refactor(ai): update AI gateway and cost management features

- Refactored AI gateway to utilize new cost management structures for usage tracking. - Replaced deprecated token extraction methods with a unified cost parsing approach. - Enhanced usage fallback mechanisms and introduced detailed usage metrics in responses. - Added new metering functionality to record AI usage and costs effectively. - Updated tests to reflect changes in usage parsing and cost calculations. - Introduced new API endpoints for retrieving AI usage summaries and pricing information.
2026-06-16 10:46:33 +02:00 · 2026-06-16 10:46:33 +02:00 · 3978622050
commit 3978622050
parent 71b716edba
29 changed files with 1993 additions and 203 deletions
--- a/internal/ai/cost/fingerprint.go
+++ b/internal/ai/cost/fingerprint.go
@ -0,0 +1,18 @@
+package cost
+
+import (
+	"crypto/sha256"
+	"encoding/hex"
+	"strings"
+)
+
+// KeyFingerprint returns a stable short hash for grouping usage by API key.
+func KeyFingerprint(providerID, apiKey string) string {
+	providerID = strings.TrimSpace(providerID)
+	apiKey = strings.TrimSpace(apiKey)
+	if apiKey == "" {
+		return providerID + ":none"
+	}
+	sum := sha256.Sum256([]byte(providerID + ":" + apiKey))
+	return hex.EncodeToString(sum[:8])
+}
--- a/internal/ai/cost/meter.go
+++ b/internal/ai/cost/meter.go
@ -0,0 +1,149 @@
+package cost
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/jackc/pgx/v5"
+	"github.com/jackc/pgx/v5/pgxpool"
+)
+
+const (
+	BillingScopeOrg  = "org"
+	BillingScopeUser = "user"
+)
+
+type RecordInput struct {
+	ExternalUserID         string
+	Feature                string
+	ModelID                string
+	ProviderID             string
+	BillingScope           string
+	ProviderKeyFingerprint string
+	Usage                  UsageDetail
+	RequestID              string
+}
+
+type Meter struct {
+	db      *pgxpool.Pool
+	pricing *PricingStore
+}
+
+func NewMeter(db *pgxpool.Pool) *Meter {
+	return &Meter{db: db, pricing: NewPricingStore(db)}
+}
+
+func (m *Meter) RecordUsage(ctx context.Context, in RecordInput) error {
+	if m.db == nil {
+		return nil
+	}
+	userID, err := m.resolveUserID(ctx, in.ExternalUserID)
+	if err != nil {
+		return err
+	}
+
+	price, found := m.pricing.LookupPrice(ctx, in.ModelID)
+	cost, estimated := ComputeCostMicroEUR(in.Usage, price, found)
+
+	tx, err := m.db.Begin(ctx)
+	if err != nil {
+		return err
+	}
+	defer tx.Rollback(ctx)
+
+	_, err = tx.Exec(ctx, `
+		INSERT INTO ai_usage_events (
+			user_id, feature, model_id, provider_id, billing_scope,
+			provider_key_fingerprint, prompt_tokens, completion_tokens,
+			cached_input_tokens, reasoning_tokens, cost_micro_eur, estimated, request_id
+		) VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13)
+	`, userID, in.Feature, in.ModelID, in.ProviderID, in.BillingScope,
+		in.ProviderKeyFingerprint, in.Usage.PromptTokens, in.Usage.CompletionTokens,
+		in.Usage.CachedInputTokens, in.Usage.ReasoningTokens, cost, estimated, nullStr(in.RequestID))
+	if err != nil {
+		return err
+	}
+
+	today := time.Now().UTC().Truncate(24 * time.Hour)
+	month := time.Date(today.Year(), today.Month(), 1, 0, 0, 0, 0, time.UTC)
+	tokens := int64(in.Usage.TotalTokens)
+	orgCost := int64(0)
+	userCost := int64(0)
+	if in.BillingScope == BillingScopeOrg {
+		orgCost = cost
+	} else {
+		userCost = cost
+	}
+
+	_, err = tx.Exec(ctx, `
+		INSERT INTO ai_usage_daily (user_id, usage_date, requests, tokens, cost_micro_eur_org, cost_micro_eur_user)
+		VALUES ($1, $2, 1, $3, $4, $5)
+		ON CONFLICT (user_id, usage_date) DO UPDATE SET
+			requests = ai_usage_daily.requests + 1,
+			tokens = ai_usage_daily.tokens + EXCLUDED.tokens,
+			cost_micro_eur_org = ai_usage_daily.cost_micro_eur_org + EXCLUDED.cost_micro_eur_org,
+			cost_micro_eur_user = ai_usage_daily.cost_micro_eur_user + EXCLUDED.cost_micro_eur_user
+	`, userID, today, tokens, orgCost, userCost)
+	if err != nil {
+		return err
+	}
+
+	_, err = tx.Exec(ctx, `
+		INSERT INTO ai_usage_monthly (user_id, usage_month, tokens, cost_micro_eur_org, cost_micro_eur_user)
+		VALUES ($1, $2, $3, $4, $5)
+		ON CONFLICT (user_id, usage_month) DO UPDATE SET
+			tokens = ai_usage_monthly.tokens + EXCLUDED.tokens,
+			cost_micro_eur_org = ai_usage_monthly.cost_micro_eur_org + EXCLUDED.cost_micro_eur_org,
+			cost_micro_eur_user = ai_usage_monthly.cost_micro_eur_user + EXCLUDED.cost_micro_eur_user
+	`, userID, month, tokens, orgCost, userCost)
+	if err != nil {
+		return err
+	}
+
+	_, err = tx.Exec(ctx, `
+		INSERT INTO ai_org_usage_daily (usage_date, cost_micro_eur_org, cost_micro_eur_user, requests)
+		VALUES ($1, $2, $3, 1)
+		ON CONFLICT (usage_date) DO UPDATE SET
+			cost_micro_eur_org = ai_org_usage_daily.cost_micro_eur_org + EXCLUDED.cost_micro_eur_org,
+			cost_micro_eur_user = ai_org_usage_daily.cost_micro_eur_user + EXCLUDED.cost_micro_eur_user,
+			requests = ai_org_usage_daily.requests + 1
+	`, today, orgCost, userCost)
+	if err != nil {
+		return err
+	}
+
+	_, err = tx.Exec(ctx, `
+		INSERT INTO ai_org_usage_monthly (usage_month, cost_micro_eur_org, cost_micro_eur_user)
+		VALUES ($1, $2, $3)
+		ON CONFLICT (usage_month) DO UPDATE SET
+			cost_micro_eur_org = ai_org_usage_monthly.cost_micro_eur_org + EXCLUDED.cost_micro_eur_org,
+			cost_micro_eur_user = ai_org_usage_monthly.cost_micro_eur_user + EXCLUDED.cost_micro_eur_user
+	`, month, orgCost, userCost)
+	if err != nil {
+		return err
+	}
+
+	return tx.Commit(ctx)
+}
+
+func (m *Meter) resolveUserID(ctx context.Context, externalUserID string) (string, error) {
+	var userID string
+	err := m.db.QueryRow(ctx, `
+		SELECT id::text FROM users WHERE external_id = $1
+	`, externalUserID).Scan(&userID)
+	if err != nil {
+		if err == pgx.ErrNoRows {
+			return "", fmt.Errorf("user not found")
+		}
+		return "", err
+	}
+	return userID, nil
+}
+
+func nullStr(s string) *string {
+	if s == "" {
+		return nil
+	}
+	return &s
+}
--- a/internal/ai/cost/parse.go
+++ b/internal/ai/cost/parse.go
@ -0,0 +1,65 @@
+package cost
+
+import "encoding/json"
+
+type usagePayload struct {
+	PromptTokens     int `json:"prompt_tokens"`
+	CompletionTokens int `json:"completion_tokens"`
+	TotalTokens      int `json:"total_tokens"`
+	PromptTokensDetails *struct {
+		CachedTokens int `json:"cached_tokens"`
+	} `json:"prompt_tokens_details,omitempty"`
+	CompletionTokensDetails *struct {
+		ReasoningTokens int `json:"reasoning_tokens"`
+	} `json:"completion_tokens_details,omitempty"`
+}
+
+type chatCompletionResponse struct {
+	Usage *usagePayload `json:"usage,omitempty"`
+}
+
+// ParseUsage extracts token details from an OpenAI-compatible chat completion payload.
+func ParseUsage(payload []byte) UsageDetail {
+	var parsed chatCompletionResponse
+	if err := json.Unmarshal(payload, &parsed); err != nil || parsed.Usage == nil {
+		return UsageDetail{TotalTokens: 1}
+	}
+	return usageFromPayload(parsed.Usage)
+}
+
+func usageFromPayload(u *usagePayload) UsageDetail {
+	if u == nil {
+		return UsageDetail{TotalTokens: 1}
+	}
+	detail := UsageDetail{
+		PromptTokens:     u.PromptTokens,
+		CompletionTokens: u.CompletionTokens,
+		TotalTokens:      u.TotalTokens,
+	}
+	if u.PromptTokensDetails != nil {
+		detail.CachedInputTokens = u.PromptTokensDetails.CachedTokens
+	}
+	if u.CompletionTokensDetails != nil {
+		detail.ReasoningTokens = u.CompletionTokensDetails.ReasoningTokens
+	}
+	if detail.TotalTokens == 0 {
+		detail.TotalTokens = detail.PromptTokens + detail.CompletionTokens
+	}
+	if detail.TotalTokens == 0 {
+		detail.TotalTokens = 1
+	}
+	return detail
+}
+
+// MergeStreamUsage keeps the latest non-zero usage from streaming chunks.
+func MergeStreamUsage(acc UsageDetail, chunk []byte) UsageDetail {
+	var parsed chatCompletionResponse
+	if err := json.Unmarshal(chunk, &parsed); err != nil || parsed.Usage == nil {
+		return acc
+	}
+	next := usageFromPayload(parsed.Usage)
+	if next.TotalTokens == 0 && next.PromptTokens == 0 && next.CompletionTokens == 0 {
+		return acc
+	}
+	return next
+}
--- a/internal/ai/cost/parse_test.go
+++ b/internal/ai/cost/parse_test.go
@ -0,0 +1,72 @@
+package cost
+
+import "testing"
+
+func TestParseUsageOpenAI(t *testing.T) {
+	payload := []byte(`{
+		"usage": {
+			"prompt_tokens": 1200,
+			"completion_tokens": 340,
+			"total_tokens": 1540,
+			"prompt_tokens_details": {"cached_tokens": 800},
+			"completion_tokens_details": {"reasoning_tokens": 50}
+		}
+	}`)
+	u := ParseUsage(payload)
+	if u.PromptTokens != 1200 || u.CompletionTokens != 340 {
+		t.Fatalf("unexpected tokens: %+v", u)
+	}
+	if u.CachedInputTokens != 800 || u.ReasoningTokens != 50 {
+		t.Fatalf("unexpected details: %+v", u)
+	}
+}
+
+func TestParseUsageFallback(t *testing.T) {
+	u := ParseUsage([]byte(`{"choices":[]}`))
+	if u.TotalTokens != 1 {
+		t.Fatalf("expected fallback 1, got %d", u.TotalTokens)
+	}
+}
+
+func TestComputeCostMicroEUR(t *testing.T) {
+	price := ModelPrice{
+		InputMicroEURPerMTok:  1_000_000,
+		OutputMicroEURPerMTok: 2_000_000,
+	}
+	usage := UsageDetail{
+		PromptTokens:     1000,
+		CompletionTokens: 500,
+		CachedInputTokens: 200,
+		TotalTokens:      1500,
+	}
+	cost, estimated := ComputeCostMicroEUR(usage, price, true)
+	if estimated {
+		t.Fatal("should not be estimated when price found")
+	}
+	// uncached 800 * 1 + cached 200 * 0.5 + output 500 * 2 = 800+100+1000 = 1900 micro (cached uses half input)
+	if cost < 1800 || cost > 2000 {
+		t.Fatalf("unexpected cost %d", cost)
+	}
+}
+
+func TestComputeCostUnknownModel(t *testing.T) {
+	usage := UsageDetail{TotalTokens: 1_000_000}
+	cost, estimated := ComputeCostMicroEUR(usage, ModelPrice{}, false)
+	if !estimated {
+		t.Fatal("expected estimated")
+	}
+	if cost != fallbackInputMicroEURPerMTok {
+		t.Fatalf("expected fallback cost %d, got %d", fallbackInputMicroEURPerMTok, cost)
+	}
+}
+
+func TestMergeStreamUsage(t *testing.T) {
+	acc := UsageDetail{}
+	chunk1 := []byte(`{"usage":{"prompt_tokens":10,"completion_tokens":0,"total_tokens":10}}`)
+	chunk2 := []byte(`{"usage":{"prompt_tokens":100,"completion_tokens":40,"total_tokens":140}}`)
+	acc = MergeStreamUsage(acc, chunk1)
+	acc = MergeStreamUsage(acc, chunk2)
+	if acc.TotalTokens != 140 {
+		t.Fatalf("expected 140, got %d", acc.TotalTokens)
+	}
+}
--- a/internal/ai/cost/policy.go
+++ b/internal/ai/cost/policy.go
@ -0,0 +1,421 @@
+package cost
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"time"
+
+	"github.com/jackc/pgx/v5"
+	"github.com/jackc/pgx/v5/pgxpool"
+)
+
+var ErrCostLimitExceeded = errors.New("llm cost limit exceeded")
+
+type EffectiveLimits struct {
+	DailyLimitMicroEUR   *int64
+	MonthlyLimitMicroEUR *int64
+	WarnThresholdPct     int
+}
+
+type SpendStatus struct {
+	CostUsedTodayMicroEUR   int64   `json:"cost_used_today_micro_eur"`
+	CostLimitTodayMicroEUR  *int64  `json:"cost_limit_today_micro_eur,omitempty"`
+	CostUsedMonthMicroEUR   int64   `json:"cost_used_month_micro_eur"`
+	CostLimitMonthMicroEUR  *int64  `json:"cost_limit_month_micro_eur,omitempty"`
+	CostRemainingTodayMicroEUR *int64 `json:"cost_remaining_today_micro_eur,omitempty"`
+	CostRemainingMonthMicroEUR *int64 `json:"cost_remaining_month_micro_eur,omitempty"`
+	WarnThresholdPct        int     `json:"warn_threshold_pct"`
+	Currency                string  `json:"currency"`
+	BillingScopeOrg         bool    `json:"billing_scope_org"`
+	ByProviderKeys          []ProviderKeySpend `json:"by_provider_keys,omitempty"`
+
+	// Legacy fields (deprecated)
+	RequestsUsedToday int   `json:"requests_used_today"`
+	RequestsLimit     int   `json:"requests_limit"`
+	TokensUsedMonth   int64 `json:"tokens_used_month"`
+	TokensLimit       int64 `json:"tokens_limit"`
+	RequestsRemaining int   `json:"requests_remaining"`
+	TokensRemaining   int64 `json:"tokens_remaining"`
+}
+
+type ProviderKeySpend struct {
+	Fingerprint       string  `json:"fingerprint"`
+	Label             string  `json:"label"`
+	CostMonthMicroEUR int64   `json:"cost_month_micro_eur"`
+	CostMonthEUR      float64 `json:"cost_month_eur"`
+	BillingScope      string  `json:"billing_scope"`
+}
+
+type PolicyService struct {
+	db *pgxpool.Pool
+}
+
+func NewPolicyService(db *pgxpool.Pool) *PolicyService {
+	return &PolicyService{db: db}
+}
+
+type policyCandidate struct {
+	daily    *int64
+	monthly  *int64
+	warn     int
+	priority int
+}
+
+func (s *PolicyService) ResolveEffectiveLimits(ctx context.Context, userID string) (EffectiveLimits, error) {
+	limits := EffectiveLimits{WarnThresholdPct: 80}
+	if s.db == nil {
+		return limits, nil
+	}
+
+	var candidates []policyCandidate
+
+	// Org policy (priority 0)
+	org, err := s.loadPolicy(ctx, "org", "")
+	if err == nil && org != nil {
+		candidates = append(candidates, policyCandidate{
+			daily: org.daily, monthly: org.monthly, warn: org.warn, priority: 0,
+		})
+	}
+
+	// Group policies (priority 10) — most restrictive wins among groups
+	rows, err := s.db.Query(ctx, `
+		SELECT p.daily_limit_micro_eur, p.monthly_limit_micro_eur, p.warn_threshold_pct
+		FROM ai_cost_policies p
+		JOIN user_group_members ugm ON ugm.group_id = p.scope_id
+		WHERE p.scope_type = 'group' AND ugm.user_id = $1::uuid
+	`, userID)
+	if err == nil {
+		defer rows.Close()
+		for rows.Next() {
+			var c policyCandidate
+			c.priority = 10
+			if err := rows.Scan(&c.daily, &c.monthly, &c.warn); err != nil {
+				continue
+			}
+			candidates = append(candidates, c)
+		}
+	}
+
+	// User policy (priority 20)
+	userPol, err := s.loadPolicy(ctx, "user", userID)
+	if err == nil && userPol != nil {
+		candidates = append(candidates, policyCandidate{
+			daily: userPol.daily, monthly: userPol.monthly, warn: userPol.warn, priority: 20,
+		})
+	}
+
+	if len(candidates) == 0 {
+		return limits, nil
+	}
+
+	// User override wins if present; else merge group+org with most restrictive
+	var userCandidate *policyCandidate
+	var others []policyCandidate
+	for i := range candidates {
+		if candidates[i].priority >= 20 {
+			userCandidate = &candidates[i]
+		} else {
+			others = append(others, candidates[i])
+		}
+	}
+
+	var merged policyCandidate
+	if userCandidate != nil {
+		merged = *userCandidate
+	} else {
+		merged = mergeMostRestrictive(others)
+	}
+
+	limits.DailyLimitMicroEUR = merged.daily
+	limits.MonthlyLimitMicroEUR = merged.monthly
+	if merged.warn > 0 {
+		limits.WarnThresholdPct = merged.warn
+	}
+	return limits, nil
+}
+
+type policyRow struct {
+	daily *int64
+	monthly *int64
+	warn int
+}
+
+func (s *PolicyService) loadPolicy(ctx context.Context, scopeType, scopeID string) (*policyRow, error) {
+	var daily, monthly *int64
+	var warn int
+	var err error
+	if scopeType == "org" {
+		err = s.db.QueryRow(ctx, `
+			SELECT daily_limit_micro_eur, monthly_limit_micro_eur, warn_threshold_pct
+			FROM ai_cost_policies WHERE scope_type = 'org' LIMIT 1
+		`).Scan(&daily, &monthly, &warn)
+	} else {
+		err = s.db.QueryRow(ctx, `
+			SELECT daily_limit_micro_eur, monthly_limit_micro_eur, warn_threshold_pct
+			FROM ai_cost_policies WHERE scope_type = $1 AND scope_id = $2::uuid
+		`, scopeType, scopeID).Scan(&daily, &monthly, &warn)
+	}
+	if err != nil {
+		if err == pgx.ErrNoRows {
+			return nil, nil
+		}
+		return nil, err
+	}
+	return &policyRow{daily: daily, monthly: monthly, warn: warn}, nil
+}
+
+func mergeMostRestrictive(candidates []policyCandidate) policyCandidate {
+	if len(candidates) == 0 {
+		return policyCandidate{warn: 80}
+	}
+	out := candidates[0]
+	for _, c := range candidates[1:] {
+		if c.daily != nil && (out.daily == nil || *c.daily < *out.daily) {
+			out.daily = c.daily
+		}
