diff --git a/docs_new/src/snippets/configs/zai-org/glm-5.2-benchmarks.jsx b/docs_new/src/snippets/configs/zai-org/glm-5.2-benchmarks.jsx
index 562df1039..410b84021 100644
--- a/docs_new/src/snippets/configs/zai-org/glm-5.2-benchmarks.jsx
+++ b/docs_new/src/snippets/configs/zai-org/glm-5.2-benchmarks.jsx
@@ -102,4 +102,36 @@ export const benchmarks = [
   { match: { hw: "gb300", variant: "default", quant: "bf16", strategy: "low-latency",     nodes: "multi-2" } },
   { match: { hw: "gb300", variant: "default", quant: "bf16", strategy: "balanced",        nodes: "multi-2" } },
   { match: { hw: "gb300", variant: "default", quant: "bf16", strategy: "high-throughput", nodes: "multi-2" } },
+  // ---- B200 + NVFP4 ----  (8-GPU single node, TP8; nvidia/GLM-5.2-NVFP4 via --quantization modelopt_fp4,
+  // measured on the lmsysorg/sglang:dev-glm52-nvfp4 preview image, flush-cache every run.
+  // ttft_ms/tpot_ms are P50; tokens_per_sec_per_gpu = output tok/s/GPU.
+  // balanced & high-throughput add DP-Attention (dp8); low-latency uses MTP 5-1-6, balanced MTP 2-1-3.)
+  {
+    match: { hw: "b200", variant: "default", quant: "nvfp4", strategy: "low-latency", nodes: "single" },
+    sglang_version: "dev-glm52-nvfp4",
+    speed: [
+      { workload: { dataset: "random", isl: 8192, osl: 1024, max_concurrency: 1 },
+        ttft_ms: 295, tpot_ms: 1.85, tokens_per_sec_per_gpu: 58.6 },
+      { workload: { dataset: "random", isl: 8192, osl: 1024, max_concurrency: 16 },
+        ttft_ms: 2491, tpot_ms: 5.43, tokens_per_sec_per_gpu: 254.3 },
+    ],
+  },
+  {
+    match: { hw: "b200", variant: "default", quant: "nvfp4", strategy: "balanced", nodes: "single" },
+    sglang_version: "dev-glm52-nvfp4",
+    speed: [
+      { workload: { dataset: "random", isl: 8192, osl: 1024, max_concurrency: 64 },
+        ttft_ms: 5837, tpot_ms: 12.70, tokens_per_sec_per_gpu: 418.9 },
+      { workload: { dataset: "random", isl: 8192, osl: 1024, max_concurrency: 256 },
+        ttft_ms: 16736, tpot_ms: 30.00, tokens_per_sec_per_gpu: 593.7 },
+    ],
+  },
+  {
+    match: { hw: "b200", variant: "default", quant: "nvfp4", strategy: "high-throughput", nodes: "single" },
+    sglang_version: "dev-glm52-nvfp4",
+    speed: [
+      { workload: { dataset: "random", isl: 8192, osl: 1024, max_concurrency: 1024 },
+        ttft_ms: 130174, tpot_ms: 67.12, tokens_per_sec_per_gpu: 589.4 },
+    ],
+  },
 ];
diff --git a/docs_new/src/snippets/configs/zai-org/glm-5.2.jsx b/docs_new/src/snippets/configs/zai-org/glm-5.2.jsx
index 2915a10ee..4aa913203 100644
--- a/docs_new/src/snippets/configs/zai-org/glm-5.2.jsx
+++ b/docs_new/src/snippets/configs/zai-org/glm-5.2.jsx
@@ -94,6 +94,7 @@ sgl-eval run aime25 \\
     gb300: "lmsysorg/sglang:latest",
     b300:  "lmsysorg/sglang:latest",
     // NVFP4 needs the dev image with modelopt_fp4 support (per-quant override).
