diff --git a/option/ccm.go b/option/ccm.go
index ae80cc64b..dd55a4ba4 100644
--- a/option/ccm.go
+++ b/option/ccm.go
@@ -86,6 +86,8 @@ type CCMDefaultCredentialOptions struct {
 	Detour         string `json:"detour,omitempty"`
 	Reserve5h      uint8  `json:"reserve_5h"`
 	ReserveWeekly  uint8  `json:"reserve_weekly"`
+	Limit5h        uint8  `json:"limit_5h,omitempty"`
+	LimitWeekly    uint8  `json:"limit_weekly,omitempty"`
 }
 
 type CCMBalancerCredentialOptions struct {
diff --git a/option/ocm.go b/option/ocm.go
index 20cafee12..e508abae7 100644
--- a/option/ocm.go
+++ b/option/ocm.go
@@ -86,6 +86,8 @@ type OCMDefaultCredentialOptions struct {
 	Detour         string `json:"detour,omitempty"`
 	Reserve5h      uint8  `json:"reserve_5h"`
 	ReserveWeekly  uint8  `json:"reserve_weekly"`
+	Limit5h        uint8  `json:"limit_5h,omitempty"`
+	LimitWeekly    uint8  `json:"limit_weekly,omitempty"`
 }
 
 type OCMBalancerCredentialOptions struct {
diff --git a/service/ccm/credential_external.go b/service/ccm/credential_external.go
index 8a550719b..74ce6617e 100644
--- a/service/ccm/credential_external.go
+++ b/service/ccm/credential_external.go
@@ -271,6 +271,14 @@ func (c *externalCredential) weeklyUtilization() float64 {
 	return c.state.weeklyUtilization
 }
 
+func (c *externalCredential) fiveHourCap() float64 {
+	return 100
+}
+
+func (c *externalCredential) weeklyCap() float64 {
+	return 100
+}
+
 func (c *externalCredential) markRateLimited(resetAt time.Time) {
 	c.logger.Warn("rate limited for ", c.tag, ", reset in ", log.FormatDuration(time.Until(resetAt)))
 	c.stateMutex.Lock()
@@ -397,7 +405,11 @@ func (c *externalCredential) updateStateFromHeaders(headers http.Header) {
 		c.state.lastUpdated = time.Now()
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
@@ -507,7 +519,11 @@ func (c *externalCredential) pollUsage(ctx context.Context) {
 		c.state.hardRateLimited = false
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
diff --git a/service/ccm/credential_state.go b/service/ccm/credential_state.go
index 35fb52dce..d681c222b 100644
--- a/service/ccm/credential_state.go
+++ b/service/ccm/credential_state.go
@@ -89,6 +89,8 @@ type defaultCredential struct {
 	watcherAccess      sync.Mutex
 	reserve5h          uint8
 	reserveWeekly      uint8
+	cap5h              float64
+	capWeekly          float64
 	usageTracker       *AggregatedUsage
 	httpClient         *http.Client
 	logger             log.ContextLogger
@@ -129,6 +131,8 @@ type credential interface {
 	isExternal() bool
 	fiveHourUtilization() float64
 	weeklyUtilization() float64
+	fiveHourCap() float64
+	weeklyCap() float64
 	markRateLimited(resetAt time.Time)
 	earliestReset() time.Time
 	unavailableError() error
@@ -180,6 +184,18 @@ func newDefaultCredential(ctx context.Context, tag string, options option.CCMDef
 	if reserveWeekly == 0 {
 		reserveWeekly = 10
 	}
+	var cap5h float64
+	if options.Limit5h > 0 {
+		cap5h = float64(options.Limit5h)
+	} else {
+		cap5h = float64(100 - reserve5h)
+	}
+	var capWeekly float64
+	if options.LimitWeekly > 0 {
+		capWeekly = float64(options.LimitWeekly)
+	} else {
+		capWeekly = float64(100 - reserveWeekly)
+	}
 	requestContext, cancelRequests := context.WithCancel(context.Background())
 	credential := &defaultCredential{
 		tag:            tag,
@@ -187,6 +203,8 @@ func newDefaultCredential(ctx context.Context, tag string, options option.CCMDef
 		credentialPath: options.CredentialPath,
 		reserve5h:      reserve5h,
 		reserveWeekly:  reserveWeekly,
+		cap5h:          cap5h,
+		capWeekly:      capWeekly,
 		httpClient:     httpClient,
 		logger:         logger,
 		requestContext: requestContext,
@@ -380,7 +398,11 @@ func (c *defaultCredential) updateStateFromHeaders(headers http.Header) {
 		c.state.lastUpdated = time.Now()
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
@@ -429,10 +451,10 @@ func (c *defaultCredential) isUsable() bool {
 }
 
