diff --git a/tests/test_web.py b/tests/test_web.py
index a521865..f5948b2 100644
--- a/tests/test_web.py
+++ b/tests/test_web.py
@@ -268,3 +268,118 @@ def test_api_product_history_not_found(client_with_data):
     """GET /api/product/<inconnu>/history retourne 404."""
     resp = client_with_data.get("/api/product/ProduitInexistant/history")
     assert resp.status_code == 404
+
+
+# ---------------------------------------------------------------------------
+# Tests /matches — DB vide et avec données
+# ---------------------------------------------------------------------------
+
+def test_matches_page_empty_200(client):
+    """/matches accessible même si la base est vide."""
+    resp = client.get("/matches")
+    assert resp.status_code == 200
+
+
+def test_matches_page_shows_no_pending(client):
+    """/matches sans données affiche un message indiquant qu'il n'y a rien à valider."""
+    resp = client.get("/matches")
+    assert resp.status_code == 200
+    # Le template affiche soit "Aucune paire" soit un message d'invitation
+    assert "match" in resp.text.lower() or "paire" in resp.text.lower()
+
+
+@pytest.fixture
+def db_path_with_match(db_path: Path) -> Path:
+    """Base avec 1 paire fuzzy pending dans product_matches."""
+    conn = schema.get_connection(db_path)
+    try:
+        with conn:
+            conn.execute(
+                "INSERT INTO product_matches "
+                "(name_picnic, name_leclerc, score, status, created_at) "
+                "VALUES ('lait demi-écrémé', 'lait demi ecreme', 92.0, 'pending', '2026-01-01T00:00:00')"
+            )
+    finally:
+        conn.close()
+    return db_path
+
+
+@pytest.fixture
+def client_with_match(db_path_with_match: Path):
+    """TestClient avec une paire fuzzy pending."""
+    with patch("tickettracker.config.DB_PATH", db_path_with_match):
+        yield TestClient(app)
+
+
+def test_matches_page_shows_pending(client_with_match):
+    """/matches affiche la paire pending."""
+    resp = client_with_match.get("/matches")
+    assert resp.status_code == 200
+    assert "lait demi" in resp.text.lower()
+
+
+def test_api_match_validate_200(client_with_match, db_path_with_match):
+    """POST /api/match/1/validate retourne 200 et met à jour le statut."""
+    resp = client_with_match.post("/api/match/1/validate")
+    assert resp.status_code == 200
+    # Vérification en base
+    conn = schema.get_connection(db_path_with_match)
+    status = conn.execute("SELECT status FROM product_matches WHERE id=1").fetchone()["status"]
+    conn.close()
+    assert status == "validated"
+
+
+def test_api_match_reject_200(client_with_match, db_path_with_match):
+    """POST /api/match/1/reject retourne 200 et met à jour le statut."""
+    resp = client_with_match.post("/api/match/1/reject")
+    assert resp.status_code == 200
+    conn = schema.get_connection(db_path_with_match)
+    status = conn.execute("SELECT status FROM product_matches WHERE id=1").fetchone()["status"]
+    conn.close()
+    assert status == "rejected"
+
+
+def test_api_match_validate_not_found(client):
+    """POST /api/match/999/validate retourne 404."""
+    resp = client.post("/api/match/999/validate")
+    assert resp.status_code == 404
+
+
+def test_api_match_reject_not_found(client):
+    """POST /api/match/999/reject retourne 404."""
+    resp = client.post("/api/match/999/reject")
+    assert resp.status_code == 404
+
+
+def test_api_compare_includes_fuzzy_match(db_path_with_data: Path):
+    """GET /api/compare retourne les fuzzy matches validés dans les résultats."""
