diff --git a/src/components/library/subscriptions/subscriptions.component.html b/src/components/library/subscriptions/subscriptions.component.html
index d5574d7..9019ad0 100644
--- a/src/components/library/subscriptions/subscriptions.component.html
+++ b/src/components/library/subscriptions/subscriptions.component.html
@@ -41,17 +41,42 @@
     <div class="flex flex-wrap items-center justify-between gap-2">
       <div>
         <h3 class="font-semibold text-slate-100">✨ Groupes suggérés</h3>
-        <p class="text-xs text-slate-400">Analyse des noms de chaînes (mots-clés FR/EN). Vérifiez avant d’appliquer.</p>
+        <p class="text-xs text-slate-400">Noms de chaînes + sujets détectés. Vérifiez avant d’appliquer.</p>
+      </div>
+      <div class="flex flex-wrap gap-2">
+        <button
+          *ngIf="!deepAnalyzing()"
+          type="button"
+          (click)="runDeepAnalysis()"
+          class="rounded-md border border-violet-500/50 bg-transparent px-3 py-1.5 text-sm text-violet-200 transition hover:bg-violet-600/20"
+          title="Lit les titres récents des chaînes sans groupe pour affiner les suggestions"
+        >
+          🔍 Analyse approfondie
+        </button>
+        <button
+          *ngIf="deepAnalyzing()"
+          type="button"
+          (click)="stopDeepAnalysis()"
+          class="rounded-md border border-slate-600 px-3 py-1.5 text-sm text-slate-300 transition hover:border-red-400 hover:text-red-200"
+        >
+          Arrêter
+        </button>
+        <button
+          *ngIf="suggestions().length > 1"
+          type="button"
+          (click)="applyAllSuggestions()"
+          [disabled]="suggestBusy()"
+          class="rounded-md bg-violet-600 px-3 py-1.5 text-sm font-semibold text-white transition hover:bg-violet-500 disabled:opacity-40"
+        >
+          {{ suggestBusy() ? 'Application…' : 'Tout appliquer' }}
+        </button>
+      </div>
+    </div>
+    <div *ngIf="deepProgress() as dp" class="mt-2 text-xs text-slate-300">
+      Analyse des chaînes sans groupe : {{ dp.done }}/{{ dp.total }}
+      <div class="mt-1 h-1.5 w-full max-w-md overflow-hidden rounded bg-slate-700">
+        <div class="h-full bg-violet-500 transition-all" [style.width.%]="dp.total ? (dp.done / dp.total * 100) : 0"></div>
       </div>
-      <button
-        *ngIf="suggestions().length > 1"
-        type="button"
-        (click)="applyAllSuggestions()"
-        [disabled]="suggestBusy()"
-        class="rounded-md bg-violet-600 px-3 py-1.5 text-sm font-semibold text-white transition hover:bg-violet-500 disabled:opacity-40"
-      >
-        {{ suggestBusy() ? 'Application…' : 'Tout appliquer' }}
-      </button>
     </div>
     <div *ngIf="suggestions().length === 0" class="mt-3 rounded-lg border border-dashed border-slate-700 p-4 text-center text-sm text-slate-400">
       Aucune suggestion : chaque thème a moins de 2 chaînes, ou tout est déjà rangé.