+    "b200|nvfp4":  "lmsysorg/sglang:dev-glm52-nvfp4",
     "b300|nvfp4":  "lmsysorg/sglang:dev-glm52-nvfp4",
     "gb300|nvfp4": "lmsysorg/sglang:dev-glm52-nvfp4",
   },
@@ -613,11 +614,71 @@ sgl-eval run aime25 \\
     },
 
     // ====================================================================
-    // NVFP4 (Blackwell Ultra) — nvidia/GLM-5.2-NVFP4 (Model Optimizer). TP4.
-    // B300: low-latency + balanced (the 4-GPU GB300 node fits the ~381 GB build).
-    // GB300: low-latency / balanced / high-throughput measured on a single 4xGB300
-    // node — balanced & high-throughput add DP-Attention (dp4); low-latency uses MTP 5-1-6.
+    // NVFP4 — nvidia/GLM-5.2-NVFP4 (Model Optimizer).
+    // B200: 8-GPU single node, TP8 (low-latency / balanced / high-throughput); balanced &
+    // high-throughput add DP-Attention (dp8). low-latency uses MTP 5-1-6, balanced MTP 2-1-3.
+    // B300/GB300: 4-GPU single node, TP4 (the node fits the ~381 GB build); GB300 adds dp4 on
+    // balanced & high-throughput. Blackwell NVFP4 measured on the dev-glm52-nvfp4 preview image.
     // ====================================================================
+    {
+      match: { hw: "b200", variant: "default", quant: "nvfp4", strategy: "low-latency", nodes: "single" },
+      verified: true,
+      env: [],
+      flags: [
+        "--model-path {{MODEL_NAME}}",
+        "--tp 8",
+        "--quantization modelopt_fp4",
+        "--speculative-algorithm EAGLE",
+        "--speculative-num-steps 5",
+        "--speculative-eagle-topk 1",
+        "--speculative-num-draft-tokens 6",
+        "--chunked-prefill-size 8192",
+        "--mem-fraction-static 0.85",
+        "--host {{HOST_IP}}",
+        "--port {{PORT}}",
+      ],
+    },
+    {
+      match: { hw: "b200", variant: "default", quant: "nvfp4", strategy: "balanced", nodes: "single" },
+      verified: true,
+      env: [],
+      flags: [
+        "--model-path {{MODEL_NAME}}",
+        "--tp 8",
+        "--quantization modelopt_fp4",
+        "--dp 8",
+        "--enable-dp-attention",
+        // Shorter draft (MTP 2-1-3) than low-latency's 5-1-6: at this concurrency the
+        // verify overhead of a long draft outweighs the accept-length gain.
+        "--speculative-algorithm EAGLE",
+        "--speculative-num-steps 2",
+        "--speculative-eagle-topk 1",
+        "--speculative-num-draft-tokens 3",
+        // Larger chunked-prefill (32768 → ~4096/rank under dp8) is the dominant balanced lever.
+        "--chunked-prefill-size 32768",
+        "--mem-fraction-static 0.92",
+        "--max-running-requests 256",
+        "--host {{HOST_IP}}",
+        "--port {{PORT}}",
+      ],
+    },
+    {
+      match: { hw: "b200", variant: "default", quant: "nvfp4", strategy: "high-throughput", nodes: "single" },
+      verified: true,
+      env: [],
+      flags: [
+        "--model-path {{MODEL_NAME}}",
+        "--tp 8",
+        "--quantization modelopt_fp4",
+        "--dp 8",
+        "--enable-dp-attention",
+        "--chunked-prefill-size 32768",
+        "--mem-fraction-static 0.92",
+        "--max-running-requests 512",
+        "--host {{HOST_IP}}",
+        "--port {{PORT}}",
+      ],
+    },
     {
       match: { hw: "b300", variant: "default", quant: "nvfp4", strategy: "low-latency", nodes: "single" },
       verified: true,