 func (c *defaultCredential) checkReservesLocked() bool {
-	if c.state.fiveHourUtilization >= float64(100-c.reserve5h) {
+	if c.state.fiveHourUtilization >= c.cap5h {
 		return false
 	}
-	if c.state.weeklyUtilization >= float64(100-c.reserveWeekly) {
+	if c.state.weeklyUtilization >= c.capWeekly {
 		return false
 	}
 	return true
@@ -633,7 +655,11 @@ func (c *defaultCredential) pollUsage(ctx context.Context) {
 		c.state.hardRateLimited = false
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
@@ -672,6 +698,14 @@ func (c *defaultCredential) fiveHourUtilization() float64 {
 	return c.state.fiveHourUtilization
 }
 
+func (c *defaultCredential) fiveHourCap() float64 {
+	return c.cap5h
+}
+
+func (c *defaultCredential) weeklyCap() float64 {
+	return c.capWeekly
+}
+
 func (c *defaultCredential) usageTrackerOrNil() *AggregatedUsage {
 	return c.usageTracker
 }
@@ -736,10 +770,12 @@ type credentialProvider interface {
 
 // singleCredentialProvider wraps a single credential (legacy or single default).
 type singleCredentialProvider struct {
-	cred credential
+	cred          credential
+	sessionAccess sync.RWMutex
+	sessions      map[string]time.Time
 }
 
-func (p *singleCredentialProvider) selectCredential(_ string, filter func(credential) bool) (credential, bool, error) {
+func (p *singleCredentialProvider) selectCredential(sessionID string, filter func(credential) bool) (credential, bool, error) {
 	if filter != nil && !filter(p.cred) {
 		return nil, false, E.New("credential ", p.cred.tagName(), " is filtered out")
 	}
@@ -749,7 +785,20 @@ func (p *singleCredentialProvider) selectCredential(_ string, filter func(creden
 	if !p.cred.isUsable() {
 		return nil, false, E.New("credential ", p.cred.tagName(), " is rate-limited")
 	}
-	return p.cred, false, nil
+	var isNew bool
+	if sessionID != "" {
+		p.sessionAccess.Lock()
+		if p.sessions == nil {
+			p.sessions = make(map[string]time.Time)
+		}
+		_, exists := p.sessions[sessionID]
+		if !exists {
+			p.sessions[sessionID] = time.Now()
+			isNew = true
+		}
+		p.sessionAccess.Unlock()
+	}
+	return p.cred, isNew, nil
 }
 
 func (p *singleCredentialProvider) onRateLimited(_ string, cred credential, resetAt time.Time, _ func(credential) bool) credential {
@@ -758,6 +807,15 @@ func (p *singleCredentialProvider) onRateLimited(_ string, cred credential, rese
 }
 
 func (p *singleCredentialProvider) pollIfStale(ctx context.Context) {
+	now := time.Now()
+	p.sessionAccess.Lock()
+	for id, createdAt := range p.sessions {
+		if now.Sub(createdAt) > sessionExpiry {
+			delete(p.sessions, id)
+		}
+	}
+	p.sessionAccess.Unlock()
+
 	if time.Since(p.cred.lastUpdatedTime()) > p.cred.pollBackoff(defaultPollInterval) {
 		p.cred.pollUsage(ctx)
 	}
@@ -861,7 +919,7 @@ func (p *balancerProvider) pickCredential(filter func(credential) bool) credenti
 
