AMD Radeon RX 6650 XT — Benchmarks & Specs
Short answer: the AMD Radeon RX 6650 XT generates a median 62.1 tokens/sec on 7-9B dense models at 4-bit (Q4) under llama.cpp, across 3 cited runs from knightli.com llama.cpp GPU Vulkan Scoreboard and llama.cpp GitHub Discussion #10879. Its 8 GB of VRAM holds up to Gemma 2 9B at Q4_K_M with an ~8K context, by the Will-It-Run matrix's sizing (8 of 23 models fit).
- Median speed 62.1 tok/s 3 cited runs, 7-9B at Q4, llama.cpp
- Fits in 8 GB up to Gemma 2 9B at Q4_K_M → at ~8K context; 8 of 23 models in the Will-It-Run matrix
Bottom line: how fast is the Radeon RX 6650 XT?
SpecPicks median: 62.1 tokens/sec across 3 cited single-user runs of 7-9B dense models at 4-bit (Q4) under llama.cpp (range 62.1–64.5 tok/s), from knightli.com llama.cpp GPU Vulkan Scoreboard (2 runs), llama.cpp GitHub Discussion #10879. One of those runs: llama2:7b at q4_0 generates 64.5 tokens/sec under llama.cpp, per knightli.com llama.cpp GPU Vulkan Scoreboard. At 1440p Ultra, the Radeon RX 6650 XT averages 38 fps in Final Fantasy VII Rebirth with a 32 fps 1% low, per PCBench. In Geekbench 5 OpenCL it scores 90,831 points, per PCBench. It has 8 GB of VRAM, and the llama2:7b run above (7B parameters) is the largest model on file at 4-bit quantization on this card. Larger models have no sourced run on file.
Every figure above is a row in the tables below, and each row links out to the review or public benchmark database the number was taken from; the SpecPicks median is computed here from the runs it names, each a row in the AI table. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.
Check what fits in 8 GB: by Q4-class file size, 8 of the 23 open-weight models in the SpecPicks Will-It-Run matrix load entirely into the AMD Radeon RX 6650 XT's 8 GB with 1.5 GB left for an ~8K context, up to Gemma 2 9B (a 5.8 GB Q4_K_M file per its Hugging Face listing). Check a model in the Will-It-Run matrix →
The Radeon RX 6650 XT is a graphics card from the RDNA 2 family released in 2022 from AMD. Key on-paper specs include 8 GB of VRAM. It launched with a $399 MSRP, though street prices typically diverge meaningfully from launch pricing. Data on this page draws on 20 synthetic benchmark results (top 10 shown), 6 community AI inference reports, 89 game frame-rate results (top 15 shown), compiled from AskGeek, knightli.com llama.cpp GPU Vulkan Scoreboard, Tech4Gamers, Wccftech, PCBench, llama.cpp GitHub Discussion #10879, LocalLLaMA, 3DMark, GeekaWhat, Guru3D, Ollama GitHub Issues #16677, PassMark, technical.city, TechSpot, Tom's Hardware; each table row links to its source. Read this page when shopping the Radeon RX 6650 XT, comparing it against other graphics cards in your build, or sizing it for a specific workload (gaming at 1080p/1440p/4K, synthetic benchmark scores, or local LLM inference).
Gaming Performance (reported FPS)
Average and 1% low frame rates by game, resolution, and quality preset. Bars are scaled against the fastest result on this page.
| Game | Resolution | Settings | Relative | Avg FPS | 1% low | Source |
|---|---|---|---|---|---|---|
| Counter-Strike 2 | 1080p | Ultra | 220 fps | 190 fps | TechSpot 2023-06-12 | |
| Doom Eternal | 1440p | Ultra | 164 fps | 121 fps | Tech4Gamers 2023-10 | |
| Counter-Strike 2 | 1080p | Ultra | 154 fps | — | AskGeek 2026-07-11 | |
| Hitman 3 | 1080p | Ultra | 146 fps | 118 fps | Tech4Gamers 2023-07-12 | |
| Shadow of the Tomb Raider | 1080p | Ultra | 138 fps | — | AskGeek 2026-07-11 | |
| Far Cry 6 | 1080p | Ultra | 116 fps | — | AskGeek 2026-07-11 | |
| Starfield | 1080p | Ultra | 112 fps | 95 fps | Guru3D 2023-03-10 | |
| Days Gone | 1080p | Ultra | 112 fps | 70 fps | Tech4Gamers 2023-07-12 | |
| Halo Infinite | 1080p | High | 110 fps | 100 fps | GeekaWhat 2022-05-10 | |
| Counter-Strike 2 | 1440p | Ultra | 108 fps | — | AskGeek 2026-07-11 | |
| Sniper Elite: Resistance | 1080p | Ultra | 104 fps | — | PCBench.net 2026-04-29 | |
| Sniper Elite Resistance | 1080p | Ultra | 104 fps | 86 fps | PCBench 2025-02 | |
| Red Dead Redemption 2 | 1440p | Ultra | 103 fps | 89 fps | Tech4Gamers 2023-10 | |
| The Witcher 3 (Next-Gen v4.0) | 1080p | Ultra | 101 fps | — | AskGeek 2026-07-11 | |
| Final Fantasy VII Rebirth | 1440p | Ultra | 38 fps | 32 fps | PCBench 2025-02 |
AI Inference Performance
Tokens per second under each model + quantization. Higher = faster generation. Bars compare runs across the same model.
