diff --git a/audit/internal/webui/api.go b/audit/internal/webui/api.go
index 4144f70..ca20c94 100644
--- a/audit/internal/webui/api.go
+++ b/audit/internal/webui/api.go
@@ -11,6 +11,7 @@ import (
 	"os/exec"
 	"path/filepath"
 	"regexp"
+	"sort"
 	"strings"
 	"sync/atomic"
 	"syscall"
@@ -21,6 +22,12 @@ import (
 )
 
 var ansiEscapeRE = regexp.MustCompile(`\x1b\[[0-9;]*[a-zA-Z]|\x1b[()][A-Z0-9]|\x1b[DABC]`)
+var apiListNvidiaGPUs = func(a *app.App) ([]platform.NvidiaGPU, error) {
+	if a == nil {
+		return nil, fmt.Errorf("app not configured")
+	}
+	return a.ListNvidiaGPUs()
+}
 
 // ── Job ID counter ────────────────────────────────────────────────────────────
 
@@ -30,6 +37,206 @@ func newJobID(prefix string) string {
 	return fmt.Sprintf("%s-%d", prefix, jobCounter.Add(1))
 }
 
+type taskRunResponse struct {
+	TaskID    string   `json:"task_id,omitempty"`
+	JobID     string   `json:"job_id,omitempty"`
+	TaskIDs   []string `json:"task_ids,omitempty"`
+	JobIDs    []string `json:"job_ids,omitempty"`
+	TaskCount int      `json:"task_count,omitempty"`
+}
+
+type nvidiaTaskSelection struct {
+	GPUIndices []int
+	Label      string
+}
+
+func writeTaskRunResponse(w http.ResponseWriter, tasks []*Task) {
+	if len(tasks) == 0 {
+		writeJSON(w, taskRunResponse{})
+		return
+	}
+	ids := make([]string, 0, len(tasks))
+	for _, t := range tasks {
+		if t == nil || strings.TrimSpace(t.ID) == "" {
+			continue
+		}
+		ids = append(ids, t.ID)
+	}
+	resp := taskRunResponse{TaskCount: len(ids)}
+	if len(ids) > 0 {
+		resp.TaskID = ids[0]
+		resp.JobID = ids[0]
+		resp.TaskIDs = ids
+		resp.JobIDs = ids
+	}
+	writeJSON(w, resp)
+}
+
+func shouldSplitHomogeneousNvidiaTarget(target string) bool {
+	switch strings.TrimSpace(target) {
+	case "nvidia", "nvidia-targeted-stress", "nvidia-benchmark", "nvidia-compute",
+		"nvidia-targeted-power", "nvidia-pulse", "nvidia-interconnect",
+		"nvidia-bandwidth", "nvidia-stress":
+		return true
+	default:
+		return false
+	}
+}
+
+func expandHomogeneousNvidiaSelections(gpus []platform.NvidiaGPU, include, exclude []int) ([]nvidiaTaskSelection, error) {
+	if len(gpus) == 0 {
+		return nil, fmt.Errorf("no NVIDIA GPUs detected")
+	}
+	indexed := make(map[int]platform.NvidiaGPU, len(gpus))
+	allIndices := make([]int, 0, len(gpus))
+	for _, gpu := range gpus {
+		indexed[gpu.Index] = gpu
+		allIndices = append(allIndices, gpu.Index)
+	}
+	sort.Ints(allIndices)
+
+	selected := allIndices
+	if len(include) > 0 {
+		selected = make([]int, 0, len(include))
+		seen := make(map[int]struct{}, len(include))
+		for _, idx := range include {
+			if _, ok := indexed[idx]; !ok {
+				continue
+			}
+			if _, dup := seen[idx]; dup {
+				continue
+			}
+			seen[idx] = struct{}{}
+			selected = append(selected, idx)
+		}
+		sort.Ints(selected)
+	}
+	if len(exclude) > 0 {
+		skip := make(map[int]struct{}, len(exclude))
+		for _, idx := range exclude {
+			skip[idx] = struct{}{}
+		}
+		filtered := selected[:0]
+		for _, idx := range selected {
+			if _, ok := skip[idx]; ok {
+				continue
+			}
+			filtered = append(filtered, idx)
+		}
+		selected = filtered
+	}
+	if len(selected) == 0 {
+		return nil, fmt.Errorf("no NVIDIA GPUs selected")
+	}
+
+	modelGroups := make(map[string][]platform.NvidiaGPU)
+	modelOrder := make([]string, 0)
+	for _, idx := range selected {
+		gpu := indexed[idx]