+		if c.monthly != nil && (out.monthly == nil || *c.monthly < *out.monthly) {
+			out.monthly = c.monthly
+		}
+		if c.warn > 0 && c.warn < out.warn {
+			out.warn = c.warn
+		}
+	}
+	if out.warn == 0 {
+		out.warn = 80
+	}
+	return out
+}
+
+func (s *PolicyService) GetStatus(ctx context.Context, externalUserID string, orgBilling bool) (SpendStatus, error) {
+	userID, err := s.resolveUserID(ctx, externalUserID)
+	if err != nil {
+		return SpendStatus{}, err
+	}
+
+	today := time.Now().UTC().Truncate(24 * time.Hour)
+	month := time.Date(today.Year(), today.Month(), 1, 0, 0, 0, 0, time.UTC)
+
+	var dailyOrg, dailyUser int64
+	var requestsToday int
+	_ = s.db.QueryRow(ctx, `
+		SELECT COALESCE(cost_micro_eur_org, 0), COALESCE(cost_micro_eur_user, 0), COALESCE(requests, 0)
+		FROM ai_usage_daily WHERE user_id = $1::uuid AND usage_date = $2
+	`, userID, today).Scan(&dailyOrg, &dailyUser, &requestsToday)
+
+	var monthlyOrg, monthlyUser, tokensMonth int64
+	_ = s.db.QueryRow(ctx, `
+		SELECT COALESCE(cost_micro_eur_org, 0), COALESCE(cost_micro_eur_user, 0), COALESCE(tokens, 0)
+		FROM ai_usage_monthly WHERE user_id = $1::uuid AND usage_month = $2
+	`, userID, month).Scan(&monthlyOrg, &monthlyUser, &tokensMonth)
+
+	limits, _ := s.ResolveEffectiveLimits(ctx, userID)
+
+	status := SpendStatus{
+		Currency:          "EUR",
+		BillingScopeOrg:   orgBilling,
+		WarnThresholdPct:  limits.WarnThresholdPct,
+		RequestsUsedToday: requestsToday,
+		TokensUsedMonth:   tokensMonth,
+	}
+
+	if orgBilling {
+		status.CostUsedTodayMicroEUR = dailyOrg
+		status.CostUsedMonthMicroEUR = monthlyOrg
+		status.CostLimitTodayMicroEUR = limits.DailyLimitMicroEUR
+		status.CostLimitMonthMicroEUR = limits.MonthlyLimitMicroEUR
+	} else {
+		status.CostUsedTodayMicroEUR = dailyUser
+		status.CostUsedMonthMicroEUR = monthlyUser
+	}
+
+	status.CostRemainingTodayMicroEUR = remaining(limits.DailyLimitMicroEUR, status.CostUsedTodayMicroEUR)
+	status.CostRemainingMonthMicroEUR = remaining(limits.MonthlyLimitMicroEUR, status.CostUsedMonthMicroEUR)
+
+	keys, _ := s.providerKeyBreakdown(ctx, userID, month)
+	if keys == nil {
+		keys = []ProviderKeySpend{}
+	}
+	status.ByProviderKeys = keys
+
+	return status, nil
+}
+
+func (s *PolicyService) AssertAvailable(ctx context.Context, externalUserID string, billingScope string) error {
+	if billingScope == BillingScopeUser {
+		return nil
+	}
+	userID, err := s.resolveUserID(ctx, externalUserID)
+	if err != nil {
+		return err
+	}
+	limits, err := s.ResolveEffectiveLimits(ctx, userID)
+	if err != nil {
+		return err
+	}
+
+	today := time.Now().UTC().Truncate(24 * time.Hour)
+	month := time.Date(today.Year(), today.Month(), 1, 0, 0, 0, 0, time.UTC)
+
+	var dailyOrg, monthlyOrg int64
+	_ = s.db.QueryRow(ctx, `
+		SELECT COALESCE(cost_micro_eur_org, 0) FROM ai_usage_daily
+		WHERE user_id = $1::uuid AND usage_date = $2
+	`, userID, today).Scan(&dailyOrg)
+	_ = s.db.QueryRow(ctx, `
+		SELECT COALESCE(cost_micro_eur_org, 0) FROM ai_usage_monthly
+		WHERE user_id = $1::uuid AND usage_month = $2
+	`, userID, month).Scan(&monthlyOrg)
+
+	if limits.DailyLimitMicroEUR != nil && *limits.DailyLimitMicroEUR > 0 && dailyOrg >= *limits.DailyLimitMicroEUR {
+		return fmt.Errorf("%w: daily cost limit reached", ErrCostLimitExceeded)
+	}
+	if limits.MonthlyLimitMicroEUR != nil && *limits.MonthlyLimitMicroEUR > 0 && monthlyOrg >= *limits.MonthlyLimitMicroEUR {
+		return fmt.Errorf("%w: monthly cost limit reached", ErrCostLimitExceeded)
+	}
+	return nil
+}
+
+func (s *PolicyService) providerKeyBreakdown(ctx context.Context, userID string, month time.Time) ([]ProviderKeySpend, error) {
+	rows, err := s.db.Query(ctx, `
+		SELECT provider_key_fingerprint, billing_scope,
+			COALESCE(SUM(cost_micro_eur), 0),
+			MAX(provider_id)
+		FROM ai_usage_events
+		WHERE user_id = $1::uuid AND created_at >= $2
+		GROUP BY provider_key_fingerprint, billing_scope
+		ORDER BY SUM(cost_micro_eur) DESC
+		LIMIT 20
+	`, userID, month)
+	if err != nil {
+		return []ProviderKeySpend{}, err
+	}
+	defer rows.Close()
+	out := make([]ProviderKeySpend, 0)
+	for rows.Next() {
+		var item ProviderKeySpend
+		var providerID string
+		if err := rows.Scan(&item.Fingerprint, &item.BillingScope, &item.CostMonthMicroEUR, &providerID); err != nil {
+			continue
+		}
+		item.CostMonthEUR = MicroEURToEUR(item.CostMonthMicroEUR)
+		suffix := item.Fingerprint
+		if len(suffix) > 8 {
+			suffix = suffix[len(suffix)-8:]
+		}
+		item.Label = providerID + " ···" + suffix
+		out = append(out, item)
+	}
+	return out, rows.Err()
+}
+
+func (s *PolicyService) resolveUserID(ctx context.Context, externalUserID string) (string, error) {
+	var userID string
+	err := s.db.QueryRow(ctx, `
+		SELECT id::text FROM users WHERE external_id = $1
+	`, externalUserID).Scan(&userID)
+	if err != nil {
+		if err == pgx.ErrNoRows {
+			return "", fmt.Errorf("user not found")
+		}
+		return "", err
+	}
+	return userID, nil
+}
+
+func remaining(limit *int64, used int64) *int64 {
+	if limit == nil || *limit <= 0 {
+		return nil
+	}
+	r := *limit - used
+	if r < 0 {
+		r = 0
+	}
+	return &r
+}
+
+// UpsertOrgPolicy updates the org-level cost policy.
+func (s *PolicyService) UpsertOrgPolicy(ctx context.Context, daily, monthly *int64, warnPct int) error {
+	if warnPct <= 0 {
+		warnPct = 80
+	}
+	var exists bool
+	if err := s.db.QueryRow(ctx, `SELECT EXISTS(SELECT 1 FROM ai_cost_policies WHERE scope_type = 'org')`).Scan(&exists); err != nil {
+		return err
+	}
+	if exists {
+		_, err := s.db.Exec(ctx, `
+			UPDATE ai_cost_policies SET
+				daily_limit_micro_eur = $1,
+				monthly_limit_micro_eur = $2,
+				warn_threshold_pct = $3,
+				updated_at = NOW()
+			WHERE scope_type = 'org'
+		`, daily, monthly, warnPct)
+		return err
+	}
+	_, err := s.db.Exec(ctx, `
+		INSERT INTO ai_cost_policies (scope_type, scope_id, daily_limit_micro_eur, monthly_limit_micro_eur, warn_threshold_pct, priority)
+		VALUES ('org', NULL, $1, $2, $3, 0)
+	`, daily, monthly, warnPct)
+	return err
+}
+
+// UpsertScopePolicy updates group or user policy.
+func (s *PolicyService) UpsertScopePolicy(ctx context.Context, scopeType, scopeID string, daily, monthly *int64, warnPct int) error {
+	if warnPct <= 0 {
+		warnPct = 80
+	}
+	priority := 10
+	if scopeType == "user" {
+		priority = 20
+	}
+	var exists bool
+	err := s.db.QueryRow(ctx, `
+		SELECT EXISTS(SELECT 1 FROM ai_cost_policies WHERE scope_type = $1 AND scope_id = $2::uuid)
+	`, scopeType, scopeID).Scan(&exists)
+	if err != nil {
+		return err
+	}
+	if exists {
+		_, err = s.db.Exec(ctx, `
+			UPDATE ai_cost_policies SET
+				daily_limit_micro_eur = $1,
+				monthly_limit_micro_eur = $2,
+				warn_threshold_pct = $3,
+				updated_at = NOW()
+			WHERE scope_type = $4 AND scope_id = $5::uuid
+		`, daily, monthly, warnPct, scopeType, scopeID)
+		return err
+	}
+	_, err = s.db.Exec(ctx, `
+		INSERT INTO ai_cost_policies (scope_type, scope_id, daily_limit_micro_eur, monthly_limit_micro_eur, warn_threshold_pct, priority)
+		VALUES ($1, $2::uuid, $3, $4, $5, $6)
+	`, scopeType, scopeID, daily, monthly, warnPct, priority)
+	return err
+}
+
+func (s *PolicyService) DeleteScopePolicy(ctx context.Context, scopeType, scopeID string) error {
+	if scopeType == "org" {
+		return fmt.Errorf("cannot delete org policy")
+	}
+	_, err := s.db.Exec(ctx, `
+		DELETE FROM ai_cost_policies WHERE scope_type = $1 AND scope_id = $2::uuid
+	`, scopeType, scopeID)
+	return err
+}
+
+func (s *PolicyService) GetOrgPolicy(ctx context.Context) (EffectiveLimits, error) {
+	row, err := s.loadPolicy(ctx, "org", "")
+	if err != nil {
+		return EffectiveLimits{WarnThresholdPct: 80}, err
+	}
+	if row == nil {
+		return EffectiveLimits{WarnThresholdPct: 80}, nil
+	}
+	return EffectiveLimits{
+		DailyLimitMicroEUR:   row.daily,
+		MonthlyLimitMicroEUR: row.monthly,
+		WarnThresholdPct:     row.warn,
+	}, nil
+}
--- a/internal/ai/cost/policy_test.go
+++ b/internal/ai/cost/policy_test.go
@ -0,0 +1,31 @@
+package cost
+
+import (
+	"testing"
+)
+
+func TestMergeMostRestrictive(t *testing.T) {
+	d10 := int64(10_000_000)
+	d5 := int64(5_000_000)
+	m100 := int64(100_000_000)
+	m50 := int64(50_000_000)
+	merged := mergeMostRestrictive([]policyCandidate{
+		{daily: &d10, monthly: &m100, warn: 80},
+		{daily: &d5, monthly: &m50, warn: 70},
+	})
+	if merged.daily == nil || *merged.daily != d5 {
+		t.Fatalf("expected daily 5M, got %v", merged.daily)
+	}
+	if merged.monthly == nil || *merged.monthly != m50 {
+		t.Fatalf("expected monthly 50M, got %v", merged.monthly)
+	}
+	if merged.warn != 70 {
+		t.Fatalf("expected warn 70, got %d", merged.warn)
+	}
+}
+
+func TestMicroEURToEUR(t *testing.T) {
+	if v := MicroEURToEUR(1_500_000); v != 1.5 {
+		t.Fatalf("expected 1.5, got %f", v)
+	}
+}
--- a/internal/ai/cost/pricing.go
+++ b/internal/ai/cost/pricing.go
@ -0,0 +1,206 @@
+package cost
+
+import (
+	"context"
+	"strings"
+	"time"
+
+	"github.com/jackc/pgx/v5"
+	"github.com/jackc/pgx/v5/pgxpool"
+)
+
+// ModelPrice holds per-million-token rates in micro-EUR.
+type ModelPrice struct {
+	ModelID                  string
+	ProviderType             string
+	InputMicroEURPerMTok     int64
+	CachedInputMicroEURPerMTok int64
+	OutputMicroEURPerMTok    int64
+	ReasoningMicroEURPerMTok int64
+}
+
+// Default fallback when model is unknown (~gpt-4o-mini input rate).
+const fallbackInputMicroEURPerMTok int64 = 140000
+const fallbackOutputMicroEURPerMTok int64 = 560000
+
+type PricingStore struct {
+	db *pgxpool.Pool
+}
+
+func NewPricingStore(db *pgxpool.Pool) *PricingStore {
+	return &PricingStore{db: db}
+}
+
+func (s *PricingStore) LookupPrice(ctx context.Context, modelID string) (ModelPrice, bool) {
+	modelID = strings.TrimSpace(modelID)
+	if modelID == "" || s.db == nil {
+		return ModelPrice{}, false
+	}
+	var p ModelPrice
+	var cached, reasoning *int64
+	err := s.db.QueryRow(ctx, `
+		SELECT model_id, provider_type,
+			input_micro_eur_per_mtok,
+			cached_input_micro_eur_per_mtok,
+			output_micro_eur_per_mtok,
+			reasoning_micro_eur_per_mtok
+		FROM ai_model_pricing
+		WHERE model_id = $1 AND effective_from <= CURRENT_DATE
+		ORDER BY effective_from DESC
+		LIMIT 1
+	`, modelID).Scan(
+		&p.ModelID, &p.ProviderType,
+		&p.InputMicroEURPerMTok, &cached,
+		&p.OutputMicroEURPerMTok, &reasoning,
+	)
+	if err != nil {
+		if err != pgx.ErrNoRows {
+			// prefix match for bedrock/azure model ids
+			err = s.db.QueryRow(ctx, `
+				SELECT model_id, provider_type,
+					input_micro_eur_per_mtok,
+					cached_input_micro_eur_per_mtok,
+					output_micro_eur_per_mtok,
+					reasoning_micro_eur_per_mtok
+				FROM ai_model_pricing
+				WHERE $1 LIKE model_id || '%' AND effective_from <= CURRENT_DATE
+				ORDER BY LENGTH(model_id) DESC, effective_from DESC
+				LIMIT 1
+			`, modelID).Scan(
+				&p.ModelID, &p.ProviderType,
+				&p.InputMicroEURPerMTok, &cached,
+				&p.OutputMicroEURPerMTok, &reasoning,
+			)
+		}
+		if err != nil {
+			return ModelPrice{}, false
+		}
+	}
+	if cached != nil {
+		p.CachedInputMicroEURPerMTok = *cached
+	}
+	if reasoning != nil {
+		p.ReasoningMicroEURPerMTok = *reasoning
+	}
+	return p, true
+}
+
+// ComputeCostMicroEUR calculates estimated cost from usage and model pricing.
+func ComputeCostMicroEUR(usage UsageDetail, price ModelPrice, found bool) (microEUR int64, estimated bool) {
+	if !found {
+		price = ModelPrice{
+			InputMicroEURPerMTok:  fallbackInputMicroEURPerMTok,
+			OutputMicroEURPerMTok: fallbackOutputMicroEURPerMTok,
+		}
+		estimated = true
+		if usage.PromptTokens == 0 && usage.CompletionTokens == 0 {
+			microEUR = int64(usage.TotalTokens) * fallbackInputMicroEURPerMTok / 1_000_000
+			if microEUR == 0 && usage.TotalTokens > 0 {
+				microEUR = 1
+			}
+			return microEUR, true
+		}
+	}
+
+	cachedRate := price.CachedInputMicroEURPerMTok
+	if cachedRate == 0 {
+		cachedRate = price.InputMicroEURPerMTok / 2
+	}
+	reasoningRate := price.ReasoningMicroEURPerMTok
+	if reasoningRate == 0 {
+		reasoningRate = price.OutputMicroEURPerMTok
+	}
+
+	uncached := usage.UncachedInputTokens()
+	microEUR += int64(uncached) * price.InputMicroEURPerMTok / 1_000_000
+	microEUR += int64(usage.CachedInputTokens) * cachedRate / 1_000_000
+	completion := usage.CompletionTokens - usage.ReasoningTokens
+	if completion < 0 {
+		completion = usage.CompletionTokens
+	}
+	microEUR += int64(completion) * price.OutputMicroEURPerMTok / 1_000_000
+	microEUR += int64(usage.ReasoningTokens) * reasoningRate / 1_000_000
+
+	if microEUR == 0 && usage.TotalTokens > 0 {
+		microEUR = 1
+	}
+	return microEUR, estimated
+}
+
+// UpsertModelPrice stores or updates pricing for a model (effective today).
+func (s *PricingStore) UpsertModelPrice(ctx context.Context, p ModelPrice) error {
+	if s.db == nil {
+		return nil
+	}
+	today := time.Now().UTC().Truncate(24 * time.Hour)
+	var cached, reasoning *int64
+	if p.CachedInputMicroEURPerMTok > 0 {
+		v := p.CachedInputMicroEURPerMTok
+		cached = &v
+	}
+	if p.ReasoningMicroEURPerMTok > 0 {
+		v := p.ReasoningMicroEURPerMTok
+		reasoning = &v
+	}
+	_, err := s.db.Exec(ctx, `
+		INSERT INTO ai_model_pricing (
+			model_id, provider_type,
+			input_micro_eur_per_mtok, cached_input_micro_eur_per_mtok,
+			output_micro_eur_per_mtok, reasoning_micro_eur_per_mtok,
+			effective_from, source
+		) VALUES ($1, $2, $3, $4, $5, $6, $7, 'manual')
+		ON CONFLICT (model_id, effective_from) DO UPDATE SET
+			provider_type = EXCLUDED.provider_type,
+			input_micro_eur_per_mtok = EXCLUDED.input_micro_eur_per_mtok,
+			cached_input_micro_eur_per_mtok = EXCLUDED.cached_input_micro_eur_per_mtok,
+			output_micro_eur_per_mtok = EXCLUDED.output_micro_eur_per_mtok,
+			reasoning_micro_eur_per_mtok = EXCLUDED.reasoning_micro_eur_per_mtok,
+			source = EXCLUDED.source
+	`, p.ModelID, p.ProviderType, p.InputMicroEURPerMTok, cached,
+		p.OutputMicroEURPerMTok, reasoning, today)
+	return err
+}
+
+func (s *PricingStore) ListPrices(ctx context.Context) ([]ModelPrice, error) {
+	if s.db == nil {
+		return nil, nil
+	}
+	rows, err := s.db.Query(ctx, `
+		SELECT DISTINCT ON (model_id)
+			model_id, provider_type,
+			input_micro_eur_per_mtok,
+			cached_input_micro_eur_per_mtok,
+			output_micro_eur_per_mtok,
+			reasoning_micro_eur_per_mtok
+		FROM ai_model_pricing
+		WHERE effective_from <= CURRENT_DATE
+		ORDER BY model_id, effective_from DESC
+	`)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	var out []ModelPrice
+	for rows.Next() {
+		var p ModelPrice
+		var cached, reasoning *int64
+		if err := rows.Scan(&p.ModelID, &p.ProviderType,
+			&p.InputMicroEURPerMTok, &cached,
+			&p.OutputMicroEURPerMTok, &reasoning); err != nil {
+			return nil, err
+		}
+		if cached != nil {
+			p.CachedInputMicroEURPerMTok = *cached
+		}
+		if reasoning != nil {
+			p.ReasoningMicroEURPerMTok = *reasoning
+		}
+		out = append(out, p)
+	}
+	return out, rows.Err()
+}
+
+// MicroEURToEUR converts micro-EUR to float EUR for API responses.
+func MicroEURToEUR(micro int64) float64 {
+	return float64(micro) / 1_000_000
+}
--- a/internal/ai/cost/usage.go
+++ b/internal/ai/cost/usage.go
@ -0,0 +1,18 @@
+package cost
+
+// UsageDetail holds token counts from a provider response.
+type UsageDetail struct {
+	PromptTokens      int
+	CompletionTokens  int
+	CachedInputTokens int
+	ReasoningTokens   int
+	TotalTokens       int
+}
+
+func (u UsageDetail) UncachedInputTokens() int {
+	uncached := u.PromptTokens - u.CachedInputTokens
+	if uncached < 0 {
+		return u.PromptTokens
+	}
+	return uncached
+}
--- a/internal/ai/gateway.go
+++ b/internal/ai/gateway.go
@ -13,6 +13,7 @@ import (

