diff --git a/cmd/api/api/instances.go b/cmd/api/api/instances.go
index 89c927a6..9b259035 100644
--- a/cmd/api/api/instances.go
+++ b/cmd/api/api/instances.go
@@ -349,10 +349,10 @@ func (s *ApiService) CreateInstance(ctx context.Context, request oapi.CreateInst
 		// errors.Is case would match the cause and hide the pending vGPU cleanup.
 		case errors.As(err, &vgpuPending):
 			log.ErrorContext(ctx, "failed to create instance", "error", err, "image", request.Body.Image)
-			message := fmt.Sprintf("failed to create instance; vGPU release failed during rollback and instance %s retains the assignment, delete it to retry", vgpuPending.InstanceID)
+			message := fmt.Sprintf("failed to create instance: %v; vGPU release failed during rollback and instance %s retains the assignment, delete it to retry", vgpuPending.Err, vgpuPending.InstanceID)
 			innerCode := "vgpu_retained_instance"
 			if !vgpuPending.Retained {
-				message = fmt.Sprintf("failed to create instance; vGPU release failed during rollback and the retention record for instance %s could not be saved; the assignment is recovered on the next startup reconcile", vgpuPending.InstanceID)
+				message = fmt.Sprintf("failed to create instance: %v; vGPU release failed during rollback and the retention record for instance %s could not be saved; the assignment is recovered on the next startup reconcile", vgpuPending.Err, vgpuPending.InstanceID)
 				innerCode = "vgpu_unretained_instance"
 			}
 			return oapi.CreateInstance500JSONResponse{
diff --git a/cmd/api/api/instances_test.go b/cmd/api/api/instances_test.go
index 848661ed..c4138cf6 100644
--- a/cmd/api/api/instances_test.go
+++ b/cmd/api/api/instances_test.go
@@ -76,6 +76,8 @@ func TestCreateInstance_VGPUCleanupPendingBeatsWrappedErrorMapping(t *testing.T)
 	require.True(t, ok, "expected 500 vgpu_cleanup_pending, got %T", resp)
 	assert.EqualValues(t, "vgpu_cleanup_pending", pending.Code)
 	assert.Contains(t, pending.Message, "inst-1")
+	assert.Contains(t, pending.Message, network.ErrNameExists.Error(),
+		"the underlying create failure must survive the cleanup guidance")
 	assert.Contains(t, pending.Message, "delete it to retry")
 	require.NotNil(t, pending.InnerError)
 	require.NotNil(t, pending.InnerError.Code)
@@ -101,6 +103,8 @@ func TestCreateInstance_VGPUCleanupPendingWithoutRetentionUsesReconcileGuidance(
 	require.True(t, ok, "expected 500 vgpu_cleanup_pending, got %T", resp)
 	assert.EqualValues(t, "vgpu_cleanup_pending", pending.Code)
 	assert.Contains(t, pending.Message, "retention record for instance inst-1 could not be saved")
+	assert.Contains(t, pending.Message, network.ErrNameExists.Error(),
+		"the underlying create failure must survive the cleanup guidance")
 	assert.Contains(t, pending.Message, "startup reconcile")
 	assert.NotContains(t, pending.Message, "delete")
 	require.NotNil(t, pending.InnerError)
diff --git a/lib/devices/vendor_vfio_linux.go b/lib/devices/vendor_vfio_linux.go
index ceab85ec..d67ddbc0 100644
--- a/lib/devices/vendor_vfio_linux.go
+++ b/lib/devices/vendor_vfio_linux.go
@@ -81,22 +81,37 @@ func (s vendorVFIOSysfs) discoverVFs() ([]VirtualFunction, error) {
 	return vfs, nil
 }
 
-// listProfiles counts each free VF advertising a type as one creatable
-// instance, matching the driver-reported units that mdev sums through
-// available_instances. This is a best-effort snapshot because creating on one
-// VF may revoke the type from siblings that share its GPU framebuffer.
+// listProfiles reports a conservative estimate of how many instances of each
+// profile are concurrently creatable. Free VFs on the same GPU share its
+// framebuffer, so counting every advertising VF overreports capacity: one 48Q
+// assignment can revoke the type from all sibling VFs. Each GPU instead
+// contributes min(free VFs advertising the type, remaining framebuffer /
+// profile framebuffer), where the largest profile still creatable on the GPU
+// is a lower bound on its remaining framebuffer.
 func (s vendorVFIOSysfs) listProfiles(vfs []VirtualFunction) ([]GPUProfile, error) {
 	profilesByType := make(map[string]profileMetadata)
-	creatableVFs := make(map[string]int)
+	freeVFsByGPU := make(map[string]map[string]int)
+	remainingFBByGPU := make(map[string]int)
 	for _, vf := range vfs {
 		creatable, err := s.readCreatableProfiles(vf.PCIAddress)
 		if err != nil {
 			return nil, err
 		}
+		gpu := vf.ParentGPU
+		if gpu == "" {
+			gpu = vf.PCIAddress
+		}
 		for _, profile := range creatable {
 			profilesByType[profile.TypeName] = profile
-			if !vf.Allocated {
-				creatableVFs[profile.TypeName]++
+			if vf.Allocated {
+				continue
+			}
+			if freeVFsByGPU[gpu] == nil {
+				freeVFsByGPU[gpu] = make(map[string]int)
+			}
+			freeVFsByGPU[gpu][profile.TypeName]++
+			if profile.FramebufferMB > remainingFBByGPU[gpu] {
+				remainingFBByGPU[gpu] = profile.FramebufferMB
 			}
 		}
 	}
@@ -109,15 +124,35 @@ func (s vendorVFIOSysfs) listProfiles(vfs []VirtualFunction) ([]GPUProfile, erro
 
