diff --git a/deploy/mariadb/init/001-schema.sql b/deploy/mariadb/init/001-schema.sql
index 4c1cccb..31e31cc 100644
--- a/deploy/mariadb/init/001-schema.sql
+++ b/deploy/mariadb/init/001-schema.sql
@@ -1395,4 +1395,34 @@ CREATE TABLE baseline_exclusions (
 );
 
 CREATE INDEX idx_baseline_exclusions_lookup
-ON baseline_exclusions (enabled, hostname, channel_name, event_id, expires_at);
\ No newline at end of file
+ON baseline_exclusions (enabled, hostname, channel_name, event_id, expires_at);
+
+CREATE TABLE host_risk_scores (
+    hostname VARCHAR(255) PRIMARY KEY,
+    risk_score DOUBLE NOT NULL DEFAULT 0,
+    severity VARCHAR(16) NOT NULL DEFAULT 'info',
+    open_detections INT NOT NULL DEFAULT 0,
+    high_detections INT NOT NULL DEFAULT 0,
+    critical_detections INT NOT NULL DEFAULT 0,
+    confirmed_incidents INT NOT NULL DEFAULT 0,
+    last_detection_at TIMESTAMP(6) NULL,
+    updated_at TIMESTAMP(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6) ON UPDATE CURRENT_TIMESTAMP(6)
+);
+
+CREATE TABLE ueba_user_baseline (
+    id BIGINT AUTO_INCREMENT PRIMARY KEY,
+    username VARCHAR(255) NOT NULL,
+    hostname VARCHAR(255) NOT NULL,
+    src_ip VARCHAR(255) NOT NULL DEFAULT '',
+    workstation VARCHAR(255) NOT NULL DEFAULT '',
+    first_seen TIMESTAMP(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6),
+    last_seen TIMESTAMP(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6),
+    seen_count BIGINT NOT NULL DEFAULT 1,
+    UNIQUE KEY uniq_user_context (username, hostname, src_ip, workstation)
+);
+
+CREATE INDEX idx_ueba_user_baseline_user
+ON ueba_user_baseline (username, last_seen);
+
+CREATE INDEX idx_host_risk_score
+ON host_risk_scores (risk_score, severity);
\ No newline at end of file
diff --git a/main.go b/main.go
index d543168..b309ce0 100644
--- a/main.go
+++ b/main.go
@@ -399,6 +399,7 @@ a {
   <div><strong>SIEM-lite</strong></div>
   <nav>
     <a href="/ui">Dashboard</a>
+	<a href="/ui/soc">SOC</a>
 	<a href="/ui/agents">Agents</a>
 	<a href="/ui/rules">Rules</a>
 	<a href="/ui/baseline">Baseline</a>
@@ -659,6 +660,66 @@ a {
 {{template "footer" .}}
 {{end}}
 
+{{define "soc"}}
+{{template "header" .}}
+<h1>{{.Title}}</h1>
+<p class="muted">Stand: {{fmtTime .Now}}</p>
+
+<h2>Top Host Risk Scores</h2>
+<div class="table-wrap">
+<table>
+  <tr>
+    <th>Host</th>
+    <th>Risk</th>
+    <th>Severity</th>
+    <th>Open</th>
+    <th>High</th>
+    <th>Critical</th>
+    <th>Confirmed</th>
+    <th>Last Detection</th>
+  </tr>
+  {{range .TopHosts}}
+  <tr>
+    <td><strong><a href="/ui/detections?host={{q .Hostname}}">{{.Hostname}}</a></strong></td>
+    <td><strong>{{printf "%.1f" .RiskScore}}</strong></td>
+    <td><span class="badge sev-{{.Severity}}">{{.Severity}}</span></td>
+    <td>{{.OpenDetections}}</td>
+    <td>{{.HighDetections}}</td>
+    <td>{{.CriticalDetections}}</td>
+    <td>{{.ConfirmedIncidents}}</td>
+    <td>{{if .LastDetectionAt.Valid}}{{fmtTime .LastDetectionAt.Time}}{{end}}</td>
+  </tr>
+  {{end}}
+</table>
+</div>
+
+<h2>Recent SOC Relevant Detections</h2>
+<div class="table-wrap">
+<table>
+  <tr>
+    <th>Zeit</th>
+    <th>Rule</th>
+    <th>Severity</th>
+    <th>Status</th>
+    <th>Host</th>
+    <th>Summary</th>
+  </tr>
+  {{range .RecentIncidents}}
+  <tr>
+    <td>{{fmtTime .CreatedAt}}</td>
+    <td><span class="mono">{{.RuleName}}</span></td>
+    <td><span class="badge sev-{{.Severity}}">{{.Severity}}</span></td>
+    <td><span class="badge status-{{.Status}}">{{.Status}}</span></td>
+    <td><a href="/ui/detections?host={{q .Hostname}}">{{.Hostname}}</a></td>
+    <td class="wrap">{{.Summary}}</td>
+  </tr>
+  {{end}}
+</table>
+</div>
+
+{{template "footer" .}}
+{{end}}
+
 {{define "baseline"}}
 {{template "header" .}}
 <h1>{{.Title}}</h1>
@@ -866,6 +927,11 @@ type Config struct {
 	BaselineSuppressFor  time.Duration
 