 	"github.com/jackc/pgx/v5/pgxpool"

+	"github.com/ultisuite/ulti-backend/internal/ai/cost"
 	"github.com/ultisuite/ulti-backend/internal/llm"
 )

@ -40,12 +41,6 @@ type chatCompletionRequest struct {
 	Tools       []any            `json:"tools,omitempty"`
 }

-type usagePayload struct {
-	PromptTokens     int `json:"prompt_tokens"`
-	CompletionTokens int `json:"completion_tokens"`
-	TotalTokens      int `json:"total_tokens"`
-}
-
 type chatCompletionResponse struct {
 	ID      string `json:"id"`
 	Object  string `json:"object"`
@ -57,7 +52,17 @@ type chatCompletionResponse struct {
 		FinishReason string          `json:"finish_reason"`
 		Delta        *llm.ChatMessage `json:"delta,omitempty"`
 	} `json:"choices"`
-	Usage *usagePayload `json:"usage,omitempty"`
+	Usage *struct {
+		PromptTokens     int `json:"prompt_tokens"`
+		CompletionTokens int `json:"completion_tokens"`
+		TotalTokens      int `json:"total_tokens"`
+		PromptTokensDetails *struct {
+			CachedTokens int `json:"cached_tokens"`
+		} `json:"prompt_tokens_details,omitempty"`
+		CompletionTokensDetails *struct {
+			ReasoningTokens int `json:"reasoning_tokens"`
+		} `json:"completion_tokens_details,omitempty"`
+	} `json:"usage,omitempty"`
 	Error *struct {
 		Message string `json:"message"`
 	} `json:"error,omitempty"`
@ -116,12 +121,6 @@ func (g *Gateway) listModelsFromSettings(ctx context.Context, settings llm.Setti
 }

 func (g *Gateway) ProxyChatCompletions(ctx context.Context, quotaExternalUserID string, useOrgSettings bool, body []byte, w http.ResponseWriter) error {
-	if strings.TrimSpace(quotaExternalUserID) != "" {
-		if err := g.quota.AssertAvailable(ctx, quotaExternalUserID); err != nil {
-			return err
-		}
-	}
-
 	var modelProbe struct {
 		Model string `json:"model"`
 	}
@ -151,6 +150,14 @@ func (g *Gateway) ProxyChatCompletions(ctx context.Context, quotaExternalUserID
 		return err
 	}