+		model := strings.TrimSpace(gpu.Name)
+		if model == "" {
+			model = fmt.Sprintf("GPU %d", gpu.Index)
+		}
+		if _, ok := modelGroups[model]; !ok {
+			modelOrder = append(modelOrder, model)
+		}
+		modelGroups[model] = append(modelGroups[model], gpu)
+	}
+	sort.Slice(modelOrder, func(i, j int) bool {
+		left := modelGroups[modelOrder[i]]
+		right := modelGroups[modelOrder[j]]
+		if len(left) == 0 || len(right) == 0 {
+			return modelOrder[i] < modelOrder[j]
+		}
+		return left[0].Index < right[0].Index
+	})
+
+	var groups []nvidiaTaskSelection
+	var singles []nvidiaTaskSelection
+	for _, model := range modelOrder {
+		group := modelGroups[model]
+		sort.Slice(group, func(i, j int) bool { return group[i].Index < group[j].Index })
+		indices := make([]int, 0, len(group))
+		for _, gpu := range group {
+			indices = append(indices, gpu.Index)
+		}
+		if len(indices) >= 2 {
+			groups = append(groups, nvidiaTaskSelection{
+				GPUIndices: indices,
+				Label:      fmt.Sprintf("%s; GPUs %s", model, joinTaskIndices(indices)),
+			})
+			continue
+		}
+		gpu := group[0]
+		singles = append(singles, nvidiaTaskSelection{
+			GPUIndices: []int{gpu.Index},
+			Label:      fmt.Sprintf("GPU %d — %s", gpu.Index, model),
+		})
+	}
+	return append(groups, singles...), nil
+}
+
+func joinTaskIndices(indices []int) string {
+	parts := make([]string, 0, len(indices))
+	for _, idx := range indices {
+		parts = append(parts, fmt.Sprintf("%d", idx))
+	}
+	return strings.Join(parts, ",")
+}
+
+func formatSplitTaskName(baseName, selectionLabel string) string {
+	baseName = strings.TrimSpace(baseName)
+	selectionLabel = strings.TrimSpace(selectionLabel)
+	if baseName == "" {
+		return selectionLabel
+	}
+	if selectionLabel == "" {
+		return baseName
+	}
+	return baseName + " (" + selectionLabel + ")"
+}
+
+func buildNvidiaTaskSet(target string, priority int, createdAt time.Time, params taskParams, baseName string, appRef *app.App, idPrefix string) ([]*Task, error) {
+	if !shouldSplitHomogeneousNvidiaTarget(target) {
+		t := &Task{
+			ID:        newJobID(idPrefix),
+			Name:      baseName,
+			Target:    target,
+			Priority:  priority,
+			Status:    TaskPending,
+			CreatedAt: createdAt,
+			params:    params,
+		}
+		return []*Task{t}, nil
+	}
+	gpus, err := apiListNvidiaGPUs(appRef)
+	if err != nil {
+		return nil, err
+	}
+	selections, err := expandHomogeneousNvidiaSelections(gpus, params.GPUIndices, params.ExcludeGPUIndices)
+	if err != nil {
+		return nil, err
+	}
+	tasks := make([]*Task, 0, len(selections))
+	for _, selection := range selections {
+		taskParamsCopy := params
+		taskParamsCopy.GPUIndices = append([]int(nil), selection.GPUIndices...)
+		taskParamsCopy.ExcludeGPUIndices = nil
+		displayName := formatSplitTaskName(baseName, selection.Label)
+		taskParamsCopy.DisplayName = displayName
+		tasks = append(tasks, &Task{
+			ID:        newJobID(idPrefix),
+			Name:      displayName,
+			Target:    target,
+			Priority:  priority,
+			Status:    TaskPending,
+			CreatedAt: createdAt,
+			params:    taskParamsCopy,
+		})
+	}
+	return tasks, nil
+}
+
 // ── SSE helpers ───────────────────────────────────────────────────────────────
 
 func sseWrite(w http.ResponseWriter, event, data string) bool {
@@ -207,28 +414,28 @@ func (h *handler) handleAPISATRun(target string) http.HandlerFunc {
 		}
 
