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Radeon RX 6800 vs Radeon RX 6800 XT for local AI

Radeon RX 6800 runs 23 of 74 open models well and Radeon RX 6800 XT runs 23. Here is every model on both, with the grade and the speed you would get.

Runs more models well (grade B or better)

About even

Radeon RX 6800: 23 · Radeon RX 6800 XT: 23

Faster on the models both run

About even

Median speed ratio over 23 models both load fully in memory.

Specs that matter

Radeon RX 6800 Radeon RX 6800 XT
Memory compared16 GB16 GB
Memory bandwidth512 GB/s512 GB/s
Memory typeDedicated VRAMDedicated VRAM
BackendVulkanVulkan
Released20202020

Every model on both

Grade and output speed at Q4_K_M with an 8K context; green marks the better of the two.

ModelECIRadeon RX 6800Radeon RX 6800 XT
moonshotKimi K3157F—F—
deepseekDeepSeek V4 Pro 0813155F—F—
deepseekDeepSeek V4.1 Flash155F—F—
deepseekDeepSeek V4 Flash 0731154F—F—
zaiGLM 5.3 Flash152F—F—
zaiGLM 5.2152F—F—
moonshotKimi K2.6151F—F—
tInkling Small150F—F—
moonshotKimi K2.7 Code150F—F—
zaiGLM 5.1150F—F—
qwenQwen3.8 27B149C~14 t/sC~14 t/s
deepseekDeepSeek V4 Pro149F—F—
tInkling149F—F—
moonshotKimi K2.5148F—F—
minimaxMiniMax M3147F—F—
minimaxMiniMax M2.5147F—F—
qwenQwen3.5 397B A17B147F—F—
qwenQwen3.6 27B147C~16 t/sC~16 t/s
deepseekDeepSeek V3.2146F—F—
nvidiaNemotron 3 Ultra 550B A55B146F—F—
deepseekDeepSeek V4 Flash146F—F—
moonshotKimi K2 Thinking146F—F—
minimaxMiniMax M2.7146F—F—
zaiGLM 5146F—F—
deepseekDeepSeek V3.2 Exp145F—F—
qwenQwen3.6 35B A3B144C~63 t/sC~63 t/s
qwenQwen3 235B A22B Thinking 2507144F—F—
zaiGLM 4.7144F—F—
googleGemma 4 31B143C~10 t/sC~10 t/s
qwenQwen3.5 35B A3B143C~65 t/sC~65 t/s
googleGemma 4 26B A4B142C~73 t/sC~73 t/s
mistralMistral Medium 3.5 128B141F—F—
moonshotKimi K2140F—F—
openaigpt-oss 120b140F—F—
deepseekDeepSeek V3.1140F—F—
qwenQwen3 30B A3B Thinking 2507140C~66 t/sC~66 t/s
qwenQwen3.5 9B139S~58 t/sS~58 t/s
qwenQwen3 235B A22B 2507139F—F—
openaigpt-oss 20b138S~113 t/sS~113 t/s
qwenQwen3 30B A3B 2507137C~66 t/sC~66 t/s
mistralMagistral Small 2506133B~26 t/sB~26 t/s
mistralMistral Small 3.2 24B132B~26 t/sB~26 t/s
mistralMagistral Small 2509131B~26 t/sB~26 t/s
microsoftPhi-4 14B130A~38 t/sA~38 t/s
metaLlama 4 Scout 17B 16E130F—F—
metaLlama 3.3 70B127F—F—
metaLlama 3.1 8B117S~61 t/sS~61 t/s
cohereCommand A+—F—F—
qwenQwen3.8 Flash Next—F—F—
qwenQwen3.5 122B A10B—F—F—
mistralMistral Small 4 119B—F—F—
qwenQwen3 Coder Next—F—F—
moonshotKimi Linear 48B A3B—C~51 t/sC~51 t/s
ai2Olmo 3.1 32B Think—C~9 t/sC~9 t/s
nvidiaNemotron 3.5 Lightning 30B A3B—C~46 t/sC~46 t/s
zaiGLM 4.7 Flash—C~80 t/sC~80 t/s
cohereNorth Mini Code 1.0—C~70 t/sC~70 t/s
ibmGranite 4.2 30B—C~10 t/sC~10 t/s
mistralDevstral Small 2 24B—B~26 t/sB~26 t/s
mistralMinistral 3 14B—S~41 t/sS~41 t/s
googleGemma 4 12B—S~47 t/sS~47 t/s
mistralMinistral 3 8B—S~58 t/sS~58 t/s
ibmGranite 4.2 8B—S~55 t/sS~55 t/s
googleGemma 4 E4B—S~64 t/sS~64 t/s
ai2Olmo 3 7B—S~52 t/sS~52 t/s
googleGemma 4 E2B—S~89 t/sS~89 t/s
qwenQwen3.5 4B—S~95 t/sS~95 t/s
mistralMinistral 3 3B—S~101 t/sS~101 t/s
ibmGranite 4.2 3B—S~99 t/sS~99 t/s
metaLlama 3.2 3B—S~103 t/sS~103 t/s
huggingfaceSmolLM3 3B—S~110 t/sS~110 t/s
liquidLFM2.5 2.6B—S~125 t/sS~125 t/s
qwenQwen3.5 2B—S~142 t/sS~142 t/s
qwenQwen3.5 0.8B—S~188 t/sS~188 t/s

Estimates from published specs and measurements, calibrated per backend. Your drivers, settings and runtime change the real numbers.

Change memory, context or quantOpen this comparison in the interactive tool.