+	billingScope := ResolveBillingScope(ctx, g.db, quotaExternalUserID, provider, useOrgSettings)
+
+	if strings.TrimSpace(quotaExternalUserID) != "" {
+		if err := g.quota.AssertAvailable(ctx, quotaExternalUserID, provider, useOrgSettings); err != nil {
+			return err
+		}
+	}
+
 	upstreamBody, err := repairChatCompletionBody(body)
 	if err != nil {
 		return err
@ -182,7 +189,7 @@ func (g *Gateway) ProxyChatCompletions(ctx context.Context, quotaExternalUserID
 	defer resp.Body.Close()

 	if stream {
-		return g.proxyStream(ctx, quotaExternalUserID, w, resp)
+		return g.proxyStream(ctx, quotaExternalUserID, model, provider, billingScope, w, resp)
 	}
 	payload, err := io.ReadAll(io.LimitReader(resp.Body, 8<<20))
 	if err != nil {
@ -195,13 +202,21 @@ func (g *Gateway) ProxyChatCompletions(ctx context.Context, quotaExternalUserID
 		return nil
 	}
 	if strings.TrimSpace(quotaExternalUserID) != "" {
-		tokens := extractUsageTokens(payload)
-		_ = g.quota.Record(ctx, quotaExternalUserID, tokens)
+		usage := cost.ParseUsage(payload)
+		_ = g.quota.RecordUsage(ctx, cost.RecordInput{
+			ExternalUserID:         quotaExternalUserID,
+			Feature:                "gateway",
+			ModelID:                model,
+			ProviderID:             provider.ID,
+			BillingScope:           billingScope,
+			ProviderKeyFingerprint: cost.KeyFingerprint(provider.ID, provider.APIKey),
+			Usage:                  usage,
+		})
 	}
 	return nil
 }

-func (g *Gateway) proxyStream(ctx context.Context, quotaExternalUserID string, w http.ResponseWriter, resp *http.Response) error {
+func (g *Gateway) proxyStream(ctx context.Context, quotaExternalUserID, model string, provider llm.Provider, billingScope string, w http.ResponseWriter, resp *http.Response) error {
 	rc := http.NewResponseController(w)
 	w.Header().Set("Content-Type", "text/event-stream")
 	w.Header().Set("Cache-Control", "no-cache")
@ -210,7 +225,7 @@ func (g *Gateway) proxyStream(ctx context.Context, quotaExternalUserID string, w
 	w.WriteHeader(resp.StatusCode)

 	reader := bufio.NewReader(resp.Body)
-	var totalTokens int64
+	var usage cost.UsageDetail
 	for {
 		line, err := reader.ReadString('\n')
 		if len(line) > 0 {
@ -219,7 +234,8 @@ func (g *Gateway) proxyStream(ctx context.Context, quotaExternalUserID string, w
 				return fmt.Errorf("streaming not supported: %w", err)
 			}
 			if strings.HasPrefix(line, "data: ") && !strings.Contains(line, "[DONE]") {
-				totalTokens += extractStreamUsageTokens([]byte(strings.TrimPrefix(strings.TrimSpace(line), "data: ")))
+				chunk := []byte(strings.TrimPrefix(strings.TrimSpace(line), "data: "))
+				usage = cost.MergeStreamUsage(usage, chunk)
 			}
 		}
 		if err != nil {
@ -235,10 +251,18 @@ func (g *Gateway) proxyStream(ctx context.Context, quotaExternalUserID string, w
 		}
 	}
 	if resp.StatusCode < 400 && strings.TrimSpace(quotaExternalUserID) != "" {
-		if totalTokens == 0 {
-			totalTokens = 1
+		if usage.TotalTokens == 0 {
+			usage.TotalTokens = 1
 		}
-		_ = g.quota.Record(ctx, quotaExternalUserID, totalTokens)
+		_ = g.quota.RecordUsage(ctx, cost.RecordInput{
+			ExternalUserID:         quotaExternalUserID,
+			Feature:                "gateway",
+			ModelID:                model,
+			ProviderID:             provider.ID,
+			BillingScope:           billingScope,
+			ProviderKeyFingerprint: cost.KeyFingerprint(provider.ID, provider.APIKey),
+			Usage:                  usage,
+		})
 	}
 	return nil
 }
@ -262,31 +286,6 @@ func resolveProviderForModel(settings llm.Settings, model string) (llm.Provider,
 	return provider, resolvedModel, nil
 }

-func extractUsageTokens(payload []byte) int64 {
-	var parsed chatCompletionResponse
-	if err := json.Unmarshal(payload, &parsed); err != nil {
-		return 1
-	}
-	if parsed.Usage != nil && parsed.Usage.TotalTokens > 0 {
-		return int64(parsed.Usage.TotalTokens)
-	}
-	if parsed.Usage != nil && parsed.Usage.CompletionTokens > 0 {
-		return int64(parsed.Usage.CompletionTokens)
-	}
-	return 1
-}
-
-func extractStreamUsageTokens(payload []byte) int64 {
-	var parsed chatCompletionResponse
-	if err := json.Unmarshal(payload, &parsed); err != nil {
-		return 0
-	}
-	if parsed.Usage != nil && parsed.Usage.TotalTokens > 0 {
-		return int64(parsed.Usage.TotalTokens)
-	}
-	return 0
-}
-
 func NowUnix() int64 {
 	return time.Now().Unix()
 }
--- a/internal/ai/gateway_test.go
+++ b/internal/ai/gateway_test.go
@ -1,16 +1,22 @@
 package ai

-import "testing"
+import (
+	"testing"

-func TestExtractUsageTokens(t *testing.T) {
+	"github.com/ultisuite/ulti-backend/internal/ai/cost"
+)
+
+func TestParseUsageViaCost(t *testing.T) {
 	payload := []byte(`{"usage":{"total_tokens":42,"completion_tokens":10}}`)
-	if got := extractUsageTokens(payload); got != 42 {
-		t.Fatalf("extractUsageTokens() = %d, want 42", got)
+	u := cost.ParseUsage(payload)
+	if u.TotalTokens != 42 {
+		t.Fatalf("ParseUsage() = %d, want 42", u.TotalTokens)
 	}
 }

-func TestExtractUsageTokensFallback(t *testing.T) {
-	if got := extractUsageTokens([]byte(`{"choices":[]}`)); got != 1 {
-		t.Fatalf("expected fallback token count 1, got %d", got)
+func TestParseUsageFallback(t *testing.T) {
+	u := cost.ParseUsage([]byte(`{"choices":[]}`))
+	if u.TotalTokens != 1 {
+		t.Fatalf("expected fallback token count 1, got %d", u.TotalTokens)
 	}
 }
--- a/internal/ai/metering.go
+++ b/internal/ai/metering.go
@ -0,0 +1,34 @@
+package ai
+
+import (
+	"context"
+
+	"github.com/jackc/pgx/v5/pgxpool"
+
+	"github.com/ultisuite/ulti-backend/internal/ai/cost"
+	"github.com/ultisuite/ulti-backend/internal/llm"
+)
+
+// RecordFeatureUsage meters an LLM call from a non-gateway feature.
+func RecordFeatureUsage(ctx context.Context, db *pgxpool.Pool, externalUserID, feature, modelID string, provider llm.Provider, usage llm.UsageDetail) {
+	if db == nil || externalUserID == "" {
+		return
+	}
+	q := NewQuotaService(db)
+	scope := ResolveBillingScope(ctx, db, externalUserID, provider, false)
+	_ = q.RecordUsage(ctx, cost.RecordInput{
+		ExternalUserID:         externalUserID,
+		Feature:                feature,
+		ModelID:                modelID,
+		ProviderID:             provider.ID,
+		BillingScope:           scope,
+		ProviderKeyFingerprint: cost.KeyFingerprint(provider.ID, provider.APIKey),
+		Usage: cost.UsageDetail{
+			PromptTokens:      usage.PromptTokens,
+			CompletionTokens:  usage.CompletionTokens,
+			CachedInputTokens: usage.CachedInputTokens,
+			ReasoningTokens:   usage.ReasoningTokens,
+			TotalTokens:       usage.TotalTokens,
+		},
+	})
+}
--- a/internal/ai/providers.go
+++ b/internal/ai/providers.go
@ -229,7 +229,7 @@ func ResolveDefaultModel(ctx context.Context, db *pgxpool.Pool, policy Assistant
 }

 func LoadQuotaLimits(ctx context.Context, db *pgxpool.Pool) (QuotaLimits, error) {
-	defaults := QuotaLimits{RequestsPerDay: 100, TokensPerMonth: 500_000}
+	defaults := QuotaLimits{RequestsPerDay: 75, TokensPerMonth: 2_000_000}
 	if db == nil {
 		return defaults, nil
 	}
--- a/internal/ai/quota.go
+++ b/internal/ai/quota.go
@ -2,123 +2,95 @@ package ai

 import (
 	"context"
-	"errors"
-	"fmt"
-	"time"
+	"strings"

-	"github.com/jackc/pgx/v5"
 	"github.com/jackc/pgx/v5/pgxpool"
+
+	"github.com/ultisuite/ulti-backend/internal/ai/cost"
+	"github.com/ultisuite/ulti-backend/internal/llm"
 )

-var ErrQuotaExceeded = errors.New("llm quota exceeded")
-
+// QuotaService wraps cost policy and metering for backward compatibility.
 type QuotaService struct {
-	db *pgxpool.Pool
+	db     *pgxpool.Pool
+	policy *cost.PolicyService
+	meter  *cost.Meter
 }

 func NewQuotaService(db *pgxpool.Pool) *QuotaService {
-	return &QuotaService{db: db}
+	return &QuotaService{
+		db:     db,
+		policy: cost.NewPolicyService(db),
+		meter:  cost.NewMeter(db),
+	}
 }

-func (s *QuotaService) Check(ctx context.Context, externalUserID string) (QuotaStatus, error) {
-	limits, err := LoadQuotaLimits(ctx, s.db)
+func (s *QuotaService) Check(ctx context.Context, externalUserID string) (SpendStatus, error) {
+	orgBilling, _ := s.usesOrgBilling(ctx, externalUserID)
+	status, err := s.policy.GetStatus(ctx, externalUserID, orgBilling)
 	if err != nil {
-		return QuotaStatus{}, err
-	}
-	userID, err := s.resolveUserID(ctx, externalUserID)
-	if err != nil {
-		return QuotaStatus{}, err
-	}
-
-	today := time.Now().UTC().Truncate(24 * time.Hour)
-	month := time.Date(today.Year(), today.Month(), 1, 0, 0, 0, 0, time.UTC)
-
-	var requestsToday int
-	var tokensMonth int64
-	_ = s.db.QueryRow(ctx, `
-		SELECT COALESCE(requests, 0) FROM ai_usage_daily
-		WHERE user_id = $1 AND usage_date = $2
-	`, userID, today).Scan(&requestsToday)
-	_ = s.db.QueryRow(ctx, `
-		SELECT COALESCE(tokens, 0) FROM ai_usage_monthly
-		WHERE user_id = $1 AND usage_month = $2
-	`, userID, month).Scan(&tokensMonth)
-
-	status := QuotaStatus{
-		RequestsUsedToday: requestsToday,
-		RequestsLimit:     limits.RequestsPerDay,
-		TokensUsedMonth:   tokensMonth,
-		TokensLimit:       limits.TokensPerMonth,
-	}
-	if limits.RequestsPerDay > 0 {
-		status.RequestsRemaining = limits.RequestsPerDay - requestsToday
-		if status.RequestsRemaining < 0 {
-			status.RequestsRemaining = 0
-		}
-	}
-	if limits.TokensPerMonth > 0 {
-		status.TokensRemaining = limits.TokensPerMonth - tokensMonth
-		if status.TokensRemaining < 0 {
-			status.TokensRemaining = 0
-		}
+		return SpendStatus{}, err
 	}
 	return status, nil
 }

-func (s *QuotaService) AssertAvailable(ctx context.Context, externalUserID string) error {
-	status, err := s.Check(ctx, externalUserID)
-	if err != nil {
-		return err
-	}
-	if status.RequestsLimit > 0 && status.RequestsUsedToday >= status.RequestsLimit {
-		return fmt.Errorf("%w: daily request limit reached", ErrQuotaExceeded)
-	}
-	if status.TokensLimit > 0 && status.TokensUsedMonth >= status.TokensLimit {
-		return fmt.Errorf("%w: monthly token limit reached", ErrQuotaExceeded)
-	}
-	return nil
+func (s *QuotaService) AssertAvailable(ctx context.Context, externalUserID string, provider llm.Provider, useOrgSettings bool) error {
+	scope := ResolveBillingScope(ctx, s.db, externalUserID, provider, useOrgSettings)
+	return s.policy.AssertAvailable(ctx, externalUserID, scope)
 }

-func (s *QuotaService) Record(ctx context.Context, externalUserID string, tokens int64) error {
-	if tokens < 0 {
-		tokens = 0
-	}
-	userID, err := s.resolveUserID(ctx, externalUserID)
-	if err != nil {
-		return err
-	}
-	today := time.Now().UTC().Truncate(24 * time.Hour)
-	month := time.Date(today.Year(), today.Month(), 1, 0, 0, 0, 0, time.UTC)
-
-	_, err = s.db.Exec(ctx, `
-		INSERT INTO ai_usage_daily (user_id, usage_date, requests, tokens)
-		VALUES ($1, $2, 1, $3)
-		ON CONFLICT (user_id, usage_date) DO UPDATE SET
-			requests = ai_usage_daily.requests + 1,
-			tokens = ai_usage_daily.tokens + EXCLUDED.tokens
-	`, userID, today, tokens)
-	if err != nil {
-		return err
-	}
-	_, err = s.db.Exec(ctx, `
-		INSERT INTO ai_usage_monthly (user_id, usage_month, tokens)
-		VALUES ($1, $2, $3)
-		ON CONFLICT (user_id, usage_month) DO UPDATE SET
-			tokens = ai_usage_monthly.tokens + EXCLUDED.tokens
-	`, userID, month, tokens)
-	return err
+func (s *QuotaService) RecordUsage(ctx context.Context, in cost.RecordInput) error {
+	return s.meter.RecordUsage(ctx, in)
 }

