At first glance, the raw unit counts seem to favor the MSI GeForce RTX 5070 Ti Expert: it packs 8960 shading units versus 4096 on the AMD Radeon RX 9070 XT, and slightly more texture mapping units (280 TMUs vs. 256). However, shading unit count alone is a poor proxy for real-world throughput when architectures differ, and the throughput metrics tell a very different story.
On every computed performance figure, the RX 9070 XT comes out ahead. Its 48.7 TFLOPS of floating-point performance edges past the RTX 5070 Ti's 43.94 TFLOPS, meaning it can push more raw shader math per second despite having fewer physical units — a sign that each of its compute units is doing more work per clock. The gap widens on rasterization: the RX 9070 XT's pixel rate of 380.2 GPixel/s dwarfs the RTX 5070 Ti's 235.4 GPixel/s, driven partly by its larger ROP count (128 vs. 96) and a dramatically higher GPU turbo of 2970 MHz compared to just 2452 MHz. A higher pixel fill rate translates directly to faster rendering of geometry-heavy, high-resolution scenes. Similarly, the RX 9070 XT leads in texture throughput (760.3 GTexels/s vs. 686.6 GTexels/s) and runs its VRAM at a notably faster 2518 MHz versus 1750 MHz, which helps sustain bandwidth for large textures and complex framebuffers.
Based strictly on the provided performance specs, the RX 9070 XT holds a clear edge in every throughput category — compute, texturing, pixel output, and memory speed. The RTX 5070 Ti's higher shader unit count does not translate into higher measured performance figures here, and its more conservative turbo ceiling limits its peak output. For workloads where raw GPU throughput and fill rate are the deciding factors, the RX 9070 XT is the stronger performer on paper in this group.