NVIDIA GeForce RTX 4070 vs NVIDIA RTX 5000 Ada Generation, AI & Machine Learning Comparison
NVIDIA RTX 5000 Ada Generation wins 9 of 11 benchmarks, averaging 12.2% faster.
Both cards were measured first-party on our bench, same suite, same test rig.
What the numbers say
The gap is widest in Qwen3 4B, where NVIDIA RTX 5000 Ada Generation leads by 14% (149.68 vs 170.72 tok/s); the closest fight is Llama 3.1 8B (11% apart); VRAM decides part of this one: NVIDIA RTX 5000 Ada Generation runs 10 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.
Benchmark results head-to-head
| Benchmark | NVIDIA GeForce RTX 4070 | NVIDIA RTX 5000 Ada Generation | Difference |
|---|---|---|---|
| Qwen3 4B tok/s | 149.68 | 170.72 | -12% |
| Llama 3.1 8B tok/s | 93.16 | 103.18 | -10% |
| Qwen2.5-Coder 14B tok/s | 50.74 | 56.66 | -10% |
| Qwen3 32B tok/s | 0 | 25.88 | n/a |
| Llama 3.3 70B tok/s | 0 | 0 | n/a |
| Z-Image Turbo images/min | 0 | 5.925 | n/a |
| FLUX.1 dev images/min | 0 | 1.286 | n/a |
| FLUX.1 Kontext dev images/min | 0 | 0.793 | n/a |
| Qwen-Image-Edit images/min | 0 | 0 | n/a |
| LTX-Video (distilled) frames/s | 0 | 3.23 | n/a |
| Wan 2.2 5B (720p) frames/s | 0 | 0.32 | n/a |
Whole-job comparison
How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 4070 is faster on 0 of 1; NVIDIA RTX 5000 Ada Generation on 1.
| Workflow | NVIDIA GeForce RTX 4070 | NVIDIA RTX 5000 Ada Generation | Difference |
|---|---|---|---|
| Full codebase review | 19.7 min | 17.6 min | NVIDIA RTX 5000 Ada Generation 1.12x faster |
Specifications compared
| NVIDIA GeForce RTX 4070 | NVIDIA RTX 5000 Ada Generation | |
|---|---|---|
| VRAM | 12GB | 32GB |
| Architecture | Ada Lovelace | Ada Lovelace |
| Memory bandwidth | 504 GB/s | 576 GB/s |
| Boost clock | 2,475 MHz | 2,550 MHz |
| TDP | 200 W | 250 W |
| Launch MSRP | $599 | $4,000 |
| Release | 2023-04-13 | 2023-08-09 |
FAQ
- Which is better for ai & machine learning: NVIDIA GeForce RTX 4070 or NVIDIA RTX 5000 Ada Generation?
- NVIDIA RTX 5000 Ada Generation performs better for ai & machine learning, winning 9 of 11 benchmarks in our suite with an average 12.2% advantage.
- What are the main hardware differences between NVIDIA GeForce RTX 4070 and NVIDIA RTX 5000 Ada Generation?
- NVIDIA GeForce RTX 4070 has 12GB VRAM and a 200W TDP, while NVIDIA RTX 5000 Ada Generation has 32GB VRAM and a 250W TDP.
- Does VRAM matter more than speed between NVIDIA GeForce RTX 4070 and NVIDIA RTX 5000 Ada Generation?
- For AI, yes, NVIDIA RTX 5000 Ada Generation fits 6 more of our 12 workloads than NVIDIA GeForce RTX 4070. 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 4070 and NVIDIA RTX 5000 Ada Generation?
- Qwen3 4B: NVIDIA RTX 5000 Ada Generation leads by roughly 14% (149.68 vs 170.72 tok/s) in our testing.
NVIDIA GeForce RTX 4070 full review · NVIDIA RTX 5000 Ada Generation full review · All AI & Machine Learning rankings