 	profiles := make([]GPUProfile, 0, len(metadata))
 	for _, profile := range metadata {
+		available := 0
+		for gpu, freeVFs := range freeVFsByGPU {
+			available += gpuProfileCapacity(freeVFs[profile.TypeName], remainingFBByGPU[gpu], profile.FramebufferMB)
+		}
 		profiles = append(profiles, GPUProfile{
 			Name:          profile.Name,
 			FramebufferMB: profile.FramebufferMB,
-			Available:     creatableVFs[profile.TypeName],
+			Available:     available,
 		})
 	}
 	return profiles, nil
 }
 
+// gpuProfileCapacity estimates how many instances of a profile one GPU can
+// still create concurrently. When a profile's framebuffer is unknown (0), the
+// free VF count is the only signal available.
+func gpuProfileCapacity(freeVFs, remainingFB, profileFB int) int {
+	if freeVFs == 0 {
+		return 0
+	}
+	if profileFB <= 0 || remainingFB <= 0 {
+		return freeVFs
+	}
+	if byFB := remainingFB / profileFB; byFB < freeVFs {
+		return byFB
+	}
+	return freeVFs
+}
+
 func (s vendorVFIOSysfs) create(ctx context.Context, profileName, instanceID string) (*VGPUDevice, error) {
 	vendorVFIOMu.Lock()
 	defer vendorVFIOMu.Unlock()
diff --git a/lib/devices/vendor_vfio_linux_test.go b/lib/devices/vendor_vfio_linux_test.go
index 4555f5c2..b68a9f91 100644
--- a/lib/devices/vendor_vfio_linux_test.go
+++ b/lib/devices/vendor_vfio_linux_test.go
@@ -184,7 +184,7 @@ func TestVendorVFIODestroyRetainsAssignmentWhenOneVFIOPathIsMissing(t *testing.T
 	}
 }
 
-func TestVendorVFIOListProfilesCountsFreeVFs(t *testing.T) {
+func TestVendorVFIOListProfilesReportsPerGPUCapacity(t *testing.T) {
 	t.Parallel()
 
 	sysfs := newTestVendorVFIOSysfs(t)
@@ -196,8 +196,30 @@ func TestVendorVFIOListProfilesCountsFreeVFs(t *testing.T) {
 	require.NoError(t, err)
 	profiles, err := sysfs.listProfiles(vfs)
 	require.NoError(t, err)
-	assert.Equal(t, 3, profileAvailability(profiles, "NVIDIA L40S-48Q"),
-		"each free VF advertising the type counts as one creatable instance")
+	assert.Equal(t, 2, profileAvailability(profiles, "NVIDIA L40S-48Q"),
+		"one 48Q consumes a whole GPU, so two GPUs mean two creatable instances despite three free VFs")
+	assert.Equal(t, 3, profileAvailability(profiles, "NVIDIA L40S-2Q"),
+		"small profiles stay capped by the free VF count")
+}
+
+func TestVendorVFIOListProfilesCapsCapacityByRemainingFramebuffer(t *testing.T) {
+	t.Parallel()
+
+	// One 48G GPU with a 24Q already assigned: siblings only advertise up to
+	// 24Q, so at most one more 24Q fits despite two free VFs.
+	remaining := "ID    : vGPU Name\n1147  : NVIDIA L40S-1Q\n1153  : NVIDIA L40S-24Q\n"
+	sysfs := newTestVendorVFIOSysfs(t)
+	sysfs.addVF(t, "0000:82:00.0", "0000:82:00.4", "42", "1153", remaining)
+	sysfs.addVF(t, "0000:82:00.0", "0000:82:00.5", "43", "0", remaining)
+	sysfs.addVF(t, "0000:82:00.0", "0000:82:00.6", "44", "0", remaining)
+
+	vfs, err := sysfs.discoverVFs()
+	require.NoError(t, err)
+	profiles, err := sysfs.listProfiles(vfs)
+	require.NoError(t, err)
+	assert.Equal(t, 1, profileAvailability(profiles, "NVIDIA L40S-24Q"))
+	assert.Equal(t, 2, profileAvailability(profiles, "NVIDIA L40S-1Q"),
+		"framebuffer allows more 1Q instances than free VFs, so the VF count caps it")
 }
 
 func TestVendorVFIOCreateReportsCapacityWhenAllGPUsFull(t *testing.T) {
diff --git a/lib/oapi/oapi.go b/lib/oapi/oapi.go
index 44930346..bd0f0453 100644
--- a/lib/oapi/oapi.go
+++ b/lib/oapi/oapi.go
@@ -833,7 +833,7 @@ type GPUConfig struct {
 