 	Timezone string
+
+	UEBAEnabled          bool
+	UEBALookback         time.Duration
+	UEBANewContextWindow time.Duration
+	RiskScoreWindow      time.Duration
 }
 
 type LogPayload struct {
@@ -957,6 +1023,8 @@ type detector struct {
 	baselineAverageGauge      *prometheus.GaugeVec
 	baselineStddevGauge       *prometheus.GaugeVec
 	baselineSamplesGauge      *prometheus.GaugeVec
+
+	hostRiskScoreGauge *prometheus.GaugeVec
 }
 
 type EventRow struct {
@@ -1128,6 +1196,35 @@ type baselineDetailsJSON struct {
 	WindowMinutes int     `json:"window_minutes"`
 }
 
+type SOCHostRiskRow struct {
+	Hostname           string
+	RiskScore          float64
+	Severity           string
+	OpenDetections     int
+	HighDetections     int
+	CriticalDetections int
+	ConfirmedIncidents int
+	LastDetectionAt    sql.NullTime
+	UpdatedAt          time.Time
+}
+
+type SOCRecentIncidentRow struct {
+	ID        uint64
+	CreatedAt time.Time
+	RuleName  string
+	Severity  string
+	Status    string
+	Hostname  string
+	Summary   string
+}
+
+type SOCPageData struct {
+	Title           string
+	Now             time.Time
+	TopHosts        []SOCHostRiskRow
+	RecentIncidents []SOCRecentIncidentRow
+}
+
 var (
 	httpRequestsTotal = prometheus.NewCounterVec(
 		prometheus.CounterOpts{Name: "eventcollector_http_requests_total", Help: "Total HTTP requests."},
@@ -1258,6 +1355,13 @@ func main() {
 			},
 			[]string{"host", "channel", "event_id"},
 		),
+		hostRiskScoreGauge: prometheus.NewGaugeVec(
+			prometheus.GaugeOpts{
+				Name: "eventcollector_host_risk_score",
+				Help: "Calculated risk score per host.",
+			},
+			[]string{"host", "severity"},
+		),
 	}
 	reg.MustRegister(
 		d.lastSeenGauge,
@@ -1271,6 +1375,7 @@ func main() {
 		d.baselineAverageGauge,
 		d.baselineStddevGauge,
 		d.baselineSamplesGauge,
+		d.hostRiskScoreGauge,
 	)
 
 	s := &server{
@@ -1323,6 +1428,7 @@ func main() {
 	mux.HandleFunc("/ui/rules/save", s.handleUIRuleSave)
 	mux.HandleFunc("/ui/rules/toggle", s.handleUIRuleToggle)
 	mux.HandleFunc("/ui/baseline", s.handleUIBaseline)
+	mux.HandleFunc("/ui/soc", s.handleUISOC)
 
 	httpSrv := &http.Server{
 		Addr:         cfg.ListenAddr,
@@ -1356,6 +1462,105 @@ func main() {
 	}
 }
 