 func (p *balancerProvider) pickLeastUsed(filter func(credential) bool) credential {
 	var best credential
-	bestUtilization := float64(101)
+	bestRemaining := float64(-1)
 	for _, cred := range p.credentials {
 		if filter != nil && !filter(cred) {
 			continue
@@ -869,9 +927,9 @@ func (p *balancerProvider) pickLeastUsed(filter func(credential) bool) credentia
 		if !cred.isUsable() {
 			continue
 		}
-		utilization := cred.weeklyUtilization()
-		if utilization < bestUtilization {
-			bestUtilization = utilization
+		remaining := cred.weeklyCap() - cred.weeklyUtilization()
+		if remaining > bestRemaining {
+			bestRemaining = remaining
 			best = cred
 		}
 	}
@@ -1140,6 +1198,18 @@ func validateCCMOptions(options option.CCMServiceOptions) error {
 				if cred.DefaultOptions.ReserveWeekly > 99 {
 					return E.New("credential ", cred.Tag, ": reserve_weekly must be at most 99")
 				}
+				if cred.DefaultOptions.Limit5h > 100 {
+					return E.New("credential ", cred.Tag, ": limit_5h must be at most 100")
+				}
+				if cred.DefaultOptions.LimitWeekly > 100 {
+					return E.New("credential ", cred.Tag, ": limit_weekly must be at most 100")
+				}
+				if cred.DefaultOptions.Reserve5h > 0 && cred.DefaultOptions.Limit5h > 0 {
+					return E.New("credential ", cred.Tag, ": reserve_5h and limit_5h are mutually exclusive")
+				}
+				if cred.DefaultOptions.ReserveWeekly > 0 && cred.DefaultOptions.LimitWeekly > 0 {
+					return E.New("credential ", cred.Tag, ": reserve_weekly and limit_weekly are mutually exclusive")
+				}
 			}
 			if cred.Type == "external" {
 				if cred.ExternalOptions.Token == "" {
diff --git a/service/ccm/service.go b/service/ccm/service.go
index 2e7685e71..6f1500fb8 100644
--- a/service/ccm/service.go
+++ b/service/ccm/service.go
@@ -306,6 +306,15 @@ func isExtendedContextRequest(betaHeader string) bool {
 	return false
 }
 
+func isFastModeRequest(betaHeader string) bool {
+	for _, feature := range strings.Split(betaHeader, ",") {
+		if strings.HasPrefix(strings.TrimSpace(feature), "fast-mode") {
+			return true
+		}
+	}
+	return false
+}
+
 func detectContextWindow(betaHeader string, totalInputTokens int64) int {
 	if totalInputTokens > premiumContextThreshold {
 		if isExtendedContextRequest(betaHeader) {
@@ -414,6 +423,14 @@ func (s *Service) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 		}
 	}
 
+	if isFastModeRequest(anthropicBetaHeader) {
+		if _, isSingle := provider.(*singleCredentialProvider); !isSingle {
+			writeJSONError(w, r, http.StatusBadRequest, "invalid_request_error",
+				"fast mode requests will consume Extra usage, please use a default credential directly")
+			return
+		}
+	}
+
 	var credentialFilter func(credential) bool
 	if userConfig != nil && !userConfig.AllowExternalUsage {
 		credentialFilter = func(c credential) bool { return !c.isExternal() }
@@ -424,13 +441,23 @@ func (s *Service) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 		writeNonRetryableCredentialError(w, r, unavailableCredentialMessage(provider, err.Error()))
 		return
 	}
+	var logParts []any
 	if isNew {
-		if username != "" {
-			s.logger.Debug("assigned credential ", selectedCredential.tagName(), " for session ", sessionID, " by user ", username)
-		} else {
-			s.logger.Debug("assigned credential ", selectedCredential.tagName(), " for session ", sessionID)
-		}
+		logParts = append(logParts, "assigned credential ")
+	} else {
+		logParts = append(logParts, "credential ")
 	}
+	logParts = append(logParts, selectedCredential.tagName())
+	if sessionID != "" {
+		logParts = append(logParts, " for session ", sessionID)
+	}
+	if isNew && username != "" {
+		logParts = append(logParts, " by user ", username)
+	}
+	if requestModel != "" {
+		logParts = append(logParts, ", model=", requestModel)
+	}
+	s.logger.Debug(logParts...)
 
 	if isExtendedContextRequest(anthropicBetaHeader) && selectedCredential.isExternal() {
 		writeJSONError(w, r, http.StatusBadRequest, "invalid_request_error",
@@ -771,8 +798,16 @@ func (s *Service) computeAggregatedUtilization(provider credentialProvider, user
 		if !userConfig.AllowExternalUsage && cred.isExternal() {
 			continue
 		}
-		totalFiveHour += cred.fiveHourUtilization()
-		totalWeekly += cred.weeklyUtilization()
+		scaledFiveHour := cred.fiveHourUtilization() / cred.fiveHourCap() * 100
+		if scaledFiveHour > 100 {
+			scaledFiveHour = 100
+		}
+		scaledWeekly := cred.weeklyUtilization() / cred.weeklyCap() * 100
+		if scaledWeekly > 100 {
+			scaledWeekly = 100
+		}
+		totalFiveHour += scaledFiveHour
+		totalWeekly += scaledWeekly
 		count++
 	}
 	if count == 0 {
diff --git a/service/ocm/credential_external.go b/service/ocm/credential_external.go
index edc369edd..2864c684e 100644
--- a/service/ocm/credential_external.go
+++ b/service/ocm/credential_external.go
@@ -293,6 +293,14 @@ func (c *externalCredential) weeklyUtilization() float64 {
 	return c.state.weeklyUtilization
 }
 