-func (s *QuotaService) resolveUserID(ctx context.Context, externalUserID string) (string, error) {
-	var userID string
-	err := s.db.QueryRow(ctx, `
-		SELECT id::text FROM users WHERE external_id = $1
-	`, externalUserID).Scan(&userID)
+func (s *QuotaService) usesOrgBilling(ctx context.Context, externalUserID string) (bool, error) {
+	settings, err := LoadEffectiveLLMSettings(ctx, s.db, externalUserID)
 	if err != nil {
-		if err == pgx.ErrNoRows {
-			return "", fmt.Errorf("user not found")
+		return true, err
+	}
+	org, err := loadOrgLLMPolicy(ctx, s.db)
+	if err != nil {
+		return true, err
+	}
+	if org.EnforceOrgProviders || len(settings.Providers) == 0 {
+		return true, nil
+	}
+	user, err := loadUserLLMSettings(ctx, s.db, externalUserID)
+	if err != nil {
+		return true, err
+	}
+	return len(user.Providers) == 0, nil
+}
+
+// ResolveBillingScope determines whether usage is billed to org or user's own key.
+func ResolveBillingScope(ctx context.Context, db *pgxpool.Pool, externalUserID string, provider llm.Provider, useOrgSettings bool) string {
+	if useOrgSettings {
+		return cost.BillingScopeOrg
+	}
+	org, err := loadOrgLLMPolicy(ctx, db)
+	if err != nil || org.EnforceOrgProviders {
+		return cost.BillingScopeOrg
+	}
+	user, err := loadUserLLMSettings(ctx, db, externalUserID)
+	if err != nil || len(user.Providers) == 0 {
+		return cost.BillingScopeOrg
+	}
+	apiKey := strings.TrimSpace(provider.APIKey)
+	for _, op := range org.Providers {
+		if op.ID == provider.ID && strings.TrimSpace(op.APIKey) == apiKey && apiKey != "" {
+			return cost.BillingScopeOrg
 		}
-		return "", err
 	}
-	return userID, nil
+	for _, up := range user.Providers {
+		if up.ID == provider.ID && strings.TrimSpace(up.APIKey) != "" {
+			return cost.BillingScopeUser
+		}
+	}
+	return cost.BillingScopeOrg
 }
+
+// SpendStatus is the user-facing quota/spend response.
+type SpendStatus = cost.SpendStatus
+
+// ErrQuotaExceeded aliases cost limit error for backward compatibility.
+var ErrQuotaExceeded = cost.ErrCostLimitExceeded
--- a/internal/ai/quota_test.go
+++ b/internal/ai/quota_test.go
@ -2,20 +2,16 @@ package ai

 import "testing"

-func TestQuotaStatusRemaining(t *testing.T) {
-	status := QuotaStatus{
-		RequestsUsedToday: 40,
-		RequestsLimit:     100,
-		TokensUsedMonth:   100_000,
-		TokensLimit:       500_000,
+func TestSpendStatusCostRemaining(t *testing.T) {
+	limit := int64(10_000_000)
+	status := SpendStatus{
+		CostUsedTodayMicroEUR:  4_000_000,
+		CostLimitTodayMicroEUR: &limit,
+		Currency:               "EUR",
 	}
-	status.RequestsRemaining = status.RequestsLimit - status.RequestsUsedToday
-	status.TokensRemaining = status.TokensLimit - status.TokensUsedMonth
-	if status.RequestsRemaining != 60 {
-		t.Fatalf("requests remaining = %d", status.RequestsRemaining)
-	}
-	if status.TokensRemaining != 400_000 {
-		t.Fatalf("tokens remaining = %d", status.TokensRemaining)
+	remaining := *status.CostLimitTodayMicroEUR - status.CostUsedTodayMicroEUR
+	if remaining != 6_000_000 {
+		t.Fatalf("cost remaining = %d", remaining)
 	}
 }

--- a/internal/ai/types.go
+++ b/internal/ai/types.go
@ -21,19 +21,14 @@ type AssistantPolicy struct {
 }

 type QuotaLimits struct {
+	DailyLimitMicroEUR   *int64 `json:"llm_daily_cost_limit_micro_eur,omitempty"`
+	MonthlyLimitMicroEUR *int64 `json:"llm_monthly_cost_limit_micro_eur,omitempty"`
+	WarnThresholdPct     int    `json:"llm_cost_warn_threshold_pct,omitempty"`
+	// Deprecated legacy fields
 	RequestsPerDay int   `json:"llm_requests_per_day"`
 	TokensPerMonth int64 `json:"llm_tokens_per_month"`
 }