+func (s *server) listSOCTopHosts(ctx context.Context, limit int) ([]SOCHostRiskRow, error) {
+	rows, err := s.db.QueryContext(ctx, `
+SELECT hostname, risk_score, severity, open_detections,
+       high_detections, critical_detections, confirmed_incidents,
+       last_detection_at, updated_at
+FROM host_risk_scores
+ORDER BY risk_score DESC
+LIMIT ?
+`, limit)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var out []SOCHostRiskRow
+	for rows.Next() {
+		var r SOCHostRiskRow
+		if err := rows.Scan(
+			&r.Hostname,
+			&r.RiskScore,
+			&r.Severity,
+			&r.OpenDetections,
+			&r.HighDetections,
+			&r.CriticalDetections,
+			&r.ConfirmedIncidents,
+			&r.LastDetectionAt,
+			&r.UpdatedAt,
+		); err != nil {
+			return nil, err
+		}
+		out = append(out, r)
+	}
+	return out, rows.Err()
+}
+
+func (s *server) listSOCRecentIncidents(ctx context.Context, limit int) ([]SOCRecentIncidentRow, error) {
+	rows, err := s.db.QueryContext(ctx, `
+SELECT id, created_at, rule_name, severity, status, hostname, summary
+FROM detections
+WHERE status IN ('open', 'investigating', 'confirmed_incident')
+   OR severity IN ('high', 'critical')
+ORDER BY created_at DESC
+LIMIT ?
+`, limit)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var out []SOCRecentIncidentRow
+	for rows.Next() {
+		var r SOCRecentIncidentRow
+		if err := rows.Scan(
+			&r.ID,
+			&r.CreatedAt,
+			&r.RuleName,
+			&r.Severity,
+			&r.Status,
+			&r.Hostname,
+			&r.Summary,
+		); err != nil {
+			return nil, err
+		}
+		out = append(out, r)
+	}
+	return out, rows.Err()
+}
+
+func (s *server) handleUISOC(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodGet {
+		writeError(w, http.StatusMethodNotAllowed, "method not allowed")
+		return
+	}
+
+	ctx, cancel := context.WithTimeout(r.Context(), 5*time.Second)
+	defer cancel()
+
+	topHosts, err := s.listSOCTopHosts(ctx, 20)
+	if err != nil {
+		s.logger.Printf("soc top hosts: %v", err)
+		writeError(w, http.StatusInternalServerError, "internal error")
+		return
+	}
+
+	incidents, err := s.listSOCRecentIncidents(ctx, 50)
+	if err != nil {
+		s.logger.Printf("soc recent incidents: %v", err)
+		writeError(w, http.StatusInternalServerError, "internal error")
+		return
+	}
+
+	s.renderTemplate(w, "soc", SOCPageData{
+		Title:           "SOC Dashboard",
+		Now:             time.Now(),
+		TopHosts:        topHosts,
+		RecentIncidents: incidents,
+	})
+}
+
 func (s *server) createBaselineExclusionFromDetection(ctx context.Context, det Detection, reason, createdBy string, hours int) error {
 	var expiresAt any = nil
 	if hours > 0 {
@@ -2493,6 +2698,11 @@ func loadConfig() Config {
 		BaselineSuppressFor:  getenvDuration("BASELINE_SUPPRESS_FOR", 1*time.Hour),
 
 		Timezone: getenv("TZ", "Europe/Berlin"),
+
+		UEBAEnabled:          getenvBool("UEBA_ENABLED", true),
+		UEBALookback:         getenvDuration("UEBA_LOOKBACK", 30*24*time.Hour),
+		UEBANewContextWindow: getenvDuration("UEBA_NEW_CONTEXT_WINDOW", 10*time.Minute),
+		RiskScoreWindow:      getenvDuration("RISK_SCORE_WINDOW", 24*time.Hour),
 	}
 }
 
@@ -3756,6 +3966,10 @@ func (s *server) runDetectionsOnce() {
 
 		{"baseline_anomaly", s.detector.runBaselineAnomalyRule},
 		{"baseline_update", s.detector.runBaselineUpdate},
+
+		{"ueba_new_user_context", s.detector.runUEBANewUserContextRule},
+		{"ueba_update", s.detector.runUEBABaselineUpdate},
+		{"host_risk_score", s.detector.runHostRiskScoreUpdate},
 	}
 
 	for _, rule := range rules {
@@ -3770,6 +3984,294 @@ func (s *server) runDetectionsOnce() {
 	}
 }
 