 		name := taskDisplayName(target, body.Profile, body.Loader)
-		t := &Task{
-			ID:        newJobID("sat-" + target),
-			Name:      name,
-			Target:    target,
-			Status:    TaskPending,
-			CreatedAt: time.Now(),
-			params: taskParams{
-				Duration:           body.Duration,
-				DiagLevel:          body.DiagLevel,
-				GPUIndices:         body.GPUIndices,
-				ExcludeGPUIndices:  body.ExcludeGPUIndices,
-				Loader:             body.Loader,
-				BurnProfile:        body.Profile,
-				DisplayName:        body.DisplayName,
-				PlatformComponents: body.PlatformComponents,
-			},
-		}
 		if strings.TrimSpace(body.DisplayName) != "" {
-			t.Name = body.DisplayName
+			name = body.DisplayName
 		}
-		globalQueue.enqueue(t)
-		writeJSON(w, map[string]string{"task_id": t.ID, "job_id": t.ID})
+		params := taskParams{
+			Duration:           body.Duration,
+			DiagLevel:          body.DiagLevel,
+			GPUIndices:         body.GPUIndices,
+			ExcludeGPUIndices:  body.ExcludeGPUIndices,
+			Loader:             body.Loader,
+			BurnProfile:        body.Profile,
+			DisplayName:        body.DisplayName,
+			PlatformComponents: body.PlatformComponents,
+		}
+		tasks, err := buildNvidiaTaskSet(target, 0, time.Now(), params, name, h.opts.App, "sat-"+target)
+		if err != nil {
+			writeError(w, http.StatusBadRequest, err.Error())
+			return
+		}
+		for _, t := range tasks {
+			globalQueue.enqueue(t)
+		}
+		writeTaskRunResponse(w, tasks)
 	}
 }
 
@@ -257,27 +464,26 @@ func (h *handler) handleAPIBenchmarkNvidiaRun(w http.ResponseWriter, r *http.Req
 	if body.RunNCCL != nil {
 		runNCCL = *body.RunNCCL
 	}
-	t := &Task{
-		ID:        newJobID("benchmark-nvidia"),
-		Name:      taskDisplayName("nvidia-benchmark", "", ""),
-		Target:    "nvidia-benchmark",
-		Priority:  15,
-		Status:    TaskPending,
-		CreatedAt: time.Now(),
-		params: taskParams{
-			GPUIndices:        body.GPUIndices,
-			ExcludeGPUIndices: body.ExcludeGPUIndices,
-			SizeMB:            body.SizeMB,
-			BenchmarkProfile:  body.Profile,
-			RunNCCL:           runNCCL,
-			DisplayName:       body.DisplayName,
-		},
-	}
+	name := taskDisplayName("nvidia-benchmark", "", "")
 	if strings.TrimSpace(body.DisplayName) != "" {
-		t.Name = body.DisplayName
+		name = body.DisplayName
 	}
-	globalQueue.enqueue(t)
-	writeJSON(w, map[string]string{"task_id": t.ID, "job_id": t.ID})
+	tasks, err := buildNvidiaTaskSet("nvidia-benchmark", 15, time.Now(), taskParams{
+		GPUIndices:        body.GPUIndices,
+		ExcludeGPUIndices: body.ExcludeGPUIndices,
+		SizeMB:            body.SizeMB,
+		BenchmarkProfile:  body.Profile,
+		RunNCCL:           runNCCL,
+		DisplayName:       body.DisplayName,
+	}, name, h.opts.App, "benchmark-nvidia")
+	if err != nil {
+		writeError(w, http.StatusBadRequest, err.Error())
+		return
+	}
+	for _, t := range tasks {
+		globalQueue.enqueue(t)
+	}
+	writeTaskRunResponse(w, tasks)
 }
 
 func (h *handler) handleAPISATStream(w http.ResponseWriter, r *http.Request) {
diff --git a/audit/internal/webui/api_test.go b/audit/internal/webui/api_test.go
index 6a51d77..a781dc0 100644
--- a/audit/internal/webui/api_test.go
+++ b/audit/internal/webui/api_test.go
@@ -1,6 +1,7 @@
 package webui
 
 import (
+	"encoding/json"
 	"net/http/httptest"
 	"strings"
 	"testing"
@@ -74,6 +75,14 @@ func TestHandleAPIBenchmarkNvidiaRunQueuesSelectedGPUs(t *testing.T) {
 		globalQueue.tasks = originalTasks
 		globalQueue.mu.Unlock()
 	})
+	prevList := apiListNvidiaGPUs
+	apiListNvidiaGPUs = func(_ *app.App) ([]platform.NvidiaGPU, error) {
+		return []platform.NvidiaGPU{
+			{Index: 1, Name: "NVIDIA H100 PCIe"},
+			{Index: 3, Name: "NVIDIA H100 PCIe"},
+		}, nil
+	}
+	t.Cleanup(func() { apiListNvidiaGPUs = prevList })
 