@@ -65,6 +90,7 @@
               <span class="font-semibold text-slate-100">{{ s.name }}</span>
               <span *ngIf="s.kind === 'create'" class="rounded-full bg-green-900/40 border border-green-700 px-2 py-0.5 text-[11px] text-green-200">Nouveau</span>
               <span *ngIf="s.kind === 'complete'" class="rounded-full bg-sky-900/40 border border-sky-700 px-2 py-0.5 text-[11px] text-sky-200">Compléter « {{ s.existingGroupName }} »</span>
+              <span *ngIf="s.origin === 'topics'" class="rounded-full bg-amber-900/40 border border-amber-700 px-2 py-0.5 text-[11px] text-amber-200">Détecté</span>
               <span class="text-xs text-slate-400">{{ s.channelIds.length }} chaîne(s)</span>
             </div>
             <p class="truncate text-xs text-slate-500">{{ s.sample.join(' • ') }}</p>
diff --git a/src/components/library/subscriptions/subscriptions.component.ts b/src/components/library/subscriptions/subscriptions.component.ts
index cd6f6d2..66b0215 100644
--- a/src/components/library/subscriptions/subscriptions.component.ts
+++ b/src/components/library/subscriptions/subscriptions.component.ts
@@ -2,11 +2,15 @@ import { ChangeDetectionStrategy, Component, computed, HostListener, inject, sig
 import { CommonModule } from '@angular/common';
 import { DatePipe, DecimalPipe } from '@angular/common';
 import { FormsModule } from '@angular/forms';
+import { HttpClient } from '@angular/common/http';
 import { ActivatedRoute, Router, RouterLink } from '@angular/router';
+import { firstValueFrom } from 'rxjs';
 import {
   GROUP_COLORS,
   GROUP_ICONS,
   GROUP_ICON_KEYWORDS,
+  detectEmergentTopics,
+  normalizeChannelText,
   suggestGroupsForChannels,
   SubscriptionsService,
   type GroupSuggestion,
@@ -93,17 +97,91 @@ export class SubscriptionsComponent {
   showSuggestions = signal<boolean>(false);
   suggestBusy = signal<boolean>(false);
 
-  readonly suggestions = computed<GroupSuggestion[]>(() =>
-    suggestGroupsForChannels(
-      this.items().map((item) => ({
-        subscriptionId: item.subscriptionId,
-        title: item.channel?.title || '',
-        handle: item.channel?.handle || null,
-        groupIds: this.itemGroupIds(item),
-      })),
-      this.groups().map((g) => ({ id: g.id, name: g.name })),
-    )
-  );
+  // --- Analyse approfondie : titres des dernières vidéos par chaîne ---
+  private http = inject(HttpClient);
+  private deepCancel = false;
+  deepAnalyzing = signal<boolean>(false);
+  deepProgress = signal<{ done: number; total: number } | null>(null);
+  private deepTexts = signal<Record<number, string>>({});
+
+  private suggestionBaseItems() {
+    const extra = this.deepTexts();
+    return this.items().map((item) => ({
+      subscriptionId: item.subscriptionId,
+      title: item.channel?.title || '',
+      handle: item.channel?.handle || null,
+      groupIds: this.itemGroupIds(item),
+      extra: extra[item.subscriptionId] || '',
+    }));
+  }
+
+  readonly suggestions = computed<GroupSuggestion[]>(() => {
+    const items = this.suggestionBaseItems();
+    const groups = this.groups().map((g) => ({ id: g.id, name: g.name }));
+    const rules = suggestGroupsForChannels(items, groups);
+    const taken = new Set(rules.map((r) => normalizeChannelText(r.name).trim()));
+    const topics = detectEmergentTopics(items, {
+      minSize: 2,
+      maxGroups: 10,
+      excludeNames: [...taken, ...groups.map((g) => g.name)],
+    });
+    return [...rules, ...topics].sort((a, b) => b.channelIds.length - a.channelIds.length);
+  });
+
+  /** Analyse approfondie : récupère les titres récents des chaînes non groupées. */
+  async runDeepAnalysis(): Promise<void> {
+    if (this.deepAnalyzing()) return;
+    const targets = this.items().filter((item) => {
+      if (this.deepTexts()[item.subscriptionId] !== undefined) return false;
+      if (!item.channel?.provider || !item.channel?.externalId) return false;
+      return (this.itemGroupIds(item).length === 0);
+    });
+    if (!targets.length) return;
+    this.deepCancel = false;
+    this.deepAnalyzing.set(true);
+    this.deepProgress.set({ done: 0, total: targets.length });