+func (d *detector) runUEBABaselineUpdate(ctx context.Context) error {
+	if !d.cfg.UEBAEnabled {
+		return nil
+	}
+
+	windowEnd := time.Now().UTC()
+	windowStart := windowEnd.Add(-d.cfg.UEBANewContextWindow)
+
+	rows, err := d.db.QueryContext(ctx, `
+SELECT target_user, hostname, src_ip, workstation, COUNT(*)
+FROM event_logs
+WHERE channel_name = 'Security'
+  AND event_id = 4624
+  AND ts >= ? AND ts < ?
+  AND target_user <> ''
+  AND target_user <> '-'
+  AND target_user NOT LIKE '%$'
+GROUP BY target_user, hostname, src_ip, workstation
+`, windowStart, windowEnd)
+	if err != nil {
+		return err
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var user, host, srcIP, workstation string
+		var count int
+
+		if err := rows.Scan(&user, &host, &srcIP, &workstation, &count); err != nil {
+			return err
+		}
+
+		_, err := d.db.ExecContext(ctx, `
+INSERT INTO ueba_user_baseline
+(username, hostname, src_ip, workstation, first_seen, last_seen, seen_count)
+VALUES (?, ?, ?, ?, UTC_TIMESTAMP(6), UTC_TIMESTAMP(6), ?)
+ON DUPLICATE KEY UPDATE
+last_seen = UTC_TIMESTAMP(6),
+seen_count = seen_count + VALUES(seen_count)
+`,
+			user,
+			host,
+			srcIP,
+			workstation,
+			count,
+		)
+		if err != nil {
+			return err
+		}
+	}
+
+	return rows.Err()
+}
+
+func (d *detector) runUEBANewUserContextRule(ctx context.Context) error {
+	if !d.cfg.UEBAEnabled {
+		return nil
+	}
+
+	windowEnd := time.Now().UTC()
+	windowStart := windowEnd.Add(-d.cfg.UEBANewContextWindow)
+	lookbackStart := windowEnd.Add(-d.cfg.UEBALookback)
+
+	rows, err := d.db.QueryContext(ctx, `
+SELECT e.hostname, e.target_user, e.src_ip, e.workstation, COUNT(*) AS cnt
+FROM event_logs e
+WHERE e.channel_name = 'Security'
+  AND e.event_id = 4624
+  AND e.ts >= ? AND e.ts < ?
+  AND e.target_user <> ''
+  AND e.target_user <> '-'
+  AND e.target_user NOT LIKE '%$'
+  AND NOT EXISTS (
+      SELECT 1
+      FROM ueba_user_baseline b
+      WHERE b.username = e.target_user
+        AND b.hostname = e.hostname
+        AND b.src_ip = e.src_ip
+        AND b.workstation = e.workstation
+        AND b.first_seen < ?
+        AND b.last_seen >= ?
+  )
+GROUP BY e.hostname, e.target_user, e.src_ip, e.workstation
+`,
+		windowStart,
+		windowEnd,
+		windowStart,
+		lookbackStart,
+	)
+	if err != nil {
+		return err
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var host, user, srcIP, workstation string
+		var count int
+
+		if err := rows.Scan(&host, &user, &srcIP, &workstation, &count); err != nil {
+			return err
+		}
+
+		score := 2.0
+		severity := "medium"
+
+		if count >= 5 {
+			score = 4.0
+			severity = "high"
+		}
+
+		created, err := d.insertDetection(ctx, Detection{
+			RuleName:    "ueba_new_user_context",
+			Severity:    severity,
+			Hostname:    host,
+			Channel:     "Security",
+			EventID:     4624,
+			Score:       score,
+			WindowStart: windowStart,
+			WindowEnd:   windowEnd,
+			Summary: fmt.Sprintf(
+				"UEBA: Benutzer %s meldet sich in neuem Kontext an: Host=%s IP=%s Workstation=%s",
+				user,
+				host,
+				srcIP,
+				workstation,
+			),
+			Details: mustJSON(map[string]any{
+				"user":        user,
+				"src_ip":      srcIP,
+				"workstation": workstation,
+				"count":       count,
+				"lookback":    d.cfg.UEBALookback.String(),