+func (c *externalCredential) fiveHourCap() float64 {
+	return 100
+}
+
+func (c *externalCredential) weeklyCap() float64 {
+	return 100
+}
+
 func (c *externalCredential) markRateLimited(resetAt time.Time) {
 	c.logger.Warn("rate limited for ", c.tag, ", reset in ", log.FormatDuration(time.Until(resetAt)))
 	c.stateMutex.Lock()
@@ -434,7 +442,11 @@ func (c *externalCredential) updateStateFromHeaders(headers http.Header) {
 		c.state.lastUpdated = time.Now()
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
@@ -544,7 +556,11 @@ func (c *externalCredential) pollUsage(ctx context.Context) {
 		c.state.hardRateLimited = false
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
diff --git a/service/ocm/credential_state.go b/service/ocm/credential_state.go
index 2de63b960..b3564d9b0 100644
--- a/service/ocm/credential_state.go
+++ b/service/ocm/credential_state.go
@@ -89,6 +89,8 @@ type defaultCredential struct {
 	watcherAccess      sync.Mutex
 	reserve5h          uint8
 	reserveWeekly      uint8
+	cap5h              float64
+	capWeekly          float64
 	usageTracker       *AggregatedUsage
 	dialer             N.Dialer
 	httpClient         *http.Client
@@ -130,6 +132,8 @@ type credential interface {
 	isExternal() bool
 	fiveHourUtilization() float64
 	weeklyUtilization() float64
+	fiveHourCap() float64
+	weeklyCap() float64
 	markRateLimited(resetAt time.Time)
 	earliestReset() time.Time
 	unavailableError() error
@@ -188,6 +192,18 @@ func newDefaultCredential(ctx context.Context, tag string, options option.OCMDef
 	if reserveWeekly == 0 {
 		reserveWeekly = 10
 	}
+	var cap5h float64
+	if options.Limit5h > 0 {
+		cap5h = float64(options.Limit5h)
+	} else {
+		cap5h = float64(100 - reserve5h)
+	}
+	var capWeekly float64
+	if options.LimitWeekly > 0 {
+		capWeekly = float64(options.LimitWeekly)
+	} else {
+		capWeekly = float64(100 - reserveWeekly)
+	}
 	requestContext, cancelRequests := context.WithCancel(context.Background())
 	credential := &defaultCredential{
 		tag:            tag,
@@ -195,6 +211,8 @@ func newDefaultCredential(ctx context.Context, tag string, options option.OCMDef
 		credentialPath: options.CredentialPath,
 		reserve5h:      reserve5h,
 		reserveWeekly:  reserveWeekly,
+		cap5h:          cap5h,
+		capWeekly:      capWeekly,
 		dialer:         credentialDialer,
 		httpClient:     httpClient,
 		logger:         logger,
@@ -397,7 +415,11 @@ func (c *defaultCredential) updateStateFromHeaders(headers http.Header) {
 		c.state.lastUpdated = time.Now()
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("usage update for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
@@ -446,10 +468,10 @@ func (c *defaultCredential) isUsable() bool {
 }
 
 func (c *defaultCredential) checkReservesLocked() bool {
-	if c.state.fiveHourUtilization >= float64(100-c.reserve5h) {
+	if c.state.fiveHourUtilization >= c.cap5h {
 		return false
 	}
-	if c.state.weeklyUtilization >= float64(100-c.reserveWeekly) {
+	if c.state.weeklyUtilization >= c.capWeekly {
 		return false
 	}
 	return true
@@ -671,7 +693,11 @@ func (c *defaultCredential) pollUsage(ctx context.Context) {
 		c.state.hardRateLimited = false
 	}
 	if isFirstUpdate || int(c.state.fiveHourUtilization*100) != int(oldFiveHour*100) || int(c.state.weeklyUtilization*100) != int(oldWeekly*100) {
-		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%")
+		resetSuffix := ""
+		if !c.state.weeklyReset.IsZero() {
+			resetSuffix = ", resets=" + log.FormatDuration(time.Until(c.state.weeklyReset))
+		}
+		c.logger.Debug("poll usage for ", c.tag, ": 5h=", c.state.fiveHourUtilization, "%, weekly=", c.state.weeklyUtilization, "%", resetSuffix)
 	}
 	shouldInterrupt := c.checkTransitionLocked()
 	c.stateMutex.Unlock()
@@ -714,6 +740,14 @@ func (c *defaultCredential) fiveHourUtilization() float64 {
 	return c.state.fiveHourUtilization
 }
 