+    # Insérer un fuzzy match validé
+    conn = schema.get_connection(db_path_with_data)
+    try:
+        with conn:
+            # Normaliser les articles pour avoir les données dans price_history
+            conn.execute(
+                "UPDATE items SET name_normalized = 'lait demi-écrémé' "
+                "WHERE name_raw = 'Lait demi-écremé'"
+            )
+            conn.execute(
+                "UPDATE items SET name_normalized = 'lait demi ecreme' "
+                "WHERE name_raw = 'LAIT DEMI ECREME'"
+            )
+            # Insérer un fuzzy match validé liant les deux noms
+            conn.execute(
+                "INSERT INTO product_matches "
+                "(name_picnic, name_leclerc, score, status, created_at) "
+                "VALUES ('lait demi-écrémé', 'lait demi ecreme', 92.0, 'validated', '2026-01-01T00:00:00')"
+            )
+    finally:
+        conn.close()
+
+    with patch("tickettracker.config.DB_PATH", db_path_with_data):
+        test_client = TestClient(app)
+        resp = test_client.get("/api/compare")
+
+    assert resp.status_code == 200
+    products = resp.json()
+    match_types = [p["match_type"] for p in products]
+    assert "fuzzy" in match_types
diff --git a/tickettracker/web/app.py b/tickettracker/web/app.py
index 0896e75..8f5bd14 100644
--- a/tickettracker/web/app.py
+++ b/tickettracker/web/app.py
@@ -188,6 +188,7 @@ async def page_matches(request: Request):
         "matches.html",
         {
             "pending": pending,
+            "pending_json": json.dumps(pending),
             "validated_count": validated_count,
             "rejected_count": rejected_count,
         },
diff --git a/tickettracker/web/static/style.css b/tickettracker/web/static/style.css
index d2ad079..c686e99 100644
--- a/tickettracker/web/static/style.css
+++ b/tickettracker/web/static/style.css
@@ -71,7 +71,90 @@
 .score-medium { background: #fff3cd; color: #856404; }
 .score-low    { background: #f8d7da; color: #721c24; }
 
-/* Boutons valider/rejeter dans la table matches */
+/* ── Carte de révision match (page /matches) ── */
+
+.match-card {
+    max-width: 780px;
+    margin: 0 auto;
+    padding: 1.5rem 2rem;
+}
+
+/* Barre de progression + score */
+.match-progress {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    margin-bottom: 1.25rem;
+    font-size: 0.9rem;
+    color: var(--pico-muted-color);
+}
+
+/* Les deux colonnes Picnic / Leclerc */
+.match-sides {
+    display: grid;
+    grid-template-columns: 1fr auto 1fr;
+    gap: 1rem;
+    align-items: center;
+    margin-bottom: 1.75rem;
+}
+
+.match-side {
+    background: var(--pico-card-background-color, #f8f9fa);
+    border-radius: 8px;
+    padding: 1rem 1.25rem;
+    min-height: 120px;
+    display: flex;
+    flex-direction: column;
+    gap: 0.5rem;
+}
+
+.match-side-picnic  { border-left: 4px solid #4a9eff; }
+.match-side-leclerc { border-left: 4px solid #ff6b35; }
+
+.match-store-label {
+    font-size: 0.8rem;
+    font-weight: 600;
+    text-transform: uppercase;
+    letter-spacing: 0.05em;
+    color: var(--pico-muted-color);
+}
+
+/* Nom du produit : petit, word-wrap pour les noms longs */
+.match-name {
+    font-size: 0.95rem;
+    font-weight: 600;
+    line-height: 1.35;
+    word-break: break-word;
+    overflow-wrap: anywhere;
+}
+
+.match-price {
+    font-size: 0.85rem;
+    color: var(--pico-muted-color);
+    margin-top: auto;
+}
+
+.match-vs {
+    font-size: 1.4rem;
+    color: var(--pico-muted-color);
+    text-align: center;
+    user-select: none;
+}
+
+/* Boutons d'action */
+.match-buttons {
+    display: flex;
+    gap: 1rem;
+    justify-content: center;
+}
+
+.match-buttons button {
+    flex: 1;
+    max-width: 280px;
+    margin: 0;
+}
+
+/* Garder .btn-validate / .btn-reject pour rétrocompat éventuelle */
 .btn-validate {
     background: var(--pico-primary);
     color: white;
diff --git a/tickettracker/web/templates/matches.html b/tickettracker/web/templates/matches.html
index 3248613..30a9ebf 100644
--- a/tickettracker/web/templates/matches.html
+++ b/tickettracker/web/templates/matches.html
@@ -5,69 +5,152 @@
 {% block content %}
 <h1>Correspondances Picnic ↔ Leclerc</h1>
 
-<p>
-    Ces paires ont été détectées automatiquement par fuzzy matching.