| Model | Quantization | Relative | Tokens/sec | VRAM used | Source |
|---|---|---|---|---|---|
| qwen3:8b | Q8_0 llama.cpp | 711.0 tok/s | — | LocalLLaMA 2026-03-27 | |
| llama2:7b | q4_0 llama.cpp | 64.5 tok/s | — | knightli.com llama.cpp GPU Benchmark Scoreboard 2026-04-23 | |
| llama2:7b | q4_0 llama.cpp | 62.1 tok/s | — | llama.cpp GitHub Discussion #10879 2024-01 | |
| llama2:7b | q4_0 llama.cpp | 62.1 tok/s | — | knightli.com llama.cpp GPU Vulkan Scoreboard 2026-04-23 | |
| llama3.1:8b | — ollama | 52.0 tok/s | 7.2 GB | Ollama GitHub Issues #16677 2026-06-11 | |
| qwen3:30b | — lmstudio | 33.0 tok/s | — | LocalLLaMA 2026-02-05 |
Synthetic Benchmarks
Higher is better. Bars are scaled within each benchmark family (multi-thread, single-thread, etc.) so you can compare like-with-like at a glance.
| Benchmark | Relative | Score | Source |
|---|---|---|---|
| Geekbench 5 OpenCL | 90,831 points | PCBench.net 2024-01 | |
| 3DMark Fire Strike Graphics | 29,796 points | technical.city retrieved 2026-06-10 | |
| 3DMark Fire Strike | 26,594 points | Wccftech 2022-05-10 | |
| PassMark G3D Mark | 17,160 points | PCBench.net 2024-01 | |
| PassMark G3D Mark | 17,124 pts | PassMark retrieved 2026-04-20 | |
| 3DMark Fire Strike Extreme (Graphics Score) | 13,559 points | Wccftech 2022-05-10 | |
| 3DMark Time Spy | 12,500 pts | Tom's Hardware 2023-02-15 | |
| 3DMark Time Spy | 10,844 points | 3DMark 2022-05-19 | |
| 3DMark Time Spy | 10,493 points | Wccftech 2022-05-10 | |
| 3DMark Time Spy (Graphics Score) | 10,262 points | Wccftech 2022-05-10 |
Full Specifications
| VRAM | 8 GB |
|---|
Radeon RX 6650 XT — Frequently Asked Questions
What is the Radeon RX 6650 XT best used for?
When was the Radeon RX 6650 XT released, and what was its launch MSRP?
Where do the Radeon RX 6650 XT benchmark numbers come from?
Can the Radeon RX 6650 XT run local LLMs?
Where can I buy the Radeon RX 6650 XT?
Buying guides that rank the Radeon RX 6650 XT's class
This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
Editorial guides covering the Radeon RX 6650 XT
In-depth SpecPicks reviews, build guides, and head-to-heads referencing this graphics card.
- 1440p Gaming PC Build 2026: Cost, Parts, FPS
- 4K Gaming PC Build 2026: Cost, Parts, FPS
- 1080p Gaming PC Build 2026: Cost, Parts, FPS
- 9800X3D + RTX 5070 Ti PC Build 2026: 1440p High-Refresh
- Prebuilt Gaming PCs 2026: RTX 5060 vs 5060 Ti vs 5070
- Ryzen CPU Deals 2026: 5600X, 5800X3D and 9800X3D Price Lines
- GTX 1660 VRAM: Why 8GB Doesn't Exist (Real Specs)
- Black Friday Monitor Deals 2026: 5 Picks for Gaming and AI Desks
- Browse all SpecPicks reviews →
More guides & deep dives from the SpecPicks archive
Browse all articles & guides →- Best 1440p Gaming GPUs in 2026
- Best Retro Handhelds in 2026 — From $35 to $500
- The Complete Voodoo5 5500 AGP Driver Guide (2026 Edition)
- Emulation Hardware in 2026: FPGA, Software, and Cart-Reader Ecosystems
- Best Budget Gaming PC Build 2026 — ~$1,000 ($800 on Sale)
- RTX 4070 Super vs RX 7800 XT — Which to Buy in 2026
- How to Build a Windows 98 Retro PC in 2026
More reviews from the SpecPicks archive
Browse all reviews →- Best 1440p 240Hz Gaming Monitors in 2026
- Best Force-Feedback Racing Wheel for PC in 2026: G29 vs HORI vs Thrustmaster
- Ryzen 7 5800X vs 5700X for 1080p High-Refresh Gaming
- Benchmarking Open Models for Agentic Tool Use on an RTX 3060
- Raspberry Pi OS Moves to Linux 6.18 LTS — Real Performance Gains
- Perplexity's Local-or-Cloud Router: What Hardware Runs the Local Half
- Imaging Your Big-Box CD-ROM Collection: A CompactFlash + IDE Workflow
- NVIDIA's AI Servers Run on Hot Tub Coolant — No Evaporators Neede
- Best GPU for Qwen 3 32B (2026)
- MSI RTX 3060 12GB in 2026: Still the Right 1080p GPU?