 	h := &handler{opts: HandlerOptions{App: &app.App{}}}
 	req := httptest.NewRequest("POST", "/api/benchmark/nvidia/run", strings.NewReader(`{"profile":"standard","gpu_indices":[1,3],"run_nccl":false}`))
@@ -101,6 +110,97 @@ func TestHandleAPIBenchmarkNvidiaRunQueuesSelectedGPUs(t *testing.T) {
 	}
 }
 
+func TestHandleAPIBenchmarkNvidiaRunSplitsMixedGPUModels(t *testing.T) {
+	globalQueue.mu.Lock()
+	originalTasks := globalQueue.tasks
+	globalQueue.tasks = nil
+	globalQueue.mu.Unlock()
+	t.Cleanup(func() {
+		globalQueue.mu.Lock()
+		globalQueue.tasks = originalTasks
+		globalQueue.mu.Unlock()
+	})
+	prevList := apiListNvidiaGPUs
+	apiListNvidiaGPUs = func(_ *app.App) ([]platform.NvidiaGPU, error) {
+		return []platform.NvidiaGPU{
+			{Index: 0, Name: "NVIDIA H100 PCIe"},
+			{Index: 1, Name: "NVIDIA H100 PCIe"},
+			{Index: 2, Name: "NVIDIA H200 NVL"},
+		}, nil
+	}
+	t.Cleanup(func() { apiListNvidiaGPUs = prevList })
+
+	h := &handler{opts: HandlerOptions{App: &app.App{}}}
+	req := httptest.NewRequest("POST", "/api/benchmark/nvidia/run", strings.NewReader(`{"profile":"standard","gpu_indices":[0,1,2],"run_nccl":false}`))
+	rec := httptest.NewRecorder()
+
+	h.handleAPIBenchmarkNvidiaRun(rec, req)
+
+	if rec.Code != 200 {
+		t.Fatalf("status=%d body=%s", rec.Code, rec.Body.String())
+	}
+	var resp taskRunResponse
+	if err := json.Unmarshal(rec.Body.Bytes(), &resp); err != nil {
+		t.Fatalf("decode response: %v", err)
+	}
+	if len(resp.TaskIDs) != 2 {
+		t.Fatalf("task_ids=%v want 2 items", resp.TaskIDs)
+	}
+	globalQueue.mu.Lock()
+	defer globalQueue.mu.Unlock()
+	if len(globalQueue.tasks) != 2 {
+		t.Fatalf("tasks=%d want 2", len(globalQueue.tasks))
+	}
+	if got := globalQueue.tasks[0].params.GPUIndices; len(got) != 2 || got[0] != 0 || got[1] != 1 {
+		t.Fatalf("task[0] gpu indices=%v want [0 1]", got)
+	}
+	if got := globalQueue.tasks[1].params.GPUIndices; len(got) != 1 || got[0] != 2 {
+		t.Fatalf("task[1] gpu indices=%v want [2]", got)
+	}
+}
+
+func TestHandleAPISATRunSplitsMixedNvidiaTaskSet(t *testing.T) {
+	globalQueue.mu.Lock()
+	originalTasks := globalQueue.tasks
+	globalQueue.tasks = nil
+	globalQueue.mu.Unlock()
+	t.Cleanup(func() {
+		globalQueue.mu.Lock()
+		globalQueue.tasks = originalTasks
+		globalQueue.mu.Unlock()
+	})
+	prevList := apiListNvidiaGPUs
+	apiListNvidiaGPUs = func(_ *app.App) ([]platform.NvidiaGPU, error) {
+		return []platform.NvidiaGPU{
+			{Index: 0, Name: "NVIDIA H100 PCIe"},
+			{Index: 1, Name: "NVIDIA H100 PCIe"},
+			{Index: 2, Name: "NVIDIA H200 NVL"},
+		}, nil
+	}
+	t.Cleanup(func() { apiListNvidiaGPUs = prevList })
+
+	h := &handler{opts: HandlerOptions{App: &app.App{}}}
+	req := httptest.NewRequest("POST", "/api/sat/nvidia-targeted-power/run", strings.NewReader(`{"profile":"acceptance","gpu_indices":[0,1,2]}`))
+	rec := httptest.NewRecorder()
+
+	h.handleAPISATRun("nvidia-targeted-power").ServeHTTP(rec, req)
+
+	if rec.Code != 200 {
+		t.Fatalf("status=%d body=%s", rec.Code, rec.Body.String())
+	}
+	globalQueue.mu.Lock()
+	defer globalQueue.mu.Unlock()
+	if len(globalQueue.tasks) != 2 {
+		t.Fatalf("tasks=%d want 2", len(globalQueue.tasks))
+	}
+	if got := globalQueue.tasks[0].params.GPUIndices; len(got) != 2 || got[0] != 0 || got[1] != 1 {
+		t.Fatalf("task[0] gpu indices=%v want [0 1]", got)
+	}
+	if got := globalQueue.tasks[1].params.GPUIndices; len(got) != 1 || got[0] != 2 {
+		t.Fatalf("task[1] gpu indices=%v want [2]", got)
+	}
+}
+
 func TestPushFanRingsTracksByNameAndCarriesForwardMissingSamples(t *testing.T) {
 	h := &handler{}
 	h.pushFanRings([]platform.FanReading{
diff --git a/audit/internal/webui/pages.go b/audit/internal/webui/pages.go
index a0117f9..526994e 100644
--- a/audit/internal/webui/pages.go
+++ b/audit/internal/webui/pages.go
@@ -1656,6 +1656,12 @@ func renderBenchmark(opts HandlerOptions) string {
 <script>
 let benchmarkES = null;
 