+			}),
+		})
+		if err != nil {
+			return err
+		}
+
+		if created {
+			d.detectionHitsTotal.WithLabelValues("ueba_new_user_context", severity).Inc()
+			d.anomalyScoreGauge.WithLabelValues(host, "ueba_new_user_context").Set(score)
+		}
+	}
+
+	return rows.Err()
+}
+
+func riskWeight(severity string) float64 {
+	switch severity {
+	case "critical":
+		return 40
+	case "high":
+		return 15
+	case "medium":
+		return 5
+	case "low":
+		return 1
+	case "info":
+		return 0.5
+	default:
+		return 1
+	}
+}
+
+func severityFromRisk(score float64) string {
+	switch {
+	case score >= 80:
+		return "critical"
+	case score >= 40:
+		return "high"
+	case score >= 15:
+		return "medium"
+	case score >= 5:
+		return "low"
+	default:
+		return "info"
+	}
+}
+
+func (d *detector) runHostRiskScoreUpdate(ctx context.Context) error {
+	windowStart := time.Now().UTC().Add(-d.cfg.RiskScoreWindow)
+
+	rows, err := d.db.QueryContext(ctx, `
+SELECT
+    hostname,
+    severity,
+    status,
+    COUNT(*) AS cnt,
+    MAX(created_at) AS last_detection_at
+FROM detections
+WHERE created_at >= ?
+  AND status NOT IN ('false_positive', 'suppressed')
+GROUP BY hostname, severity, status
+`, windowStart)
+	if err != nil {
+		return err
+	}
+	defer rows.Close()
+
+	type agg struct {
+		score              float64
+		open               int
+		high               int
+		critical           int
+		confirmedIncidents int
+		last               time.Time
+	}
+
+	stats := map[string]*agg{}
+
+	for rows.Next() {
+		var host, sev, status string
+		var count int
+		var last time.Time
+
+		if err := rows.Scan(&host, &sev, &status, &count, &last); err != nil {
+			return err
+		}
+
+		if _, ok := stats[host]; !ok {
+			stats[host] = &agg{}
+		}
+
+		a := stats[host]
+
+		w := riskWeight(sev)
+		if status == "confirmed_incident" {
+			w += 50
+			a.confirmedIncidents += count
+		}
+
+		if status == "open" || status == "investigating" || status == "acknowledged" {
+			a.open += count
+		}
+
+		if sev == "high" {
+			a.high += count
+		}
+		if sev == "critical" {
+			a.critical += count
+		}
+
+		a.score += w * float64(count)
+
+		if last.After(a.last) {
+			a.last = last
+		}
+	}
+
+	if err := rows.Err(); err != nil {
+		return err
+	}
+
+	for host, a := range stats {
+		sev := severityFromRisk(a.score)
+
+		_, err := d.db.ExecContext(ctx, `
+INSERT INTO host_risk_scores
+(hostname, risk_score, severity, open_detections, high_detections, critical_detections, confirmed_incidents, last_detection_at)
+VALUES (?, ?, ?, ?, ?, ?, ?, ?)
+ON DUPLICATE KEY UPDATE
+risk_score = VALUES(risk_score),
+severity = VALUES(severity),
+open_detections = VALUES(open_detections),
+high_detections = VALUES(high_detections),
+critical_detections = VALUES(critical_detections),
+confirmed_incidents = VALUES(confirmed_incidents),
+last_detection_at = VALUES(last_detection_at),
+updated_at = UTC_TIMESTAMP(6)
+`,
+			host,
+			a.score,
+			sev,
+			a.open,
+			a.high,
+			a.critical,
+			a.confirmedIncidents,
+			a.last,
+		)
+		if err != nil {
+			return err
+		}
+		d.hostRiskScoreGauge.WithLabelValues(host, sev).Set(a.score)
+	}
+
+	return nil
+}
+
 func (d *detector) updateAgentMetrics(ctx context.Context) error {
 	const q = `
 SELECT hostname, last_seen