-type QuotaStatus struct {
-	RequestsUsedToday int   `json:"requests_used_today"`
-	RequestsLimit     int   `json:"requests_limit"`
-	TokensUsedMonth   int64 `json:"tokens_used_month"`
-	TokensLimit       int64 `json:"tokens_limit"`
-	RequestsRemaining int   `json:"requests_remaining"`
-	TokensRemaining   int64 `json:"tokens_remaining"`
-}
-
 type ChatMessage struct {
 	Role       string         `json:"role"`
 	Content    string         `json:"content,omitempty"`
--- a/internal/api/admin/ai_usage.go
+++ b/internal/api/admin/ai_usage.go
@ -0,0 +1,384 @@
+package admin
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/ultisuite/ulti-backend/internal/ai/cost"
+)
+
+type AIUsageSummary struct {
+	CostTodayMicroEUR     int64              `json:"cost_today_micro_eur"`
+	CostMonthMicroEUR     int64              `json:"cost_month_micro_eur"`
+	CostTodayEUR          float64            `json:"cost_today_eur"`
+	CostMonthEUR          float64            `json:"cost_month_eur"`
+	Currency              string             `json:"currency"`
+	DailySeries           []AIUsageDayPoint  `json:"daily_series"`
+	TopUsers              []AIUsageTopUser   `json:"top_users"`
+	TopModels             []AIUsageTopModel  `json:"top_models"`
+	OrgPolicy             cost.EffectiveLimits `json:"org_policy"`
+}
+
+type AIUsageDayPoint struct {
+	Date              string  `json:"date"`
+	CostOrgMicroEUR   int64   `json:"cost_org_micro_eur"`
+	CostUserMicroEUR  int64   `json:"cost_user_micro_eur"`
+	CostOrgEUR        float64 `json:"cost_org_eur"`
+	Requests          int     `json:"requests"`
+}
+
+type AIUsageTopUser struct {
+	UserID            string  `json:"user_id"`
+	Email             string  `json:"email"`
+	DisplayName       string  `json:"display_name"`
+	CostOrgMicroEUR   int64   `json:"cost_org_micro_eur"`
+	CostOrgEUR        float64 `json:"cost_org_eur"`
+}
+
+type AIUsageTopModel struct {
+	ModelID           string  `json:"model_id"`
+	CostMicroEUR      int64   `json:"cost_micro_eur"`
+	CostEUR           float64 `json:"cost_eur"`
+	RequestCount      int     `json:"request_count"`
+}
+
+type AIUserUsageDetail struct {
+	UserID        string             `json:"user_id"`
+	Email         string             `json:"email"`
+	DisplayName   string             `json:"display_name"`
+	Summary       AIUsageSummary     `json:"summary"`
+	Events        []AIUsageEventItem `json:"events"`
+	EventsTotal   int                `json:"events_total"`
+}
+
+type AIUsageEventItem struct {
+	ID                string  `json:"id"`
+	CreatedAt         string  `json:"created_at"`
+	Feature           string  `json:"feature"`
+	ModelID           string  `json:"model_id"`
+	ProviderID        string  `json:"provider_id"`
+	BillingScope      string  `json:"billing_scope"`
+	CostMicroEUR      int64   `json:"cost_micro_eur"`
+	CostEUR           float64 `json:"cost_eur"`
+	PromptTokens      int     `json:"prompt_tokens"`
+	CompletionTokens  int     `json:"completion_tokens"`
+	CachedInputTokens int     `json:"cached_input_tokens"`
+	Estimated         bool    `json:"estimated"`
+}
+
+type AIPricingEntry struct {
+	ModelID                    string  `json:"model_id"`
+	ProviderType               string  `json:"provider_type"`
+	InputMicroEURPerMTok       int64   `json:"input_micro_eur_per_mtok"`
+	CachedInputMicroEURPerMTok int64   `json:"cached_input_micro_eur_per_mtok,omitempty"`
+	OutputMicroEURPerMTok      int64   `json:"output_micro_eur_per_mtok"`
+	ReasoningMicroEURPerMTok   int64   `json:"reasoning_micro_eur_per_mtok,omitempty"`
+	InputEURPerMTok            float64 `json:"input_eur_per_mtok"`
+	OutputEURPerMTok           float64 `json:"output_eur_per_mtok"`
+}
+
+type AICostPolicyEntry struct {
+	ScopeType              string   `json:"scope_type"`
+	ScopeID                *string  `json:"scope_id,omitempty"`
+	ScopeName              string   `json:"scope_name,omitempty"`
+	DailyLimitMicroEUR     *int64   `json:"daily_limit_micro_eur,omitempty"`
+	MonthlyLimitMicroEUR   *int64   `json:"monthly_limit_micro_eur,omitempty"`
+	DailyLimitEUR          *float64 `json:"daily_limit_eur,omitempty"`
+	MonthlyLimitEUR        *float64 `json:"monthly_limit_eur,omitempty"`
+	WarnThresholdPct       int      `json:"warn_threshold_pct"`
+}
+
+type putAIPricingRequest struct {
+	Prices []AIPricingEntry `json:"prices"`
+}
+
+type putAICostPolicyRequest struct {
+	DailyLimitEUR        *float64 `json:"daily_limit_eur"`
+	MonthlyLimitEUR      *float64 `json:"monthly_limit_eur"`
+	WarnThresholdPct     int      `json:"warn_threshold_pct"`
+	DailyLimitMicroEUR   *int64   `json:"daily_limit_micro_eur,omitempty"`
+	MonthlyLimitMicroEUR *int64   `json:"monthly_limit_micro_eur,omitempty"`
+}
+
+func (s *Service) GetAIUsageSummary(ctx context.Context, billingScope string) (AIUsageSummary, error) {
+	today := time.Now().UTC().Truncate(24 * time.Hour)
+	month := time.Date(today.Year(), today.Month(), 1, 0, 0, 0, 0, time.UTC)
+
+	out := AIUsageSummary{
+		Currency:    "EUR",
+		DailySeries: []AIUsageDayPoint{},
+		TopUsers:    []AIUsageTopUser{},
+		TopModels:   []AIUsageTopModel{},
+	}
+	policySvc := cost.NewPolicyService(s.db)
+	orgPolicy, _ := policySvc.GetOrgPolicy(ctx)
+	out.OrgPolicy = orgPolicy
+
+	var dailyOrg, dailyUser int64
+	_ = s.db.QueryRow(ctx, `
+		SELECT COALESCE(cost_micro_eur_org, 0), COALESCE(cost_micro_eur_user, 0)
+		FROM ai_org_usage_daily WHERE usage_date = $1
+	`, today).Scan(&dailyOrg, &dailyUser)
+
+	var monthlyOrg int64
+	_ = s.db.QueryRow(ctx, `
+		SELECT COALESCE(cost_micro_eur_org, 0) FROM ai_org_usage_monthly WHERE usage_month = $1
+	`, month).Scan(&monthlyOrg)
+
+	if billingScope == "user" {
+		out.CostTodayMicroEUR = dailyUser
+	} else {
+		out.CostTodayMicroEUR = dailyOrg
+	}
+	out.CostMonthMicroEUR = monthlyOrg
+	out.CostTodayEUR = cost.MicroEURToEUR(out.CostTodayMicroEUR)
+	out.CostMonthEUR = cost.MicroEURToEUR(out.CostMonthMicroEUR)
+
+	rows, err := s.db.Query(ctx, `
+		SELECT usage_date, cost_micro_eur_org, cost_micro_eur_user, requests
+		FROM ai_org_usage_daily
+		WHERE usage_date >= $1
+		ORDER BY usage_date ASC
+	`, today.AddDate(0, 0, -29))
+	if err == nil {
+		defer rows.Close()
+		for rows.Next() {
+			var pt AIUsageDayPoint
+			var d time.Time
+			if err := rows.Scan(&d, &pt.CostOrgMicroEUR, &pt.CostUserMicroEUR, &pt.Requests); err != nil {
+				continue
+			}
+			pt.Date = d.Format("2006-01-02")
+			pt.CostOrgEUR = cost.MicroEURToEUR(pt.CostOrgMicroEUR)
+			out.DailySeries = append(out.DailySeries, pt)
+		}
+	}
+
+	topUserRows, err := s.db.Query(ctx, `
+		SELECT u.id::text, COALESCE(u.email, ''), COALESCE(u.display_name, ''),
+			COALESCE(SUM(e.cost_micro_eur), 0)
+		FROM ai_usage_events e
+		JOIN users u ON u.id = e.user_id
+		WHERE e.created_at >= $1 AND e.billing_scope = 'org'
+		GROUP BY u.id, u.email, u.display_name
+		ORDER BY SUM(e.cost_micro_eur) DESC
+		LIMIT 10
+	`, month)
+	if err == nil {
+		defer topUserRows.Close()
+		for topUserRows.Next() {
+			var u AIUsageTopUser
+			if err := topUserRows.Scan(&u.UserID, &u.Email, &u.DisplayName, &u.CostOrgMicroEUR); err != nil {
+				continue
+			}
+			u.CostOrgEUR = cost.MicroEURToEUR(u.CostOrgMicroEUR)
+			out.TopUsers = append(out.TopUsers, u)
+		}
+	}
+
+	topModelRows, err := s.db.Query(ctx, `
+		SELECT model_id, COALESCE(SUM(cost_micro_eur), 0), COUNT(*)
+		FROM ai_usage_events
+		WHERE created_at >= $1 AND billing_scope = 'org'
+		GROUP BY model_id
+		ORDER BY SUM(cost_micro_eur) DESC
+		LIMIT 10
+	`, month)
+	if err == nil {
+		defer topModelRows.Close()
+		for topModelRows.Next() {
+			var m AIUsageTopModel
+			if err := topModelRows.Scan(&m.ModelID, &m.CostMicroEUR, &m.RequestCount); err != nil {
+				continue
+			}
+			m.CostEUR = cost.MicroEURToEUR(m.CostMicroEUR)
+			out.TopModels = append(out.TopModels, m)
+		}
+	}
+
+	return out, nil
+}
+
+func (s *Service) GetUserAIUsage(ctx context.Context, userID string, limit, offset int) (AIUserUsageDetail, error) {
+	if limit <= 0 {
+		limit = 50
+	}
+	var detail AIUserUsageDetail
+	detail.Events = []AIUsageEventItem{}
+	err := s.db.QueryRow(ctx, `
+		SELECT id::text, COALESCE(email, ''), COALESCE(display_name, '')
+		FROM users WHERE id = $1::uuid
+	`, userID).Scan(&detail.UserID, &detail.Email, &detail.DisplayName)
+	if err != nil {
+		return detail, fmt.Errorf("user not found")
+	}
+
+	summary, _ := s.GetAIUsageSummary(ctx, "org")
+	detail.Summary = summary
+
+	_ = s.db.QueryRow(ctx, `
+		SELECT COUNT(*) FROM ai_usage_events WHERE user_id = $1::uuid
+	`, userID).Scan(&detail.EventsTotal)
+
+	rows, err := s.db.Query(ctx, `
+		SELECT id::text, created_at, feature, model_id, provider_id, billing_scope,
+			cost_micro_eur, prompt_tokens, completion_tokens, cached_input_tokens, estimated
+		FROM ai_usage_events
+		WHERE user_id = $1::uuid
+		ORDER BY created_at DESC
+		LIMIT $2 OFFSET $3
+	`, userID, limit, offset)
+	if err != nil {
+		return detail, err
+	}
+	defer rows.Close()
+	for rows.Next() {
+		var ev AIUsageEventItem
+		var created time.Time
+		if err := rows.Scan(&ev.ID, &created, &ev.Feature, &ev.ModelID, &ev.ProviderID,
+			&ev.BillingScope, &ev.CostMicroEUR, &ev.PromptTokens, &ev.CompletionTokens,
+			&ev.CachedInputTokens, &ev.Estimated); err != nil {
+			continue
+		}
+		ev.CreatedAt = created.UTC().Format(time.RFC3339)
+		ev.CostEUR = cost.MicroEURToEUR(ev.CostMicroEUR)
+		detail.Events = append(detail.Events, ev)
+	}
+	return detail, rows.Err()
+}
+
+func (s *Service) ListAIPricing(ctx context.Context) ([]AIPricingEntry, error) {
+	store := cost.NewPricingStore(s.db)
+	prices, err := store.ListPrices(ctx)
+	if err != nil {
+		return []AIPricingEntry{}, err
+	}
+	out := make([]AIPricingEntry, 0, len(prices))
+	for _, p := range prices {
+		out = append(out, AIPricingEntry{
+			ModelID:                    p.ModelID,
+			ProviderType:               p.ProviderType,
+			InputMicroEURPerMTok:       p.InputMicroEURPerMTok,
+			CachedInputMicroEURPerMTok: p.CachedInputMicroEURPerMTok,
+			OutputMicroEURPerMTok:      p.OutputMicroEURPerMTok,
+			ReasoningMicroEURPerMTok:   p.ReasoningMicroEURPerMTok,
+			InputEURPerMTok:            cost.MicroEURToEUR(p.InputMicroEURPerMTok),
+			OutputEURPerMTok:           cost.MicroEURToEUR(p.OutputMicroEURPerMTok),
+		})
+	}
+	return out, nil
+}
+
+func (s *Service) PutAIPricing(ctx context.Context, actorSub string, req putAIPricingRequest) ([]AIPricingEntry, error) {
+	store := cost.NewPricingStore(s.db)
+	for _, p := range req.Prices {
+		if err := store.UpsertModelPrice(ctx, cost.ModelPrice{
+			ModelID:                    p.ModelID,
+			ProviderType:               p.ProviderType,
+			InputMicroEURPerMTok:       p.InputMicroEURPerMTok,
+			CachedInputMicroEURPerMTok: p.CachedInputMicroEURPerMTok,
+			OutputMicroEURPerMTok:      p.OutputMicroEURPerMTok,
+			ReasoningMicroEURPerMTok:   p.ReasoningMicroEURPerMTok,
+		}); err != nil {
+			return nil, err
+		}
+	}
+	s.logAudit(ctx, actorSub, "update_ai_pricing", map[string]any{"count": len(req.Prices)})
+	return s.ListAIPricing(ctx)
+}
+
+func (s *Service) ListAICostPolicies(ctx context.Context) ([]AICostPolicyEntry, error) {
+	rows, err := s.db.Query(ctx, `
+		SELECT p.scope_type, p.scope_id::text, p.daily_limit_micro_eur, p.monthly_limit_micro_eur, p.warn_threshold_pct,
+			COALESCE(g.name, u.email, 'Organisation')
+		FROM ai_cost_policies p
+		LEFT JOIN user_groups g ON p.scope_type = 'group' AND g.id = p.scope_id
+		LEFT JOIN users u ON p.scope_type = 'user' AND u.id = p.scope_id
+		ORDER BY p.priority ASC, p.scope_type
+	`)
+	if err != nil {
+		return []AICostPolicyEntry{}, err
+	}
+	defer rows.Close()
+	var out = make([]AICostPolicyEntry, 0)
+	for rows.Next() {
+		var e AICostPolicyEntry
+		var scopeID *string
+		if err := rows.Scan(&e.ScopeType, &scopeID, &e.DailyLimitMicroEUR, &e.MonthlyLimitMicroEUR,
+			&e.WarnThresholdPct, &e.ScopeName); err != nil {
+			continue
+		}
+		e.ScopeID = scopeID
+		if e.DailyLimitMicroEUR != nil {
+			v := cost.MicroEURToEUR(*e.DailyLimitMicroEUR)
+			e.DailyLimitEUR = &v
+		}
+		if e.MonthlyLimitMicroEUR != nil {
+			v := cost.MicroEURToEUR(*e.MonthlyLimitMicroEUR)
+			e.MonthlyLimitEUR = &v
+		}
+		out = append(out, e)
+	}
+	return out, rows.Err()
+}
+
+func (s *Service) PutUserAICostPolicy(ctx context.Context, actorSub, userID string, req putAICostPolicyRequest) error {
+	daily, monthly := resolveCostLimits(req)
+	policy := cost.NewPolicyService(s.db)
+	if err := policy.UpsertScopePolicy(ctx, "user", userID, daily, monthly, req.WarnThresholdPct); err != nil {
+		return err
+	}
+	s.logAudit(ctx, actorSub, "set_user_ai_cost_policy", map[string]any{"user_id": userID})
+	return nil
+}
+
+func (s *Service) PutGroupAICostPolicy(ctx context.Context, actorSub, groupID string, req putAICostPolicyRequest) error {
+	daily, monthly := resolveCostLimits(req)
+	policy := cost.NewPolicyService(s.db)
+	if err := policy.UpsertScopePolicy(ctx, "group", groupID, daily, monthly, req.WarnThresholdPct); err != nil {
+		return err
+	}
+	s.logAudit(ctx, actorSub, "set_group_ai_cost_policy", map[string]any{"group_id": groupID})
+	return nil
+}
+
+func (s *Service) syncUsageQuotasToCostPolicy(ctx context.Context, usageQuotas map[string]any) error {
+	if usageQuotas == nil {
+		return nil
+	}
+	var daily, monthly *int64
+	warnPct := 80
+
+	if v, ok := usageQuotas["llm_daily_cost_limit_eur"].(float64); ok && v > 0 {
+		m := int64(v * 1_000_000)
+		daily = &m
+	}
+	if v, ok := usageQuotas["llm_monthly_cost_limit_eur"].(float64); ok && v > 0 {
+		m := int64(v * 1_000_000)
+		monthly = &m
+	}
+	if v, ok := usageQuotas["llm_cost_warn_threshold_pct"].(float64); ok && v > 0 {
+		warnPct = int(v)
+	}
+
+	policy := cost.NewPolicyService(s.db)
+	return policy.UpsertOrgPolicy(ctx, daily, monthly, warnPct)
+}
+
+func resolveCostLimits(req putAICostPolicyRequest) (*int64, *int64) {
+	var daily, monthly *int64
+	if req.DailyLimitMicroEUR != nil {
+		daily = req.DailyLimitMicroEUR
+	} else if req.DailyLimitEUR != nil && *req.DailyLimitEUR > 0 {
+		v := int64(*req.DailyLimitEUR * 1_000_000)
+		daily = &v
+	}
+	if req.MonthlyLimitMicroEUR != nil {
+		monthly = req.MonthlyLimitMicroEUR
+	} else if req.MonthlyLimitEUR != nil && *req.MonthlyLimitEUR > 0 {
+		v := int64(*req.MonthlyLimitEUR * 1_000_000)
+		monthly = &v
+	}
+	return daily, monthly
+}
--- a/internal/api/admin/ai_usage_handlers.go
+++ b/internal/api/admin/ai_usage_handlers.go
@ -0,0 +1,116 @@
+package admin
+
+import (
+	"net/http"
+	"strconv"
+
+	"github.com/go-chi/chi/v5"
+
+	"github.com/ultisuite/ulti-backend/internal/api/apiresponse"
+	"github.com/ultisuite/ulti-backend/internal/api/apivalidate"
+	"github.com/ultisuite/ulti-backend/internal/api/middleware"
+)
+
+func (h *Handler) GetAIUsage(w http.ResponseWriter, r *http.Request) {
+	scope := r.URL.Query().Get("scope")
+	if scope == "" {
+		scope = "org"
+	}
+	summary, err := h.svc.GetAIUsageSummary(r.Context(), scope)
+	if err != nil {
+		h.logger.Error("get ai usage", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, summary)
+}
+
+func (h *Handler) GetUserAIUsage(w http.ResponseWriter, r *http.Request) {
+	userID := chi.URLParam(r, "userID")
+	limit, _ := strconv.Atoi(r.URL.Query().Get("limit"))
+	offset, _ := strconv.Atoi(r.URL.Query().Get("offset"))
+	detail, err := h.svc.GetUserAIUsage(r.Context(), userID, limit, offset)
+	if err != nil {
+		if err.Error() == "user not found" {
+			apiresponse.WriteError(w, r, http.StatusNotFound, apiresponse.CodeNotFound, err.Error(), nil)
+			return
+		}
+		h.logger.Error("get user ai usage", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, detail)
+}
+
+func (h *Handler) GetAIPricing(w http.ResponseWriter, r *http.Request) {
+	prices, err := h.svc.ListAIPricing(r.Context())
+	if err != nil {
+		h.logger.Error("list ai pricing", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, map[string]any{"prices": prices})
+}
+
+func (h *Handler) PutAIPricing(w http.ResponseWriter, r *http.Request) {
+	claims := middleware.ClaimsFromContext(r.Context())
+	var req putAIPricingRequest
+	if err := apivalidate.DecodeJSON(w, r, maxQuotaRequestBody, &req); err != nil {
+		return
+	}
+	prices, err := h.svc.PutAIPricing(r.Context(), claims.Sub, req)
+	if err != nil {
+		h.logger.Error("put ai pricing", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, map[string]any{"prices": prices})
+}
+
+func (h *Handler) GetAICostPolicies(w http.ResponseWriter, r *http.Request) {
+	policies, err := h.svc.ListAICostPolicies(r.Context())
+	if err != nil {
+		h.logger.Error("list ai cost policies", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, map[string]any{"policies": policies})
+}
+
+func (h *Handler) PutUserAICostPolicy(w http.ResponseWriter, r *http.Request) {
+	claims := middleware.ClaimsFromContext(r.Context())
+	userID := chi.URLParam(r, "userID")
+	if verr := validateUserID(userID); verr != nil {
+		apivalidate.WriteValidationError(w, r, verr)
+		return
+	}
+	var req putAICostPolicyRequest
+	if err := apivalidate.DecodeJSON(w, r, maxQuotaRequestBody, &req); err != nil {
+		return
+	}
+	if err := h.svc.PutUserAICostPolicy(r.Context(), claims.Sub, userID, req); err != nil {
+		h.logger.Error("put user ai cost policy", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, map[string]any{"ok": true})
+}
+
+func (h *Handler) PutGroupAICostPolicy(w http.ResponseWriter, r *http.Request) {
+	claims := middleware.ClaimsFromContext(r.Context())
+	groupID := chi.URLParam(r, "groupID")
+	if verr := validateGroupID(groupID); verr != nil {
+		apivalidate.WriteValidationError(w, r, verr)
+		return
+	}
+	var req putAICostPolicyRequest
+	if err := apivalidate.DecodeJSON(w, r, maxQuotaRequestBody, &req); err != nil {
+		return
+	}
+	if err := h.svc.PutGroupAICostPolicy(r.Context(), claims.Sub, groupID, req); err != nil {
+		h.logger.Error("put group ai cost policy", "error", err)
+		apiresponse.WriteError(w, r, http.StatusInternalServerError, apiresponse.CodeInternal, err.Error(), nil)
+		return
+	}
+	apiresponse.WriteJSON(w, http.StatusOK, map[string]any{"ok": true})
+}
--- a/internal/api/admin/handlers.go
+++ b/internal/api/admin/handlers.go
@ -79,6 +79,14 @@ func (h *Handler) Routes() chi.Router {
 	r.With(write).Put("/org/settings", h.PutOrgSettings)
 	r.With(read).Post("/org/llm/discover-models", h.DiscoverOrgLLMModels)