- Best SSD for Gaming and Everyday Builds in 2026
- Intel Arc for Stable Diffusion: ComfyUI + A1111 setup (2026)
- IPEX-LLM + Ollama in Docker on Intel Arc: The 2026 Setup Guide
- 3dfx Voodoo2 SLI on Windows 98 SE: Period-Correct Build, Glide Driver Setup, and Real Quake 3 Benchmarks
- Sega Genesis Games Loaded Off a Vinyl Record — and What It Means for Retro Collectors
- Windows XP Gaming in 2025: Hardware, Fixes, Best Games
- Best AM4 CPU for 1080p Gaming in 2026: 5 Value Picks
- Best Wireless Streaming Microphones for Twitch in 2026
- AOC U27G4XM 4K 160Hz Review: Speed, Flexibility, Value
- Intel Arc Pro B60 vs RTX 3060 12GB for Local LLMs
- DualSense vs 8BitDo Pro 2 for PC Gaming in 2026
- Best SSDs and Storage Adapters for Retro PC Builds in 2026
- Intel Arc AI Performance: What Works for Inference in 2026
- Raspberry Pi OS Moves to Linux 6.18 LTS: What Changes for Pi Builders
More buying guides from SpecPicks
Browse all buying guides →- Best CPU Coolers for 2026
- Best NVMe SSDs for Gaming in 2026
- Best CPUs for Gaming in 2026
- Best Graphics Cards for Gaming in 2026
- Best 4K Monitors for Content Creators in 2026
- Best 1440p 240Hz Gaming Monitors in 2026
- Best PC Cases for Building in 2026
- Best Mechanical Keyboards for Gaming in 2026
- Best CPUs for Content Creators in 2026
- Best GPU for Running 27B-32B Local LLMs in 2026
- Best Gaming Mice for 2026
- Best Retro Gaming Consoles & Handhelds for 2026
- Best GPUs for 4K Gaming in 2026
- Best DDR5 RAM for Gaming PCs in 2026
- Best External SSDs for Content Creators in 2026
- Best GPUs for Running Local LLMs in 2026
- Best NVMe External Enclosures for 2026
- Best AM5 Motherboards for 2026
- Best Tools for Building and Repairing Retro PCs in 2026
- Best Controllers for PC Gaming in 2026
- Best Gaming Monitors for 2026
Hardware benchmark data on SpecPicks
All benchmarks →- Intel Core i9-14900K — benchmarks & specs
- Apple M2 Pro 10 Core 3480 MHz — benchmarks & specs
- Radeon RX 5700 XT — benchmarks & specs
- Intel Arc A750 — benchmarks & specs
- AMD Ryzen 5 PRO 7545U — benchmarks & specs
- Apple M4 Pro 14 Core — benchmarks & specs
- AMD Ryzen 5 7640HS — benchmarks & specs
- AMD Ryzen 5 7235HS — benchmarks & specs
- NVIDIA GeForce RTX 3070 — benchmarks & specs
- RTX 6000 Ada Generation — benchmarks & specs
- Crucial T705 2TB — benchmarks & specs
- AMD Ryzen 9 7950X — benchmarks & specs
- GeForce RTX 5060 Ti 16GB — benchmarks & specs
- AMD Ryzen 7 PRO 7840HS — benchmarks & specs
- NVIDIA A100 PCIe 40GB — benchmarks & specs
- Ryzen 5 7520U — benchmarks & specs
- Radeon RX 7600S — benchmarks & specs
- Ryzen 5 5600G — benchmarks & specs
- AMD Ryzen 3 PRO 5350G — benchmarks & specs
- Radeon RX 6550S — benchmarks & specs
- AMD Ryzen 3 PRO 5350GE — benchmarks & specs
- Intel Core i5-14500 — benchmarks & specs
- GRID RTX6000-1B — benchmarks & specs
- Intel Core i5-12600KF — benchmarks & specs