-    Validez celles qui désignent le même produit pour enrichir la comparaison de prix.
-</p>
-
-<!-- Résumé statistiques -->
-<div class="stat-grid">
+<!-- Compteurs -->
+<div class="stat-grid" id="stat-grid">
     <article class="stat-card">
-        <h3>{{ pending | length }}</h3>
+        <h3 id="stat-pending">{{ pending | length }}</h3>
         <p>En attente</p>
     </article>
     <article class="stat-card">
-        <h3>{{ validated_count }}</h3>
+        <h3 id="stat-validated">{{ validated_count }}</h3>
         <p>Validées</p>
     </article>
     <article class="stat-card">
-        <h3>{{ rejected_count }}</h3>
+        <h3 id="stat-rejected">{{ rejected_count }}</h3>
         <p>Rejetées</p>
     </article>
 </div>
 
 {% if pending %}
-<article>
-    <h2>Paires à valider</h2>
-    <div class="overflow-auto">
-        <table>
-            <thead>
-                <tr>
-                    <th>Produit Picnic</th>
-                    <th>Prix moy.</th>
-                    <th>Produit Leclerc</th>
-                    <th>Prix moy.</th>
-                    <th>Score</th>
-                    <th>Action</th>
-                </tr>
-            </thead>
-            <tbody>
-                {% for m in pending %}
-                <tr>
-                    <td>{{ m.name_picnic }}</td>
-                    <td>{% if m.price_picnic %}{{ "%.2f"|format(m.price_picnic) }} €{% else %}—{% endif %}</td>
-                    <td>{{ m.name_leclerc }}</td>
-                    <td>{% if m.price_leclerc %}{{ "%.2f"|format(m.price_leclerc) }} €{% else %}—{% endif %}</td>
-                    <td>
-                        <small class="match-score {% if m.score >= 95 %}score-high{% elif m.score >= 85 %}score-medium{% else %}score-low{% endif %}">
-                            {{ "%.0f"|format(m.score) }}%
-                        </small>
-                    </td>
-                    <td class="match-actions">
-                        <form method="post" action="/api/match/{{ m.id }}/validate" style="display:inline">
-                            <button type="submit" class="btn-validate">✓ Valider</button>
-                        </form>
-                        <form method="post" action="/api/match/{{ m.id }}/reject" style="display:inline">
-                            <button type="submit" class="btn-reject secondary outline">✗ Rejeter</button>
-                        </form>
-                    </td>
-                </tr>
-                {% endfor %}
-            </tbody>
-        </table>
-    </div>
+
+<!-- Carte de révision -->
+<div id="review-zone">
+    <article id="match-card" class="match-card">
+
+        <!-- Barre de progression -->
+        <div class="match-progress">
+            <span id="progress-text"></span>
+            <span id="score-badge" class="match-score"></span>
+        </div>
+
+        <!-- Les deux noms face à face -->
+        <div class="match-sides">
+            <div class="match-side match-side-picnic">
+                <div class="match-store-label">🛍 Picnic</div>
+                <div class="match-name" id="name-picnic"></div>
+                <div class="match-price" id="price-picnic"></div>
+            </div>
+            <div class="match-vs">↔</div>
+            <div class="match-side match-side-leclerc">
+                <div class="match-store-label">🏪 Leclerc</div>
+                <div class="match-name" id="name-leclerc"></div>
+                <div class="match-price" id="price-leclerc"></div>
+            </div>
+        </div>
+
+        <!-- Boutons d'action -->
+        <div class="match-buttons">
+            <button id="btn-reject" class="btn-reject secondary outline" onclick="decide('reject')">
+                ✗ Rejeter
+            </button>
+            <button id="btn-validate" class="btn-validate" onclick="decide('validate')">
+                ✓ Valider — c'est le même produit
+            </button>
+        </div>