+	r.With(read).Get("/ai/usage", h.GetAIUsage)
+	r.With(read).Get("/ai/usage/users/{userID}", h.GetUserAIUsage)
+	r.With(read).Get("/ai/pricing", h.GetAIPricing)
+	r.With(write).Put("/ai/pricing", h.PutAIPricing)
+	r.With(read).Get("/ai/policies", h.GetAICostPolicies)
+	r.With(write).Put("/users/{userID}/ai-policy", h.PutUserAICostPolicy)
+	r.With(write).Put("/user-groups/{groupID}/ai-policy", h.PutGroupAICostPolicy)
+
 	r.With(read).Get("/org/identity-providers/redirect-uri/{slug}", h.GetIdentityProviderRedirectURI)
 	r.With(write).Post("/org/identity-providers/{providerID}/test", h.TestIdentityProvider)
 	r.With(write).Post("/org/identity-providers/{providerID}/sync", h.SyncIdentityProvider)
--- a/internal/api/admin/org_settings.go
+++ b/internal/api/admin/org_settings.go
@ -45,11 +45,14 @@ func defaultOrgPolicy() map[string]any {
 			"warn_threshold_pct":   90,
 		},
 		"usage_quotas": map[string]any{
-			"llm_requests_per_day":      100,
-			"llm_tokens_per_month":      500000,
-			"search_requests_per_day":   50,
-			"max_api_tokens_per_user":   10,
-			"max_webhooks_per_user":     20,
+			"llm_daily_cost_limit_eur":    2,
+			"llm_monthly_cost_limit_eur":  35,
+			"llm_cost_warn_threshold_pct": 80,
+			"llm_requests_per_day":        75,
+			"llm_tokens_per_month":        2_000_000,
+			"search_requests_per_day":     20,
+			"max_api_tokens_per_user":     5,
+			"max_webhooks_per_user":       5,
 		},
 		"file_policies": map[string]any{
 			"max_upload_mib":           512,
@ -909,6 +912,12 @@ func (s *Service) PutOrgSettings(ctx context.Context, actorSub string, patch map
 		}
 	}

+	if usageQuotas, ok := merged["usage_quotas"].(map[string]any); ok {
+		if err := s.syncUsageQuotasToCostPolicy(ctx, usageQuotas); err != nil {
+			s.logger.Warn("sync ai cost policy failed", "error", err)
+		}
+	}
+
 	return s.GetOrgSettings(ctx)
 }

--- a/internal/api/meet/transcript_processor.go
+++ b/internal/api/meet/transcript_processor.go
@ -13,6 +13,7 @@ import (

 	"github.com/jackc/pgx/v5/pgxpool"

+	"github.com/ultisuite/ulti-backend/internal/ai"
 	"github.com/ultisuite/ulti-backend/internal/llm"
 	"github.com/ultisuite/ulti-backend/internal/nextcloud"
 	"github.com/ultisuite/ulti-backend/internal/orgpolicy"
@ -104,11 +105,14 @@ func (p *TranscriptProcessor) runPostActions(
 	actions := policy.PostActions

 	if actions.LLMEnabled {
-		summary, err := p.summarize(ctx, policy, rawTranscript)
+		summary, provider, model, usage, err := p.summarize(ctx, policy, rawTranscript)
 		if err != nil {
 			p.logger.Warn("llm summary failed", "error", err, "job_id", jobID)
 		} else if strings.TrimSpace(summary) != "" {
 			finalText = summary
+			if extID, err := ai.ResolveExternalIDByEmail(ctx, p.db, in.OrganizerEmail); err == nil && extID != "" {
+				ai.RecordFeatureUsage(ctx, p.db, extID, "ultimeet", model, provider, usage)
+			}
 		}
 	}

@ -145,16 +149,20 @@ func (p *TranscriptProcessor) runPostActions(
 	return err
 }

-func (p *TranscriptProcessor) summarize(ctx context.Context, policy orgpolicy.MeetPolicy, transcript string) (string, error) {
+func (p *TranscriptProcessor) summarize(ctx context.Context, policy orgpolicy.MeetPolicy, transcript string) (string, llm.Provider, string, llm.UsageDetail, error) {
 	provider, model, err := p.resolveLLM(ctx, policy.PostActions.LLMProviderID)
 	if err != nil {
-		return "", err
+		return "", llm.Provider{}, "", llm.UsageDetail{}, err
 	}
 	prompt := strings.TrimSpace(policy.PostActions.LLMPrompt)
 	if prompt == "" {
 		prompt = "Résume cette réunion en français."
 	}
-	return p.llm.Complete(ctx, provider, model, prompt, transcript)
+	result, err := p.llm.CompleteWithUsage(ctx, provider, model, prompt, transcript)
+	if err != nil {
+		return "", provider, model, llm.UsageDetail{}, err
+	}
+	return result.Content, provider, result.Model, result.Usage, nil
 }

 func (p *TranscriptProcessor) resolveLLM(ctx context.Context, providerID string) (llm.Provider, string, error) {
--- a/internal/contacts/discovery/enrich.go
+++ b/internal/contacts/discovery/enrich.go
@ -7,6 +7,9 @@ import (
 	"strings"
 	"time"

+	"github.com/jackc/pgx/v5/pgxpool"
+
+	"github.com/ultisuite/ulti-backend/internal/ai"
 	"github.com/ultisuite/ulti-backend/internal/llm"
 )

@ -60,7 +63,7 @@ func parseEnrichedData(raw string) (*EnrichedContactData, error) {
 	return &data, nil
 }

-func enrichWithLLMTimeout(ctx context.Context, client *llm.Client, settings llm.Settings, email, displayName string, signatures []SignatureEntry, timeout time.Duration) (*EnrichedContactData, error) {
+func enrichWithLLMTimeout(ctx context.Context, db *pgxpool.Pool, externalUserID string, client *llm.Client, settings llm.Settings, email, displayName string, signatures []SignatureEntry, timeout time.Duration) (*EnrichedContactData, error) {
 	enrichCtx, cancel := context.WithTimeout(ctx, timeout)
 	defer cancel()

@ -69,7 +72,7 @@ func enrichWithLLMTimeout(ctx context.Context, client *llm.Client, settings llm.
 		err  error
 	}, 1)
 	go func() {
-		data, err := enrichWithLLM(enrichCtx, client, settings, email, displayName, signatures)
+		data, err := enrichWithLLM(enrichCtx, db, externalUserID, client, settings, email, displayName, signatures)
 		resultCh <- struct {
 			data *EnrichedContactData
 			err  error
@ -89,7 +92,7 @@ func enrichWithLLMTimeout(ctx context.Context, client *llm.Client, settings llm.
 	}
 }

-func enrichWithLLM(ctx context.Context, client *llm.Client, settings llm.Settings, email, displayName string, signatures []SignatureEntry) (*EnrichedContactData, error) {
+func enrichWithLLM(ctx context.Context, db *pgxpool.Pool, externalUserID string, client *llm.Client, settings llm.Settings, email, displayName string, signatures []SignatureEntry) (*EnrichedContactData, error) {
 	if client == nil || len(signatures) == 0 {
 		return nil, fmt.Errorf("no signatures to enrich")
 	}
@ -98,11 +101,12 @@ func enrichWithLLM(ctx context.Context, client *llm.Client, settings llm.Setting
 		return nil, err
 	}
 	prompt := buildEnrichPrompt(email, displayName, signatures)
-	raw, err := client.Complete(ctx, provider, model, enrichSystemPrompt, prompt)
+	result, err := client.CompleteWithUsage(ctx, provider, model, enrichSystemPrompt, prompt)
 	if err != nil {
 		return nil, err
 	}
-	return parseEnrichedData(raw)
+	ai.RecordFeatureUsage(ctx, db, externalUserID, "contact_discovery", result.Model, provider, result.Usage)
+	return parseEnrichedData(result.Content)
 }

 func enrichedDataToSuggestions(userID, profileID string, data *EnrichedContactData) []Suggestion {
--- a/internal/contacts/discovery/enrich_job.go
+++ b/internal/contacts/discovery/enrich_job.go
@ -121,7 +121,7 @@ func (s *Service) runProfileEnrichment(externalUserID, profileID, ncUserID, book
 	}

 	enriched, enrichErr := enrichWithLLMTimeout(
-		ctx, s.llm, llmSettings,
+		ctx, s.db, externalUserID, s.llm, llmSettings,
 		profile.PrimaryEmail, profile.DisplayName, sigs, llmEnrichTimeout,
 	)
 	if enrichErr != nil {
--- a/internal/contacts/discovery/improve_contact.go
+++ b/internal/contacts/discovery/improve_contact.go
@ -6,6 +6,7 @@ import (
 	"fmt"
 	"strings"

+	"github.com/ultisuite/ulti-backend/internal/ai"
 	"github.com/ultisuite/ulti-backend/internal/llm"
 	"github.com/ultisuite/ulti-backend/internal/websearch"
 )
@ -120,11 +121,12 @@ func (s *Service) ImproveContact(ctx context.Context, externalUserID string, inp

 	searchSection := s.fetchContactSearchResults(improveCtx, externalUserID, input)
 	prompt := buildImproveContactPrompt(input, searchSection)
-	raw, err := s.llm.Complete(improveCtx, provider, model, improveContactSystemPrompt, prompt)
+	raw, err := s.llm.CompleteWithUsage(improveCtx, provider, model, improveContactSystemPrompt, prompt)
 	if err != nil {
 		return nil, err
 	}
-	data, err := parseEnrichedData(raw)
+	ai.RecordFeatureUsage(ctx, s.db, externalUserID, "contact_discovery", raw.Model, provider, raw.Usage)
+	data, err := parseEnrichedData(raw.Content)
 	if err != nil {
 		return nil, fmt.Errorf("parse improved contact: %w", err)
 	}
--- a/internal/contacts/discovery/service.go
+++ b/internal/contacts/discovery/service.go
@ -334,7 +334,7 @@ func (s *Service) executeScan(ctx context.Context, externalUserID, ncUserID, boo

 		heartbeatCtx, heartbeatCancel := context.WithCancel(context.Background())
 		go s.enrichHeartbeat(heartbeatCtx, scanID, externalUserID, messagesScanned, enrichDone, totalMessages, enrichTotal)
-		enriched, enrichErr := enrichWithLLMTimeout(ctx, s.llm, llmSettings, email, agg.DisplayName, sigEntries, llmEnrichTimeout)
+		enriched, enrichErr := enrichWithLLMTimeout(ctx, s.db, externalUserID, s.llm, llmSettings, email, agg.DisplayName, sigEntries, llmEnrichTimeout)
 		heartbeatCancel()
 		if enrichErr != nil {
 			s.logger.Warn("llm enrichment failed", "email", email, "error", enrichErr)
--- a/internal/llm/client.go
+++ b/internal/llm/client.go
@ -44,6 +44,17 @@ type chatResponse struct {
 			Content string `json:"content"`
 		} `json:"message"`
 	} `json:"choices"`
+	Usage *struct {
+		PromptTokens     int `json:"prompt_tokens"`
+		CompletionTokens int `json:"completion_tokens"`
+		TotalTokens      int `json:"total_tokens"`
+		PromptTokensDetails *struct {
+			CachedTokens int `json:"cached_tokens"`
+		} `json:"prompt_tokens_details,omitempty"`
+		CompletionTokensDetails *struct {
+			ReasoningTokens int `json:"reasoning_tokens"`
+		} `json:"completion_tokens_details,omitempty"`
+	} `json:"usage,omitempty"`
 	Error *struct {
 		Message string `json:"message"`
 	} `json:"error,omitempty"`
@ -67,16 +78,40 @@ func NewClient() *Client {
 }

 func (c *Client) Complete(ctx context.Context, provider Provider, model, systemPrompt, userPrompt string) (string, error) {
+	result, err := c.CompleteWithUsage(ctx, provider, model, systemPrompt, userPrompt)
+	if err != nil {
+		return "", err
+	}
+	return result.Content, nil
+}
+
+// CompletionResult holds LLM output and usage metadata.
+type CompletionResult struct {
+	Content string
+	Model   string
+	Usage   UsageDetail
+}
+
+// UsageDetail mirrors ai/cost.UsageDetail for llm package consumers.
+type UsageDetail struct {
+	PromptTokens      int
+	CompletionTokens  int
+	CachedInputTokens int
+	ReasoningTokens   int
+	TotalTokens       int
+}
+
+func (c *Client) CompleteWithUsage(ctx context.Context, provider Provider, model, systemPrompt, userPrompt string) (CompletionResult, error) {
 	baseURL := strings.TrimRight(strings.TrimSpace(provider.BaseURL), "/")
 	if baseURL == "" {
-		return "", fmt.Errorf("llm provider base_url is required")
+		return CompletionResult{}, fmt.Errorf("llm provider base_url is required")
 	}
 	model = strings.TrimSpace(model)
 	if model == "" {
 		model = strings.TrimSpace(provider.DefaultModel)
 	}
 	if model == "" {
-		return "", fmt.Errorf("llm model is required")
+		return CompletionResult{}, fmt.Errorf("llm model is required")
 	}

 	reqBody := chatRequest{
@ -89,13 +124,13 @@ func (c *Client) Complete(ctx context.Context, provider Provider, model, systemP
 	}
 	payload, err := json.Marshal(reqBody)
 	if err != nil {
-		return "", err
+		return CompletionResult{}, err
 	}

 	url := baseURL + "/chat/completions"
 	req, err := http.NewRequestWithContext(ctx, http.MethodPost, url, bytes.NewReader(payload))
 	if err != nil {
-		return "", err
+		return CompletionResult{}, err
 	}
 	req.Header.Set("Content-Type", "application/json")
 	if strings.TrimSpace(provider.APIKey) != "" {
@ -104,29 +139,68 @@ func (c *Client) Complete(ctx context.Context, provider Provider, model, systemP

 	resp, err := c.http.Do(req)
 	if err != nil {
-		return "", err
+		return CompletionResult{}, err
 	}
 	defer resp.Body.Close()

 	body, err := io.ReadAll(io.LimitReader(resp.Body, 1<<20))
 	if err != nil {
-		return "", err
+		return CompletionResult{}, err
 	}
 	if resp.StatusCode >= 400 {
-		return "", fmt.Errorf("llm request failed (%d): %s", resp.StatusCode, string(body))
+		return CompletionResult{}, fmt.Errorf("llm request failed (%d): %s", resp.StatusCode, string(body))
 	}