 // GPUProfile Available vGPU profile
 type GPUProfile struct {
-	// Available Number of virtual functions currently able to create this profile. Best-effort: creating an instance may reduce availability on sibling functions sharing GPU framebuffer.
+	// Available Conservative estimate of instances concurrently creatable with this profile across all GPUs, bounded per GPU by free virtual functions and remaining framebuffer. Best-effort: recomputed from driver state on each query.
 	Available int `json:"available"`
 
 	// FramebufferMb Frame buffer size in MB
@@ -17703,227 +17703,228 @@ var swaggerSpec = []string{
 	"5X0QHXJteppte5Lh5G4ovizYMPM15C/BKSxoSPoIdhdEPTmEj8pOO1M8SUiY+X/6Q2ZD/bOfpLlB0R8a",
 	"OqgZoQJxQae03HHZwXaXUYvXYUXHTTdmx+KHTVFIMrvw8W16kyU+MUGABryomKRqF6HT7ZxlgHdWEpVJ",
 	"8zYDDaxRJI/CrQ3x1en768YeJoJPqA91FWIh7FNrmbmovN93Bme9zf8yEbaa30BFo8zET8Q8rODT2ffb",
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-	"q8YLJEiYan4wQ6ERVeCtlnQcwabMetUavv5FT2gicEzG6WRCRDlV95lPeS68PYo93ryX+jkyL2S5wifP",
-	"ywq0VtTbmumnJW4AO32CA8qm662X2+MBrEyjW1i+j37+eGshz5qyxTUpM1g0kyjeR68zUEBNaonysCiP",
-	"a7CSkN2Uu3E6W0ga4Mi0aBB9KCt69GA3tFbJT/MPre/To5j7sSTdzkNr82mSwr4/e9s7fvNhIw7JvFsa",
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-	"MgD1CLooKS2l/r1AhRJ/73l3DKBvNHR7Bh1WfbSlDe41VstFCIw/pzC9Uqe+rWLSLupKVR3IlV+UF5pf",
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+	"5jcWGRsFqVQ8dmt/fITWoBLElDC9FlrVn4Ammwg+p6GpcJ4Tdc4jQ9XNBoJe1++qlYqsjIczLszgHkSH",
+	"aXMgTT/RpCwWTOhCZ78zpgzD4FZiJJf3lEmo0v1hymyRMbdGbhQ/jjBr+a05Y0dzIlQlskRUnBu4vfUf",
+	"x9xjPuaKganuTCuddu1KLLeLVW0ZQnoXILxZHPP9uq0/fDvhlVQ+yshK6zqfZwZpk9v822LBwf2dD/ft",
+	"Lv/wiMPxXxFnfBdc5dCAbtHHML/zAEcoJHMS8QSqL5t3O91OKqLOfmemVLK/sRHp92Zcqv2dZ0+2O18+",
+	"fvm/AQAA//9dup1U9LgBAA==",
 }
 
 // GetSwagger returns the content of the embedded swagger specification file
diff --git a/lib/resources/monitoring.go b/lib/resources/monitoring.go
index dc6992a2..1aef5a2b 100644
--- a/lib/resources/monitoring.go
+++ b/lib/resources/monitoring.go
@@ -203,7 +203,7 @@ func newMonitoringMetrics(meter metric.Meter, mgr *Manager) error {
 
 	gpuProfileSlots, err := meter.Int64ObservableGauge(
 		"hypeman_resources_gpu_profile_slots",
-		metric.WithDescription("Virtual functions able to create each vGPU profile (best-effort snapshot)"),
+		metric.WithDescription("Estimated concurrently creatable instances per vGPU profile (best-effort snapshot)"),
 	)
 	if err != nil {
 		return err
diff --git a/openapi.yaml b/openapi.yaml
index 23ec8574..4e2e34f0 100644
--- a/openapi.yaml
+++ b/openapi.yaml
@@ -1566,7 +1566,7 @@ components:
           example: 1024
         available:
           type: integer
-          description: "Number of virtual functions currently able to create this profile. Best-effort: creating an instance may reduce availability on sibling functions sharing GPU framebuffer."
+          description: "Conservative estimate of instances concurrently creatable with this profile across all GPUs, bounded per GPU by free virtual functions and remaining framebuffer. Best-effort: recomputed from driver state on each query."
           example: 59
     
     PassthroughDevice: