diff --git a/static/js/panels/cookbook.js b/static/js/panels/cookbook.js
index 3790c4b..e6a7957 100644
--- a/static/js/panels/cookbook.js
+++ b/static/js/panels/cookbook.js
@@ -44,19 +44,30 @@ function estimateMemoryGB(params_b, quant, ctx) {
   return weights + context;
 }
 
+function estimateSpeed(req_gb, vram_gb) {
+  // Heuristic for speed in tokens/s
+  // Bosgame APU (Strix Halo) has unified memory with ~273 GB/s bandwidth.
+  // We approximate bandwidth: if huge VRAM/GTT, it's the APU.
+  const bw = (vram_gb > 32) ? 250 : 70; // 250 GB/s for APU, 70 GB/s for standard CPU
+  if (req_gb <= 0) return 0;
+  return (bw / req_gb) * 0.55; // 55% efficiency
+}
+
 function getFit(m, sys) {
   const req = estimateMemoryGB(m.params_b, m.quant, m.ctx);
-  const vram_bytes = sys?.gpu?.vram?.total || 0;
+  const vram_bytes = (sys?.gpu?.vram?.total || 0) + (sys?.gpu?.gtt?.total || 0);
   const vram = vram_bytes / (1024 ** 3);
   const ram_bytes = sys?.ram?.total || 0;
   const ram_used = sys?.ram?.used || 0;
   const ram = ram_bytes / (1024 ** 3);
   const freeRam = (ram_bytes - ram_used) / (1024 ** 3);
 
-  if (vram === 0 && ram === 0) return { level: "perfect", class: "b-run", text: "Fits (Mock)", req };
-  if (vram > 0 && req <= vram) return { level: "perfect", class: "b-run", text: "Fits VRAM", req };
-  if (req <= (vram + freeRam)) return { level: "good", class: "b-load", text: "RAM Offload", req };
-  return { level: "too_tight", class: "b-err", text: "OOM (Zu groß)", req };
+  const tps = estimateSpeed(req, vram);
+  
+  if (vram === 0 && ram === 0) return { level: "perfect", class: "b-run", text: "Lade...", req, tps };
+  if (vram > 0 && req <= vram) return { level: "perfect", class: "b-run", text: "Passt in VRAM", req, tps };
+  if (req <= (vram + freeRam)) return { level: "good", class: "b-load", text: "RAM Offload", req, tps };
+  return { level: "too_tight", class: "b-err", text: "Zu groß (OOM)", req, tps };
 }
 
 let lastSys = null;
@@ -158,7 +169,7 @@ function updateLiveFit() {
   const fit = getFit(m, lastSys);
   
   $("#cb-m-fit-container").style.display = "flex";
-  $("#cb-m-fit-text").innerHTML = `Geschätzter Bedarf: <b>~${fit.req.toFixed(1)} GB RAM/VRAM</b> <br><small class="meta">${params_b}B Params · ${quant}</small>`;
+  $("#cb-m-fit-text").innerHTML = `Geschätzter Bedarf: <b>~${fit.req.toFixed(1)} GB RAM/VRAM</b> <br><small class="meta">${params_b}B Params · ${quant} · ~${Math.round(fit.tps)} t/s</small>`;
   $("#cb-m-fit-badge").innerHTML = `<span class="badge ${fit.class}">${fit.text}</span>`;
 }
 
@@ -292,7 +303,7 @@ function renderCurated() {
           ${m.desc}
         </div>
         <div style="display:flex; justify-content:space-between; margin-top:16px; font-size:12px" class="meta">
-          <span>~${fit.req.toFixed(1)} GB RAM</span>
+          <span>~${fit.req.toFixed(1)} GB RAM · ~${Math.round(fit.tps)} t/s</span>
           <span>${m.quant}</span>
         </div>
       </div>