 	var parsed chatResponse
 	if err := json.Unmarshal(body, &parsed); err != nil {
-		return "", err
+		return CompletionResult{}, err
 	}
 	if parsed.Error != nil && parsed.Error.Message != "" {
-		return "", fmt.Errorf("llm error: %s", parsed.Error.Message)
+		return CompletionResult{}, fmt.Errorf("llm error: %s", parsed.Error.Message)
 	}
 	if len(parsed.Choices) == 0 {
-		return "", fmt.Errorf("llm returned no choices")
+		return CompletionResult{}, fmt.Errorf("llm returned no choices")
 	}
-	return strings.TrimSpace(parsed.Choices[0].Message.Content), nil
+	usage := parseUsageFromResponse(parsed.Usage)
+	return CompletionResult{
+		Content: strings.TrimSpace(parsed.Choices[0].Message.Content),
+		Model:   model,
+		Usage:   usage,
+	}, nil
+}
+
+func parseUsageFromResponse(u *struct {
+	PromptTokens     int `json:"prompt_tokens"`
+	CompletionTokens int `json:"completion_tokens"`
+	TotalTokens      int `json:"total_tokens"`
+	PromptTokensDetails *struct {
+		CachedTokens int `json:"cached_tokens"`
+	} `json:"prompt_tokens_details,omitempty"`
+	CompletionTokensDetails *struct {
+		ReasoningTokens int `json:"reasoning_tokens"`
+	} `json:"completion_tokens_details,omitempty"`
+}) UsageDetail {
+	if u == nil {
+		return UsageDetail{TotalTokens: 1}
+	}
+	d := UsageDetail{
+		PromptTokens:     u.PromptTokens,
+		CompletionTokens: u.CompletionTokens,
+		TotalTokens:      u.TotalTokens,
+	}
+	if u.PromptTokensDetails != nil {
+		d.CachedInputTokens = u.PromptTokensDetails.CachedTokens
+	}
+	if u.CompletionTokensDetails != nil {
+		d.ReasoningTokens = u.CompletionTokensDetails.ReasoningTokens
+	}
+	if d.TotalTokens == 0 {
+		d.TotalTokens = d.PromptTokens + d.CompletionTokens
+	}
+	if d.TotalTokens == 0 {
+		d.TotalTokens = 1
+	}
+	return d
 }

 func (c *Client) ListModels(ctx context.Context, provider Provider) ([]string, error) {
--- a/migrations/000052_ai_cost_metering.down.sql
+++ b/migrations/000052_ai_cost_metering.down.sql
@ -0,0 +1,9 @@
+DROP TABLE IF EXISTS ai_cost_policies;
+DROP TABLE IF EXISTS ai_org_usage_monthly;
+DROP TABLE IF EXISTS ai_org_usage_daily;
+ALTER TABLE ai_usage_monthly DROP COLUMN IF EXISTS cost_micro_eur_org;
+ALTER TABLE ai_usage_monthly DROP COLUMN IF EXISTS cost_micro_eur_user;
+ALTER TABLE ai_usage_daily DROP COLUMN IF EXISTS cost_micro_eur_org;
+ALTER TABLE ai_usage_daily DROP COLUMN IF EXISTS cost_micro_eur_user;
+DROP TABLE IF EXISTS ai_usage_events;
+DROP TABLE IF EXISTS ai_model_pricing;
--- a/migrations/000052_ai_cost_metering.up.sql
+++ b/migrations/000052_ai_cost_metering.up.sql
@ -0,0 +1,96 @@
+-- Model pricing (micro-EUR per 1M tokens)
+CREATE TABLE IF NOT EXISTS ai_model_pricing (
+    model_id TEXT NOT NULL,
+    provider_type TEXT NOT NULL DEFAULT 'generic',
+    input_micro_eur_per_mtok BIGINT NOT NULL,
+    cached_input_micro_eur_per_mtok BIGINT,
+    output_micro_eur_per_mtok BIGINT NOT NULL,
+    reasoning_micro_eur_per_mtok BIGINT,
+    effective_from DATE NOT NULL DEFAULT CURRENT_DATE,
+    source TEXT NOT NULL DEFAULT 'manual',
+    PRIMARY KEY (model_id, effective_from)
+);
+
+-- Detailed usage ledger
+CREATE TABLE IF NOT EXISTS ai_usage_events (
+    id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
+    user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
+    created_at TIMESTAMPTZ NOT NULL DEFAULT NOW(),
+    feature TEXT NOT NULL,
+    model_id TEXT NOT NULL,
+    provider_id TEXT NOT NULL,
+    billing_scope TEXT NOT NULL CHECK (billing_scope IN ('org', 'user')),
+    provider_key_fingerprint TEXT NOT NULL DEFAULT '',
+    prompt_tokens INT NOT NULL DEFAULT 0,
+    completion_tokens INT NOT NULL DEFAULT 0,
+    cached_input_tokens INT NOT NULL DEFAULT 0,
+    reasoning_tokens INT NOT NULL DEFAULT 0,
+    cost_micro_eur BIGINT NOT NULL DEFAULT 0,
+    estimated BOOLEAN NOT NULL DEFAULT false,
+    request_id TEXT
+);
+
+CREATE INDEX IF NOT EXISTS idx_ai_usage_events_user_time ON ai_usage_events(user_id, created_at DESC);
+CREATE INDEX IF NOT EXISTS idx_ai_usage_events_scope_key ON ai_usage_events(billing_scope, provider_key_fingerprint, created_at DESC);
+CREATE INDEX IF NOT EXISTS idx_ai_usage_events_created ON ai_usage_events(created_at DESC);
+
+-- Extend daily rollups
+ALTER TABLE ai_usage_daily
+    ADD COLUMN IF NOT EXISTS cost_micro_eur_org BIGINT NOT NULL DEFAULT 0,
+    ADD COLUMN IF NOT EXISTS cost_micro_eur_user BIGINT NOT NULL DEFAULT 0;
+
+-- Extend monthly rollups
+ALTER TABLE ai_usage_monthly
+    ADD COLUMN IF NOT EXISTS cost_micro_eur_org BIGINT NOT NULL DEFAULT 0,
+    ADD COLUMN IF NOT EXISTS cost_micro_eur_user BIGINT NOT NULL DEFAULT 0;
+
+-- Org-wide aggregates
+CREATE TABLE IF NOT EXISTS ai_org_usage_daily (
+    usage_date DATE NOT NULL PRIMARY KEY,
+    cost_micro_eur_org BIGINT NOT NULL DEFAULT 0,
+    cost_micro_eur_user BIGINT NOT NULL DEFAULT 0,
+    requests INT NOT NULL DEFAULT 0
+);
+
+CREATE TABLE IF NOT EXISTS ai_org_usage_monthly (
+    usage_month DATE NOT NULL PRIMARY KEY,
+    cost_micro_eur_org BIGINT NOT NULL DEFAULT 0,
+    cost_micro_eur_user BIGINT NOT NULL DEFAULT 0
+);
+
+-- Cost limit policies (org / group / user)
+CREATE TABLE IF NOT EXISTS ai_cost_policies (
+    id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
+    scope_type TEXT NOT NULL CHECK (scope_type IN ('org', 'group', 'user')),
+    scope_id UUID,
+    daily_limit_micro_eur BIGINT,
+    monthly_limit_micro_eur BIGINT,
+    warn_threshold_pct INT NOT NULL DEFAULT 80,
+    priority INT NOT NULL DEFAULT 0,
+    created_at TIMESTAMPTZ NOT NULL DEFAULT NOW(),
+    updated_at TIMESTAMPTZ NOT NULL DEFAULT NOW()
+);
+
+CREATE UNIQUE INDEX IF NOT EXISTS idx_ai_cost_policies_org ON ai_cost_policies(scope_type) WHERE scope_type = 'org';
+CREATE UNIQUE INDEX IF NOT EXISTS idx_ai_cost_policies_group ON ai_cost_policies(scope_type, scope_id) WHERE scope_type = 'group';
+CREATE UNIQUE INDEX IF NOT EXISTS idx_ai_cost_policies_user ON ai_cost_policies(scope_type, scope_id) WHERE scope_type = 'user';
+
+-- Default org policy: ~10 EUR/day, ~100 EUR/month
+INSERT INTO ai_cost_policies (scope_type, scope_id, daily_limit_micro_eur, monthly_limit_micro_eur, warn_threshold_pct, priority)
+SELECT 'org', NULL, 10000000, 100000000, 80, 0
+WHERE NOT EXISTS (SELECT 1 FROM ai_cost_policies WHERE scope_type = 'org');
+
+-- Seed common model pricing (approximate public rates in EUR)
+INSERT INTO ai_model_pricing (model_id, provider_type, input_micro_eur_per_mtok, cached_input_micro_eur_per_mtok, output_micro_eur_per_mtok, source) VALUES
+    ('gpt-4o-mini', 'openai', 140000, 70000, 560000, 'seed'),
+    ('gpt-4o', 'openai', 2300000, 1150000, 9200000, 'seed'),
+    ('gpt-4.1-mini', 'openai', 360000, 90000, 1440000, 'seed'),
+    ('gpt-4.1', 'openai', 1800000, 450000, 7200000, 'seed'),
+    ('o3-mini', 'openai', 990000, 250000, 3960000, 'seed'),
+    ('claude-sonnet-4-6', 'anthropic', 2700000, 270000, 13500000, 'seed'),
+    ('claude-haiku-4-5', 'anthropic', 900000, 90000, 4500000, 'seed'),
+    ('mistral-small-latest', 'mistral', 180000, 90000, 540000, 'seed'),
+    ('mistral-large-latest', 'mistral', 1800000, 450000, 5400000, 'seed'),
+    ('gemini-2.0-flash', 'google_gemini', 90000, 23000, 360000, 'seed'),
+    ('gemini-2.5-pro', 'google_gemini', 1100000, 280000, 9000000, 'seed')
+ON CONFLICT DO NOTHING;
--- a/migrations/000053_ai_quota_defaults_pme.down.sql
+++ b/migrations/000053_ai_quota_defaults_pme.down.sql
@ -0,0 +1,42 @@
+UPDATE ai_cost_policies
+SET daily_limit_micro_eur = 10000000,
+    monthly_limit_micro_eur = 100000000,
+    updated_at = NOW()
+WHERE scope_type = 'org'
+  AND daily_limit_micro_eur = 2000000
+  AND monthly_limit_micro_eur = 35000000;
+
+UPDATE org_settings
+SET settings = jsonb_set(
+    jsonb_set(
+        jsonb_set(
+            jsonb_set(
+                jsonb_set(
+                    jsonb_set(
+                        jsonb_set(
+                            COALESCE(settings, '{}'::jsonb),
+                            '{usage_quotas,llm_daily_cost_limit_eur}',
+                            '10'::jsonb
+                        ),
+                        '{usage_quotas,llm_monthly_cost_limit_eur}',
+                        '100'::jsonb
+                    ),
+                    '{usage_quotas,llm_requests_per_day}',
+                    '100'::jsonb
+                ),
+                '{usage_quotas,llm_tokens_per_month}',
+                '500000'::jsonb
+            ),
+            '{usage_quotas,search_requests_per_day}',
+            '50'::jsonb
+        ),
+        '{usage_quotas,max_api_tokens_per_user}',
+        '10'::jsonb
+    ),
+    '{usage_quotas,max_webhooks_per_user}',
+    '20'::jsonb
+),
+updated_at = NOW()
+WHERE id = 1
+  AND COALESCE((settings->'usage_quotas'->>'llm_daily_cost_limit_eur')::numeric, 0) = 2
+  AND COALESCE((settings->'usage_quotas'->>'llm_monthly_cost_limit_eur')::numeric, 0) = 35;
--- a/migrations/000053_ai_quota_defaults_pme.up.sql
+++ b/migrations/000053_ai_quota_defaults_pme.up.sql
@ -0,0 +1,56 @@
+-- Align factory AI quotas with reasonable SME defaults (per user, org keys).
+-- Only touch rows still at the previous factory values.
+
+UPDATE ai_cost_policies
+SET daily_limit_micro_eur = 2000000,
+    monthly_limit_micro_eur = 35000000,
+    updated_at = NOW()
+WHERE scope_type = 'org'
+  AND daily_limit_micro_eur = 10000000
+  AND monthly_limit_micro_eur = 100000000;
+
+UPDATE org_settings
+SET settings = jsonb_set(
+    jsonb_set(
+        jsonb_set(
+            jsonb_set(
+                jsonb_set(
+                    jsonb_set(
+                        jsonb_set(
+                            COALESCE(settings, '{}'::jsonb),
+                            '{usage_quotas,llm_daily_cost_limit_eur}',
+                            '2'::jsonb
+                        ),
+                        '{usage_quotas,llm_monthly_cost_limit_eur}',
+                        '35'::jsonb
+                    ),
+                    '{usage_quotas,llm_requests_per_day}',
+                    '75'::jsonb
+                ),
+                '{usage_quotas,llm_tokens_per_month}',
+                '2000000'::jsonb
+            ),
+            '{usage_quotas,search_requests_per_day}',
+            '20'::jsonb
+        ),
+        '{usage_quotas,max_api_tokens_per_user}',
+        '5'::jsonb
+    ),
+    '{usage_quotas,max_webhooks_per_user}',
+    '5'::jsonb
+),
+updated_at = NOW()
+WHERE id = 1
+  AND (
+    settings->'usage_quotas' IS NULL
+    OR settings->'usage_quotas' = 'null'::jsonb
+    OR (
+      COALESCE((settings->'usage_quotas'->>'llm_daily_cost_limit_eur')::numeric, 10) = 10
+      AND COALESCE((settings->'usage_quotas'->>'llm_monthly_cost_limit_eur')::numeric, 100) = 100
+      AND COALESCE((settings->'usage_quotas'->>'llm_requests_per_day')::numeric, 100) = 100
+      AND COALESCE((settings->'usage_quotas'->>'llm_tokens_per_month')::numeric, 500000) = 500000
+      AND COALESCE((settings->'usage_quotas'->>'search_requests_per_day')::numeric, 50) = 50
+      AND COALESCE((settings->'usage_quotas'->>'max_api_tokens_per_user')::numeric, 10) = 10
+      AND COALESCE((settings->'usage_quotas'->>'max_webhooks_per_user')::numeric, 20) = 20
+    )
+  );