+function benchmarkTaskIDs(payload) {
+  if (payload && Array.isArray(payload.task_ids) && payload.task_ids.length) return payload.task_ids;
+  if (payload && payload.task_id) return [payload.task_id];
+  return [];
+}
+
 function benchmarkSelectedGPUIndices() {
   return Array.from(document.querySelectorAll('.benchmark-gpu-checkbox'))
     .filter(function(el) { return el.checked && !el.disabled; })
@@ -1755,17 +1761,37 @@ function runNvidiaBenchmark() {
       return payload;
     });
   }).then(function(d) {
-    status.textContent = 'Task ' + d.task_id + ' queued.';
-    term.textContent += 'Task ' + d.task_id + ' queued. Streaming log...\n';
-    benchmarkES = new EventSource('/api/tasks/' + d.task_id + '/stream');
-    benchmarkES.onmessage = function(e) { term.textContent += e.data + '\n'; term.scrollTop = term.scrollHeight; };
-    benchmarkES.addEventListener('done', function(e) {
-      benchmarkES.close();
-      benchmarkES = null;
-      term.textContent += (e.data ? '\nERROR: ' + e.data : '\nCompleted.') + '\n';
-      term.scrollTop = term.scrollHeight;
-      status.textContent = e.data ? 'Failed.' : 'Completed.';
-    });
+    const taskIds = benchmarkTaskIDs(d);
+    if (!taskIds.length) throw new Error('No benchmark task was queued.');
+    status.textContent = taskIds.length === 1 ? ('Task ' + taskIds[0] + ' queued.') : ('Queued ' + taskIds.length + ' tasks.');
+    const streamNext = function(idx, failures) {
+      if (idx >= taskIds.length) {
+        status.textContent = failures ? 'Completed with failures.' : 'Completed.';
+        return;
+      }
+      const taskId = taskIds[idx];
+      term.textContent += '\n[' + (idx + 1) + '/' + taskIds.length + '] Task ' + taskId + ' queued. Streaming log...\n';
+      benchmarkES = new EventSource('/api/tasks/' + taskId + '/stream');
+      benchmarkES.onmessage = function(e) { term.textContent += e.data + '\n'; term.scrollTop = term.scrollHeight; };
+      benchmarkES.addEventListener('done', function(e) {
+        benchmarkES.close();
+        benchmarkES = null;
+        if (e.data) failures += 1;
+        term.textContent += (e.data ? '\nERROR: ' + e.data : '\nCompleted.') + '\n';
+        term.scrollTop = term.scrollHeight;
+        streamNext(idx + 1, failures);
+      });
+      benchmarkES.onerror = function() {
+        if (benchmarkES) {
+          benchmarkES.close();
+          benchmarkES = null;
+        }
+        term.textContent += '\nERROR: stream disconnected.\n';
+        term.scrollTop = term.scrollHeight;
+        streamNext(idx + 1, failures + 1);
+      };
+    };
+    streamNext(0, 0);
   }).catch(function(err) {
     status.textContent = 'Error.';
     term.textContent += 'ERROR: ' + err.message + '\n';
@@ -1779,13 +1805,24 @@ benchmarkLoadGPUs();
 