+func (c *defaultCredential) fiveHourCap() float64 {
+	return c.cap5h
+}
+
+func (c *defaultCredential) weeklyCap() float64 {
+	return c.capWeekly
+}
+
 func (c *defaultCredential) usageTrackerOrNil() *AggregatedUsage {
 	return c.usageTracker
 }
@@ -796,10 +830,12 @@ type credentialProvider interface {
 }
 
 type singleCredentialProvider struct {
-	cred credential
+	cred          credential
+	sessionAccess sync.RWMutex
+	sessions      map[string]time.Time
 }
 
-func (p *singleCredentialProvider) selectCredential(_ string, filter func(credential) bool) (credential, bool, error) {
+func (p *singleCredentialProvider) selectCredential(sessionID string, filter func(credential) bool) (credential, bool, error) {
 	if filter != nil && !filter(p.cred) {
 		return nil, false, E.New("credential ", p.cred.tagName(), " is filtered out")
 	}
@@ -809,7 +845,20 @@ func (p *singleCredentialProvider) selectCredential(_ string, filter func(creden
 	if !p.cred.isUsable() {
 		return nil, false, E.New("credential ", p.cred.tagName(), " is rate-limited")
 	}
-	return p.cred, false, nil
+	var isNew bool
+	if sessionID != "" {
+		p.sessionAccess.Lock()
+		if p.sessions == nil {
+			p.sessions = make(map[string]time.Time)
+		}
+		_, exists := p.sessions[sessionID]
+		if !exists {
+			p.sessions[sessionID] = time.Now()
+			isNew = true
+		}
+		p.sessionAccess.Unlock()
+	}
+	return p.cred, isNew, nil
 }
 
 func (p *singleCredentialProvider) onRateLimited(_ string, cred credential, resetAt time.Time, _ func(credential) bool) credential {
@@ -818,6 +867,15 @@ func (p *singleCredentialProvider) onRateLimited(_ string, cred credential, rese
 }
 
 func (p *singleCredentialProvider) pollIfStale(ctx context.Context) {
+	now := time.Now()
+	p.sessionAccess.Lock()
+	for id, createdAt := range p.sessions {
+		if now.Sub(createdAt) > sessionExpiry {
+			delete(p.sessions, id)
+		}
+	}
+	p.sessionAccess.Unlock()
+
 	if time.Since(p.cred.lastUpdatedTime()) > p.cred.pollBackoff(defaultPollInterval) {
 		p.cred.pollUsage(ctx)
 	}
@@ -924,7 +982,7 @@ func (p *balancerProvider) pickCredential(filter func(credential) bool) credenti
 
