diff --git a/backend/internal/service/openai_gateway_record_usage_test.go b/backend/internal/service/openai_gateway_record_usage_test.go
index b65f55c71c..8b6497a2cb 100644
--- a/backend/internal/service/openai_gateway_record_usage_test.go
+++ b/backend/internal/service/openai_gateway_record_usage_test.go
@@ -3071,6 +3071,77 @@ func TestOpenAIGatewayServiceRecordUsage_ShadowUsesParentCredentialTierContract(
 	require.InDelta(t, fastCost.TotalCost, usageRepo.lastLog.TotalCost, 1e-10)
 }
 
+func TestOpenAIGatewayServiceRecordUsage_FreeOpenAIFastChargesStandard(t *testing.T) {
+	usageRepo := &openAIRecordUsageLogRepoStub{inserted: true}
+	svc := newOpenAIRecordUsageServiceForTest(
+		usageRepo,
+		&openAIRecordUsageUserRepoStub{},
+		&openAIRecordUsageSubRepoStub{},
+		nil,
+	)
+	svc.resolver = NewModelPricingResolver(nil, svc.billingService)
+	groupID := int64(77)
+	serviceTier := "priority"
+	tokens := UsageTokens{InputTokens: 100, OutputTokens: 50}
+	inputPrice := 0.001
+	outputPrice := 0.002
+	fastMultiplier := 3.0
+	apiKey := &APIKey{
+		ID:      1020,
+		GroupID: &groupID,
+		Group: &Group{
+			ID: groupID, Platform: PlatformOpenAI, Status: StatusActive,
+			Hydrated: true, RateMultiplier: 0.5, FreeOpenAIFast: true,
+			ModelPricing: []ChannelModelPricing{{
+				Models:         []string{"gpt-5.6-sol"},
+				BillingMode:    BillingModeToken,
+				InputPrice:     &inputPrice,
+				OutputPrice:    &outputPrice,
+				FastMultiplier: &fastMultiplier,
+			}},
+		},
+	}
+
+	err := svc.RecordUsage(context.Background(), &OpenAIRecordUsageInput{
+		Result: &OpenAIForwardResult{
+			RequestID:                   "resp_free_fast",
+			ServiceTier:                 &serviceTier,
+			UpstreamResponseServiceTier: "default",
+			Usage:                       OpenAIUsage{InputTokens: tokens.InputTokens, OutputTokens: tokens.OutputTokens},
+			Model:                       "gpt-5.6-sol",
+			Duration:                    time.Second,
+		},
+		APIKey:  apiKey,
+		User:    &User{ID: 2020},
+		Account: &Account{ID: 3020, Platform: PlatformOpenAI, Type: AccountTypeOAuth},
+	})
+
+	require.NoError(t, err)
+	require.NotNil(t, usageRepo.lastLog)
+	require.NotNil(t, usageRepo.lastLog.ServiceTier)
+	require.Equal(t, "priority", *usageRepo.lastLog.ServiceTier)
+	require.InDelta(t, 0.5, usageRepo.lastLog.RateMultiplier, 1e-12)
+
+	standardTotal := float64(tokens.InputTokens)*inputPrice + float64(tokens.OutputTokens)*outputPrice
+	require.InDelta(t, standardTotal*fastMultiplier, usageRepo.lastLog.TotalCost, 1e-10)
+	require.InDelta(t, standardTotal*0.5, usageRepo.lastLog.ActualCost, 1e-10)
+}
+
+func TestGroupBillsOpenAIFastAtStandardRequiresOpenAIAccount(t *testing.T) {
+	apiKey := &APIKey{Group: &Group{Platform: PlatformComposite, FreeOpenAIFast: true}}
+
+	require.True(t, groupBillsOpenAIFastAtStandard(
+		apiKey,
+		&Account{Platform: PlatformOpenAI, Type: AccountTypeOAuth},
+		"priority",
+	))
+	require.False(t, groupBillsOpenAIFastAtStandard(
+		apiKey,
+		&Account{Platform: PlatformGrok, Type: AccountTypeAPIKey},
+		"priority",
+	))
+}
+
 func TestOpenAIGatewayServiceRecordUsage_ServiceTierNeverRaisedByUpstreamResponse(t *testing.T) {
 	usageRepo := &openAIRecordUsageLogRepoStub{inserted: true}
 	userRepo := &openAIRecordUsageUserRepoStub{}
diff --git a/backend/internal/service/openai_gateway_usage.go b/backend/internal/service/openai_gateway_usage.go
index 6fb688353a..cb998b55fa 100644
--- a/backend/internal/service/openai_gateway_usage.go
+++ b/backend/internal/service/openai_gateway_usage.go
@@ -132,6 +132,24 @@ func openAIUsagePricingAt(input *OpenAIRecordUsageInput) time.Time {
 	return timezone.Now()
 }
 
+func groupBillsOpenAIFastAtStandard(apiKey *APIKey, account *Account, serviceTier string) bool {
+	if apiKey == nil || apiKey.Group == nil || !apiKey.Group.FreeOpenAIFast {
+		return false
+	}
+	if account == nil || !account.IsOpenAI() {
+		return false
+	}
+	if !groupSupportsOpenAIFast(apiKey.Group.Platform) {
+		return false
+	}
+	switch normalizeBillingServiceTier(serviceTier) {
+	case "priority", "fast":
+		return true
+	default:
+		return false
+	}
+}
+
 // RecordUsage records usage and deducts balance
 func (s *OpenAIGatewayService) RecordUsage(ctx context.Context, input *OpenAIRecordUsageInput) error {
 	if input == nil {
@@ -277,6 +295,32 @@ func (s *OpenAIGatewayService) RecordUsage(ctx context.Context, input *OpenAIRec
 		}
 	}
 
+	// Free Fast changes only the customer charge. Keep priority TotalCost and
+	// service_tier for upstream accounting, but evaluate ActualCost once more at
+	// the Standard tier using the same channel, peak, and long-context policy.
+	if groupBillsOpenAIFastAtStandard(apiKey, billingAccount, serviceTier) {
+		standardCost, standardErr := s.calculateOpenAIRecordUsageCost(
+			ctx,
+			result,
+			apiKey,
+			billingModels,
+			multiplier,
+			imageMultiplier,
+			videoMultiplier,
+			baseMultiplier,
+			tokens,
+			"",
+			longContextBillingGate,
+			pricingAt,
+		)
+		if standardErr != nil {
+			return standardErr
+		}
+		if cost != nil && standardCost != nil {
+			cost.ActualCost = standardCost.ActualCost
+		}
+	}
+
 	// Determine billing type
 	isSubscriptionBilling := subscription != nil && apiKey.Group != nil && apiKey.Group.IsSubscriptionType()
 	billingType := BillingTypeBalance