 func renderBenchmarkResultsCard(exportDir string) string {
 	columns, runs := loadBenchmarkHistory(exportDir)
-	if len(runs) == 0 {
-		return `<div class="card"><div class="card-head">Benchmark Results</div><div class="card-body"><p style="color:var(--muted);font-size:13px">No saved benchmark runs yet.</p></div></div>`
-	}
+	return renderBenchmarkResultsCardFromRuns(
+		"Benchmark Results",
+		"Composite score by saved benchmark run and GPU.",
+		"No saved benchmark runs yet.",
+		columns,
+		runs,
+	)
+}
 
+func renderBenchmarkResultsCardFromRuns(title, description, emptyMessage string, columns []benchmarkHistoryColumn, runs []benchmarkHistoryRun) string {
+	if len(runs) == 0 {
+		return `<div class="card"><div class="card-head">` + html.EscapeString(title) + `</div><div class="card-body"><p style="color:var(--muted);font-size:13px">` + html.EscapeString(emptyMessage) + `</p></div></div>`
+	}
 	var b strings.Builder
-	b.WriteString(`<div class="card"><div class="card-head">Benchmark Results</div><div class="card-body">`)
-	b.WriteString(`<p style="color:var(--muted);font-size:13px;margin-bottom:12px">Composite score by saved benchmark run and GPU.</p>`)
+	b.WriteString(`<div class="card"><div class="card-head">` + html.EscapeString(title) + `</div><div class="card-body">`)
+	if strings.TrimSpace(description) != "" {
+		b.WriteString(`<p style="color:var(--muted);font-size:13px;margin-bottom:12px">` + html.EscapeString(description) + `</p>`)
+	}
 	b.WriteString(`<div style="overflow-x:auto">`)
 	b.WriteString(`<table><thead><tr><th>Test</th><th>Time</th>`)
 	for _, col := range columns {
@@ -1820,7 +1857,10 @@ func loadBenchmarkHistory(exportDir string) ([]benchmarkHistoryColumn, []benchma
 		return nil, nil
 	}
 	sort.Strings(paths)
+	return loadBenchmarkHistoryFromPaths(paths)
+}
 
+func loadBenchmarkHistoryFromPaths(paths []string) ([]benchmarkHistoryColumn, []benchmarkHistoryRun) {
 	columnByKey := make(map[string]benchmarkHistoryColumn)
 	runs := make([]benchmarkHistoryRun, 0, len(paths))
 	for _, path := range paths {
@@ -2005,6 +2045,12 @@ func renderBurn() string {
 <script>
 let biES = null;
 
