Whole-job comparison
How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 3090 Ti is faster on 1 of 1; NVIDIA GeForce RTX 4080 on 0.
| Workflow | NVIDIA GeForce RTX 3090 Ti | NVIDIA GeForce RTX 4080 | Difference | Cost per run |
|---|---|---|---|---|
| Full codebase review | 11.3 min | 14.3 min | NVIDIA GeForce RTX 3090 Ti 1.26x faster | $0.051 vs $0.026 |
Renting by the hour, NVIDIA GeForce RTX 4080 finishes 1 of 1 cheaper. The quicker card is not automatically the cheaper way to get the work done.
Cost to rent
| Card | Per hour |
|---|---|
| NVIDIA GeForce RTX 3090 Ti | $0.270 |
| NVIDIA GeForce RTX 4080 | $0.108 |
NVIDIA GeForce RTX 4080 is 2.50x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.
Specifications compared
| NVIDIA GeForce RTX 3090 Ti | NVIDIA GeForce RTX 4080 | |
|---|---|---|
| VRAM | 24GB | 16GB |
| Transistors | 28,300M | 45,900M |
| Die size | 628.4 mm² | 378.6 mm² |
| Transistor density | 45 M/mm² | 121.2 M/mm² |
| Architecture | Ampere (GA102) | Ada Lovelace (AD103) |
| Memory bandwidth | 1008 GB/s | 716.8 GB/s |
| Boost clock | 1,860 MHz | 2,505 MHz |
| TDP | 450 W | 320 W |
| Launch MSRP | $1,999 | $1,199 |
| Release | 2022-03-29 | 2022-11-16 |
FAQ
- Which is better for ai & machine learning: NVIDIA GeForce RTX 3090 Ti or NVIDIA GeForce RTX 4080?
- NVIDIA GeForce RTX 3090 Ti performs better for ai & machine learning, winning 6 of 12 benchmarks in our suite with an average 19.7% advantage.
- What are the main hardware differences between NVIDIA GeForce RTX 3090 Ti and NVIDIA GeForce RTX 4080?
- NVIDIA GeForce RTX 3090 Ti has 24GB VRAM and a 450W TDP, while NVIDIA GeForce RTX 4080 has 16GB VRAM and a 320W TDP.
- Does VRAM matter more than speed between NVIDIA GeForce RTX 3090 Ti and NVIDIA GeForce RTX 4080?
- For AI, yes, NVIDIA GeForce RTX 3090 Ti fits 2 more of our 12 workloads than NVIDIA GeForce RTX 4080. A model that exceeds VRAM doesn't run slower, it doesn't run at all, so the card that fits the model wins that workload outright.
- Where is the biggest performance difference between NVIDIA GeForce RTX 3090 Ti and NVIDIA GeForce RTX 4080?
- Z-Image Turbo: NVIDIA GeForce RTX 3090 Ti leads by roughly 71% (4.35 vs 2.55 images/min) in our testing.
NVIDIA GeForce RTX 3090 Ti full review · NVIDIA GeForce RTX 4080 full review · All AI & Machine Learning rankings