+    const texts: Record<number, string> = { ...this.deepTexts() };
+    const counter = { done: 0 };
+    const queue = [...targets];
+    const workers = Array.from({ length: 4 }, () => this.deepWorker(queue, texts, counter, targets.length));
+    await Promise.all(workers);
+    this.deepTexts.set(texts);
+    this.deepProgress.set(null);
+    this.deepAnalyzing.set(false);
+  }
+
+  stopDeepAnalysis(): void {
+    this.deepCancel = true;
+  }
+
+  private async deepWorker(
+    queue: SubscriptionItem[],
+    texts: Record<number, string>,
+    counter: { done: number },
+    total: number,
+  ): Promise<void> {
+    while (queue.length && !this.deepCancel) {
+      const item = queue.shift();
+      if (!item?.channel) continue;
+      try {
+        const res: any = await firstValueFrom(
+          this.http.get(
+            `/api/channels/${encodeURIComponent(item.channel.provider)}/${encodeURIComponent(item.channel.externalId)}/content`,
+            { params: { type: 'videos', limit: '5' } },
+          ),
+        );
+        const titles = ((res?.items || []) as any[])
+          .map((v: any) => String(v?.title || ''))
+          .filter(Boolean)
+          .slice(0, 5);
+        texts[item.subscriptionId] = titles.join(' ');
+      } catch {
+        texts[item.subscriptionId] = '';
+      }
+      counter.done++;
+      this.deepProgress.set({ done: Math.min(counter.done, total), total });
+    }
+  }
 
   /** Crée le groupe suggéré (ou complète l'existant) et y assigne les chaînes. */
   applySuggestion(s: GroupSuggestion): Promise<void> {
diff --git a/src/services/subscriptions.service.ts b/src/services/subscriptions.service.ts
index 2bf6a18..e935e33 100644
--- a/src/services/subscriptions.service.ts
+++ b/src/services/subscriptions.service.ts
@@ -173,6 +173,8 @@ export const GROUP_ICON_KEYWORDS: Record<string, string> = {
 /** Suggestion de rangement : créer un groupe ou compléter un groupe existant. */
 export interface GroupSuggestion {
   kind: 'create' | 'complete';
+  /** 'rules' = règles mot-clé, 'topics' = sujet émergent détecté. */
+  origin: 'rules' | 'topics';
   name: string;
   icon: string;
   color: string;
@@ -221,12 +223,85 @@ export function normalizeChannelText(value: string | null | undefined): string {
     .toLowerCase();
 }
 
+/** Mots vides FR/EN + termes YouTube génériques (évitent les méga-groupes inutiles). */
+const TOPIC_STOPWORDS = new Set([
+  'avec', 'dans', 'pour', 'sans', 'sous', 'vers', 'chez', 'entre', 'contre', 'depuis',
+  'cette', 'celui', 'celle', 'ceux', 'celles', 'notre', 'votre', 'leur', 'leurs', 'tous',
+  'toute', 'toutes', 'aussi', 'encore', 'tres', 'bien', 'plus', 'moins', 'comme', 'mais',
+  'donc', 'alors', 'quand', 'comment', 'pourquoi', 'parce', 'sont', 'etes', 'font', 'vont',
+  'cest', 'nest', 'plus', 'tout', 'tous', 'aux', 'ces', 'ses', 'mon', 'mes', 'ton', 'tes',
+  'son', 'nous', 'vous', 'ils', 'elles', 'elle', 'celui', 'dont', 'ou', 'parce',
+  'the', 'and', 'for', 'with', 'from', 'your', 'you', 'your', 'this', 'that', 'these',
+  'those', 'are', 'was', 'were', 'been', 'have', 'has', 'will', 'would', 'there',
+  'their', 'what', 'when', 'where', 'which', 'while', 'about', 'into', 'over',
+  'after', 'before', 'your', 'videos', 'video', 'tube', 'youtube', 'channel', 'chaine',
+  'chanel', 'official', 'officiel', 'tv', 'media', 'network', 'studio', 'production',
+  'streaming', 'live', 'clips', 'shorts', 'france', 'francais', 'quebec', 'canada',
+  'montreal', 'paris', 'best', 'top', 'new', 'show', 'central', 'daily', 'hub', 'one',
+]);
+
+/** Devine une icône pour un mot (recherche inverse dans les mots-clés). */
+export function guessIconForWord(word: string): string {
+  const w = normalizeChannelText(word).trim();
+  if (!w) return '📁';
+  for (const [emoji, kws] of Object.entries(GROUP_ICON_KEYWORDS)) {
+    if (String(kws).toLowerCase().split(/\s+/).includes(w)) return emoji;
+  }
+  return '📁';
+}
+
+/**
+ * Sujets émergents : mots significatifs partagés par ≥2 chaînes (titres,
+ * handles, + texte enrichi de l'analyse approfondie). Attrape ce que les
+ * règles ratent (noms de marques, communautés, sujets de niche).