+
+        <!-- Message d'erreur éventuel -->
+        <p id="error-msg" style="color:var(--pico-color-red-500);display:none;text-align:center;margin-top:0.5rem"></p>
+    </article>
+</div>
+
+<!-- Message "tout fait" (caché au départ) -->
+<article id="done-card" style="display:none;text-align:center;padding:2rem">
+    <h2>Tout traité ✓</h2>
+    <p id="done-summary"></p>
+    <a href="/matches" role="button" class="secondary outline">Recharger la page</a>
+    &nbsp;
+    <a href="/compare" role="button">Voir la comparaison →</a>
 </article>
 
+<script>
+/* Liste des paires en attente, injectée depuis le serveur */
+const MATCHES = {{ pending_json | safe }};
+
+let idx = 0;
+let sessionValidated = 0;
+let sessionRejected = 0;
+
+function fmt_price(p) {
+    return p !== null && p !== undefined ? p.toFixed(2) + ' €' : '—';
+}
+
+function show_current() {
+    if (idx >= MATCHES.length) {
+        /* Plus rien à traiter */
+        document.getElementById('review-zone').style.display = 'none';
+        const done = document.getElementById('done-card');
+        done.style.display = '';
+        document.getElementById('stat-pending').textContent = '0';
+        document.getElementById('done-summary').textContent =
+            sessionValidated + ' validée(s), ' + sessionRejected + ' rejetée(s) cette session.';
+        return;
+    }
+
+    const m = MATCHES[idx];
+    const score = Math.round(m.score);
+    const scoreEl = document.getElementById('score-badge');
+    scoreEl.textContent = 'Score : ' + score + '%';
+    scoreEl.className = 'match-score ' +
+        (score >= 95 ? 'score-high' : score >= 85 ? 'score-medium' : 'score-low');
+
+    document.getElementById('progress-text').textContent =
+        'Paire ' + (idx + 1) + ' / ' + MATCHES.length;
+
+    document.getElementById('name-picnic').textContent = m.name_picnic;
+    document.getElementById('name-leclerc').textContent = m.name_leclerc;
+    document.getElementById('price-picnic').textContent = 'Prix moyen : ' + fmt_price(m.price_picnic);
+    document.getElementById('price-leclerc').textContent = 'Prix moyen : ' + fmt_price(m.price_leclerc);
+
+    document.getElementById('error-msg').style.display = 'none';
+    document.getElementById('btn-validate').disabled = false;
+    document.getElementById('btn-reject').disabled = false;
+    document.getElementById('stat-pending').textContent = MATCHES.length - idx;
+}
+
+async function decide(action) {
+    const m = MATCHES[idx];
+    document.getElementById('btn-validate').disabled = true;
+    document.getElementById('btn-reject').disabled = true;
+
+    try {
+        const resp = await fetch('/api/match/' + m.id + '/' + action, {method: 'POST'});
+        if (!resp.ok) throw new Error('HTTP ' + resp.status);
+    } catch (e) {
+        document.getElementById('error-msg').textContent = 'Erreur : ' + e.message;
+        document.getElementById('error-msg').style.display = '';
+        document.getElementById('btn-validate').disabled = false;
+        document.getElementById('btn-reject').disabled = false;
+        return;
+    }
+
+    if (action === 'validate') {
+        sessionValidated++;
+        document.getElementById('stat-validated').textContent =
+            parseInt(document.getElementById('stat-validated').textContent) + 1;
+    } else {
+        sessionRejected++;
+        document.getElementById('stat-rejected').textContent =
+            parseInt(document.getElementById('stat-rejected').textContent) + 1;
+    }
+
+    idx++;
+    show_current();
+}
+
+/* Démarrage */
+show_current();
+</script>
+
 {% else %}
 <article>
     <p>
@@ -77,6 +160,7 @@
         <pre><code>python -m tickettracker.cli match --threshold 85</code></pre>
         {% else %}
         Toutes les paires ont été traitées ({{ validated_count }} validées, {{ rejected_count }} rejetées).
+        <a href="/compare">Voir la comparaison →</a>
         {% endif %}
     </p>
 </article>