+function burnTaskIDs(payload) {
+  if (payload && Array.isArray(payload.task_ids) && payload.task_ids.length) return payload.task_ids;
+  if (payload && payload.task_id) return [payload.task_id];
+  return [];
+}
+
 function burnProfile() {
   const selected = document.querySelector('input[name="burn-profile"]:checked');
   return selected ? selected.value : 'smoke';
@@ -2106,6 +2152,9 @@ function streamTask(taskId, label) {
   });
 }
 function streamBurnTask(taskId, label, resetTerminal) {
+  return streamBurnTaskSet([taskId], label, resetTerminal);
+}
+function streamBurnTaskSet(taskIds, label, resetTerminal) {
   if (biES) { biES.close(); biES = null; }
   document.getElementById('bi-output').style.display = 'block';
   document.getElementById('bi-title').textContent = '— ' + label + ' [' + burnProfile() + ']';
@@ -2113,27 +2162,40 @@ function streamBurnTask(taskId, label, resetTerminal) {
   if (resetTerminal) {
     term.textContent = '';
   }
-  term.textContent += 'Task ' + taskId + ' queued. Streaming...\n';
-  return new Promise(function(resolve) {
-    biES = new EventSource('/api/tasks/' + taskId + '/stream');
-    biES.onmessage = function(e) { term.textContent += e.data + '\n'; term.scrollTop = term.scrollHeight; };
-    biES.addEventListener('done', function(e) {
-      biES.close();
-      biES = null;
-      term.textContent += (e.data ? '\nERROR: ' + e.data : '\nCompleted.') + '\n';
-      term.scrollTop = term.scrollHeight;
-      resolve({ok: !e.data, error: e.data || ''});
-    });
-    biES.onerror = function() {
-      if (biES) {
+  if (!Array.isArray(taskIds) || !taskIds.length) {
+    term.textContent += 'ERROR: no tasks queued.\n';
+    return Promise.resolve({ok:false, error:'no tasks queued'});
+  }
+  const streamNext = function(idx, failures) {
+    if (idx >= taskIds.length) {
+      return Promise.resolve({ok: failures === 0, error: failures ? (failures + ' task(s) failed') : ''});
+    }
+    const taskId = taskIds[idx];
+    term.textContent += '[' + (idx + 1) + '/' + taskIds.length + '] Task ' + taskId + ' queued. Streaming...\n';
+    return new Promise(function(resolve) {
+      biES = new EventSource('/api/tasks/' + taskId + '/stream');
+      biES.onmessage = function(e) { term.textContent += e.data + '\n'; term.scrollTop = term.scrollHeight; };
+      biES.addEventListener('done', function(e) {
         biES.close();
         biES = null;
-      }
-      term.textContent += '\nERROR: stream disconnected.\n';
-      term.scrollTop = term.scrollHeight;
-      resolve({ok: false, error: 'stream disconnected'});
-    };
-  });
+        term.textContent += (e.data ? '\nERROR: ' + e.data : '\nCompleted.') + '\n';
+        term.scrollTop = term.scrollHeight;
+        resolve(failures + (e.data ? 1 : 0));
+      });
+      biES.onerror = function() {
+        if (biES) {
+          biES.close();
+          biES = null;
+        }
+        term.textContent += '\nERROR: stream disconnected.\n';
+        term.scrollTop = term.scrollHeight;
+        resolve(failures + 1);
+      };
+    }).then(function(nextFailures) {
+      return streamNext(idx + 1, nextFailures);
+    });
+  };
+  return streamNext(0, 0);
 }
 
 function runBurnTaskSet(tasks, statusElId) {
@@ -2161,7 +2223,7 @@ function runBurnTaskSet(tasks, statusElId) {
     if (status) status.textContent = 'Running ' + (idx + 1) + '/' + enabled.length + '...';
     return enqueueBurnTask(t.target, t.label, t.extra, !!t.nvidia)
       .then(function(d) {
-        return streamBurnTask(d.task_id, t.label, false);
+        return streamBurnTaskSet(burnTaskIDs(d), t.label, false);
       })
       .then(function() {
         return runNext(idx + 1);
diff --git a/audit/internal/webui/task_report.go b/audit/internal/webui/task_report.go
index 54fd710..d13c6bc 100644
--- a/audit/internal/webui/task_report.go
+++ b/audit/internal/webui/task_report.go
@@ -230,6 +230,9 @@ func renderTaskReportFragment(report taskReport, charts map[string]string, logTe
 	b.WriteString(`<div style="margin-top:14px;font-size:13px;color:var(--muted)">`)
 	b.WriteString(`Started: ` + formatTaskTime(report.StartedAt, report.CreatedAt) + ` | Finished: ` + formatTaskTime(report.DoneAt, time.Time{}) + ` | Duration: ` + formatTaskDuration(report.DurationSec))
 	b.WriteString(`</div></div></div>`)
+	if benchmarkCard := renderTaskBenchmarkResultsCard(report.Target, logText); benchmarkCard != "" {
+		b.WriteString(benchmarkCard)
+	}
 
 	if len(report.Charts) > 0 {
 		for _, chart := range report.Charts {
@@ -247,6 +250,57 @@ func renderTaskReportFragment(report taskReport, charts map[string]string, logTe
 	return b.String()
 }
 