+ * Pur et testable : ne touche pas au réseau.
+ */
+export function detectEmergentTopics(
+  items: Array<{ subscriptionId: number; title: string; handle?: string | null; extra?: string }>,
+  opts?: { minSize?: number; maxGroups?: number; excludeNames?: string[] },
+): GroupSuggestion[] {
+  const minSize = Math.max(2, opts?.minSize || 2);
+  const maxGroups = Math.max(1, opts?.maxGroups || 10);
+  const excluded = new Set((opts?.excludeNames || []).map((n) => normalizeChannelText(n).trim()));
+  const byWord = new Map<string, typeof items>();
+  for (const item of items) {
+    const hay = normalizeChannelText(`${item.title || ''} ${item.handle || ''} ${item.extra || ''}`);
+    const words = new Set(
+      hay.split(/[^a-z0-9]+/).filter((w) => w.length >= 4 && !/^\d+$/.test(w) && !TOPIC_STOPWORDS.has(w)),
+    );
+    for (const w of words) {
+      const list = byWord.get(w) || [];
+      list.push(item);
+      byWord.set(w, list);
+    }
+  }
+  const out: GroupSuggestion[] = [];
+  const sorted = [...byWord.entries()]
+    .filter(([, list]) => list.length >= minSize)
+    .sort((a, b) => b[1].length - a[1].length)
+    .slice(0, maxGroups);
+  sorted.forEach(([word, list], idx) => {
+    const name = word.charAt(0).toUpperCase() + word.slice(1);
+    if (excluded.has(normalizeChannelText(name))) return;
+    out.push({
+      kind: 'create',
+      origin: 'topics',
+      name,
+      icon: guessIconForWord(word),
+      color: GROUP_COLORS[(idx * 5 + 3) % GROUP_COLORS.length],
+      channelIds: list.map((m) => m.subscriptionId),
+      sample: list.slice(0, 3).map((m) => m.title).filter(Boolean),
+    });
+  });
+  return out;
+}
+
 /**
  * Analyse les chaînes et propose des groupes (création ou complétion).
  * Pur et testable : ne touche pas au réseau.
  */
 export function suggestGroupsForChannels(
-  items: Array<{ subscriptionId: number; title: string; handle?: string | null; groupIds: string[] }>,
+  items: Array<{ subscriptionId: number; title: string; handle?: string | null; groupIds: string[]; extra?: string }>,
   existingGroups: Array<{ id: string; name: string }>,
 ): GroupSuggestion[] {
   const byRule = new Map<number, typeof items>();
@@ -237,7 +312,7 @@ export function suggestGroupsForChannels(
     return kw.length <= 4 ? new RegExp(`\\b${esc}(s|x)?\\b`) : new RegExp(`\\b${esc}\\w*`);
   };
   for (const item of items) {
-    const hay = normalizeChannelText(`${item.title || ''} ${item.handle || ''}`);
+    const hay = normalizeChannelText(`${item.title || ''} ${item.handle || ''} ${item.extra || ''}`);
     if (!hay.trim()) continue;
     let best = -1;
     let bestScore = 0;
@@ -268,6 +343,7 @@ export function suggestGroupsForChannels(
       if (!missing.length) continue;
       suggestions.push({
         kind: 'complete',
+        origin: 'rules',
         name: existing.name,
         icon: rule.icon,
         color: GROUP_COLORS[rule.color % GROUP_COLORS.length],
@@ -279,6 +355,7 @@ export function suggestGroupsForChannels(
     } else {
       suggestions.push({
         kind: 'create',
+        origin: 'rules',
         name: rule.name,
         icon: rule.icon,
         color: GROUP_COLORS[rule.color % GROUP_COLORS.length],