 func (p *balancerProvider) pickLeastUsed(filter func(credential) bool) credential {
 	var best credential
-	bestUtilization := float64(101)
+	bestRemaining := float64(-1)
 	for _, cred := range p.credentials {
 		if filter != nil && !filter(cred) {
 			continue
@@ -935,9 +993,9 @@ func (p *balancerProvider) pickLeastUsed(filter func(credential) bool) credentia
 		if !cred.isUsable() {
 			continue
 		}
-		utilization := cred.weeklyUtilization()
-		if utilization < bestUtilization {
-			bestUtilization = utilization
+		remaining := cred.weeklyCap() - cred.weeklyUtilization()
+		if remaining > bestRemaining {
+			bestRemaining = remaining
 			best = cred
 		}
 	}
@@ -1207,6 +1265,18 @@ func validateOCMOptions(options option.OCMServiceOptions) error {
 				if cred.DefaultOptions.ReserveWeekly > 99 {
 					return E.New("credential ", cred.Tag, ": reserve_weekly must be at most 99")
 				}
+				if cred.DefaultOptions.Limit5h > 100 {
+					return E.New("credential ", cred.Tag, ": limit_5h must be at most 100")
+				}
+				if cred.DefaultOptions.LimitWeekly > 100 {
+					return E.New("credential ", cred.Tag, ": limit_weekly must be at most 100")
+				}
+				if cred.DefaultOptions.Reserve5h > 0 && cred.DefaultOptions.Limit5h > 0 {
+					return E.New("credential ", cred.Tag, ": reserve_5h and limit_5h are mutually exclusive")
+				}
+				if cred.DefaultOptions.ReserveWeekly > 0 && cred.DefaultOptions.LimitWeekly > 0 {
+					return E.New("credential ", cred.Tag, ": reserve_weekly and limit_weekly are mutually exclusive")
+				}
 			}
 			if cred.Type == "external" {
 				if cred.ExternalOptions.Token == "" {
diff --git a/service/ocm/service.go b/service/ocm/service.go
index 3868725ff..751d03f2b 100644
--- a/service/ocm/service.go
+++ b/service/ocm/service.go
@@ -435,13 +435,6 @@ func (s *Service) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 		writeNonRetryableCredentialError(w, unavailableCredentialMessage(provider, err.Error()))
 		return
 	}
-	if isNew {
-		if username != "" {
-			s.logger.Debug("assigned credential ", selectedCredential.tagName(), " for session ", sessionID, " by user ", username)
-		} else {
-			s.logger.Debug("assigned credential ", selectedCredential.tagName(), " for session ", sessionID)
-		}
-	}
 
 	if strings.EqualFold(r.Header.Get("Upgrade"), "websocket") && strings.HasPrefix(path, "/v1/responses") {
 		s.handleWebSocket(w, r, path, username, sessionID, userConfig, provider, selectedCredential, credentialFilter)
@@ -465,6 +458,7 @@ func (s *Service) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 	// Read body for model extraction and retry buffer when JSON replay is useful.
 	var bodyBytes []byte
 	var requestModel string
+	var requestServiceTier string
 	if r.Body != nil && (shouldTrackUsage || canRetryRequest) {
 		mediaType, _, parseErr := mime.ParseMediaType(r.Header.Get("Content-Type"))
 		isJSONRequest := parseErr == nil && (mediaType == "application/json" || strings.HasSuffix(mediaType, "+json"))
@@ -476,15 +470,38 @@ func (s *Service) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 				return
 			}
 			var request struct {
-				Model string `json:"model"`
+				Model       string `json:"model"`
+				ServiceTier string `json:"service_tier"`
 			}
 			if json.Unmarshal(bodyBytes, &request) == nil {
 				requestModel = request.Model
+				requestServiceTier = request.ServiceTier
 			}
 			r.Body = io.NopCloser(bytes.NewReader(bodyBytes))
 		}
 	}
 
+	var logParts []any
+	if isNew {
+		logParts = append(logParts, "assigned credential ")
+	} else {
+		logParts = append(logParts, "credential ")
+	}
+	logParts = append(logParts, selectedCredential.tagName())
+	if sessionID != "" {
+		logParts = append(logParts, " for session ", sessionID)
+	}
+	if isNew && username != "" {
+		logParts = append(logParts, " by user ", username)
+	}
+	if requestModel != "" {
+		logParts = append(logParts, ", model=", requestModel)
+	}
+	if requestServiceTier == "priority" {
+		logParts = append(logParts, ", fast")
+	}
+	s.logger.Debug(logParts...)
+
 	requestContext := selectedCredential.wrapRequestContext(r.Context())
 	defer func() {
 		requestContext.cancelRequest()
@@ -841,8 +858,16 @@ func (s *Service) computeAggregatedUtilization(provider credentialProvider, user
 		if !userConfig.AllowExternalUsage && cred.isExternal() {
 			continue
 		}
-		totalFiveHour += cred.fiveHourUtilization()
-		totalWeekly += cred.weeklyUtilization()
+		scaledFiveHour := cred.fiveHourUtilization() / cred.fiveHourCap() * 100
+		if scaledFiveHour > 100 {
+			scaledFiveHour = 100
+		}
+		scaledWeekly := cred.weeklyUtilization() / cred.weeklyCap() * 100
+		if scaledWeekly > 100 {
+			scaledWeekly = 100
+		}
+		totalFiveHour += scaledFiveHour
+		totalWeekly += scaledWeekly
 		count++
 	}
 	if count == 0 {