+func renderTaskBenchmarkResultsCard(target, logText string) string {
+	if strings.TrimSpace(target) != "nvidia-benchmark" {
+		return ""
+	}
+	resultPath := taskBenchmarkResultPath(logText)
+	if strings.TrimSpace(resultPath) == "" {
+		return ""
+	}
+	columns, runs := loadBenchmarkHistoryFromPaths([]string{resultPath})
+	if len(runs) == 0 {
+		return ""
+	}
+	return renderBenchmarkResultsCardFromRuns(
+		"Benchmark Results",
+		"Composite score for this benchmark task.",
+		"No benchmark results were saved for this task.",
+		columns,
+		runs,
+	)
+}
+
+func taskBenchmarkResultPath(logText string) string {
+	archivePath := taskArchivePathFromLog(logText)
+	if archivePath == "" {
+		return ""
+	}
+	runDir := strings.TrimSuffix(archivePath, ".tar.gz")
+	if runDir == archivePath {
+		return ""
+	}
+	return filepath.Join(runDir, "result.json")
+}
+
+func taskArchivePathFromLog(logText string) string {
+	lines := strings.Split(logText, "\n")
+	for i := len(lines) - 1; i >= 0; i-- {
+		line := strings.TrimSpace(lines[i])
+		if line == "" || !strings.HasPrefix(line, "Archive:") {
+			continue
+		}
+		path := strings.TrimSpace(strings.TrimPrefix(line, "Archive:"))
+		if strings.HasPrefix(path, "Archive written to ") {
+			path = strings.TrimSpace(strings.TrimPrefix(path, "Archive written to "))
+		}
+		if strings.HasSuffix(path, ".tar.gz") {
+			return path
+		}
+	}
+	return ""
+}
+
 func renderTaskStatusBadge(status string) string {
 	className := map[string]string{
 		TaskRunning:   "badge-ok",
diff --git a/audit/internal/webui/tasks_test.go b/audit/internal/webui/tasks_test.go
index ad39f87..21f305b 100644
--- a/audit/internal/webui/tasks_test.go
+++ b/audit/internal/webui/tasks_test.go
@@ -325,6 +325,78 @@ func TestFinalizeTaskRunCreatesReportFolderAndArtifacts(t *testing.T) {
 	}
 }
 
+func TestWriteTaskReportArtifactsIncludesBenchmarkResultsForTask(t *testing.T) {
+	dir := t.TempDir()
+	metricsPath := filepath.Join(dir, "metrics.db")
+	prevMetricsPath := taskReportMetricsDBPath
+	taskReportMetricsDBPath = metricsPath
+	t.Cleanup(func() { taskReportMetricsDBPath = prevMetricsPath })
+
+	benchmarkDir := filepath.Join(dir, "bee-benchmark", "gpu-benchmark-20260406-120000")
+	if err := os.MkdirAll(benchmarkDir, 0755); err != nil {
+		t.Fatal(err)
+	}
+	result := platform.NvidiaBenchmarkResult{
+		GeneratedAt:      time.Date(2026, time.April, 6, 12, 0, 0, 0, time.UTC),
+		BenchmarkProfile: "standard",
+		OverallStatus:    "OK",
+		GPUs: []platform.BenchmarkGPUResult{
+			{
+				Index: 0,
+				Name:  "NVIDIA H100 PCIe",
+				Scores: platform.BenchmarkScorecard{
+					CompositeScore: 1176.25,
+				},
+			},
+		},
+	}
+	raw, err := json.Marshal(result)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(benchmarkDir, "result.json"), raw, 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	artifactsDir := filepath.Join(dir, "tasks", "task-bench_done")
+	if err := os.MkdirAll(artifactsDir, 0755); err != nil {
+		t.Fatal(err)
+	}
+	task := &Task{
+		ID:           "task-bench",
+		Name:         "NVIDIA Benchmark",
+		Target:       "nvidia-benchmark",
+		Status:       TaskDone,
+		CreatedAt:    time.Now().UTC().Add(-time.Minute),
+		ArtifactsDir: artifactsDir,
+	}
+	ensureTaskReportPaths(task)
+	logText := "line-1\nArchive: " + filepath.Join(dir, "bee-benchmark", "gpu-benchmark-20260406-120000.tar.gz") + "\n"
+	if err := os.WriteFile(task.LogPath, []byte(logText), 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	if err := writeTaskReportArtifacts(task); err != nil {
+		t.Fatalf("writeTaskReportArtifacts: %v", err)
+	}
+
+	body, err := os.ReadFile(task.ReportHTMLPath)
+	if err != nil {
+		t.Fatalf("ReadFile(report.html): %v", err)
+	}
+	html := string(body)
+	for _, needle := range []string{
+		`Benchmark Results`,
+		`Composite score for this benchmark task.`,
+		`NVIDIA H100 PCIe / GPU 0`,
+		`1176.25`,
+	} {
+		if !strings.Contains(html, needle) {
+			t.Fatalf("report missing %q: %s", needle, html)
+		}
+	}
+}
+
 func TestTaskLifecycleMirrorsToSerialConsole(t *testing.T) {
 	var lines []string
 	prev := taskSerialWriteLine