diff --git a/qdrant-landing/content/documentation/tutorials-lp-overview.md b/qdrant-landing/content/documentation/tutorials-lp-overview.md
index 4647b847d..76ed742e9 100644
--- a/qdrant-landing/content/documentation/tutorials-lp-overview.md
+++ b/qdrant-landing/content/documentation/tutorials-lp-overview.md
@@ -45,9 +45,10 @@ partition: qdrant
 | :--- | :--- | :--- | :--- | :--- |
 | [Snapshots](/documentation/tutorials-operations/create-snapshot/) | Create and restore collection snapshots. | <span class="pill">Python</span> | 20m | <span class="text-green">Beginner</span> |
 | [Data Migration](/documentation/tutorials-operations/migration/) | Move embeddings to Qdrant. | <span class="pill">CLI</span> | 30m | <span class="text-yellow">Intermediate</span> |
+| [Embedding Model Migration](/documentation/tutorials-operations/embedding-model-migration/) | Use your new model with zero downtime. | <span class="pill">None</span> | 40m | <span class="text-yellow">Intermediate</span> |
+| [Large-Scale Search](/documentation/tutorials-operations/large-scale-search/) | Cost-efficient search for LAION-400M datasets. | <span class="pill">None</span> | 48h | <span class="text-red">Advanced</span> |
 | [Qdrant Cloud Prometheus Monitoring](/documentation/tutorials-and-examples/managed-cloud-prometheus/) | Observability with Prometheus and Grafana. | <span class="pill">Prometheus</span> | 30m | <span class="text-yellow">Intermediate</span> |
 | [Self-Hosted Prometheus Monitoring](/documentation/tutorials-and-examples/hybrid-cloud-prometheus/) | Observability for hybrid/private cloud setups. | <span class="pill">Prometheus</span> | 30m | <span class="text-yellow">Intermediate</span> |
-| [Large-Scale Search](/documentation/tutorials-operations/large-scale-search/) | Cost-efficient search for LAION-400M datasets. | <span class="pill">None</span> | 2d | <span class="text-red">Advanced</span> |
 
 ---
 
diff --git a/qdrant-landing/content/documentation/tutorials-operations/_index.md b/qdrant-landing/content/documentation/tutorials-operations/_index.md
index 663fd18bb..a7dac156b 100644
--- a/qdrant-landing/content/documentation/tutorials-operations/_index.md
+++ b/qdrant-landing/content/documentation/tutorials-operations/_index.md
@@ -15,7 +15,7 @@ partition: qdrant
 | :--- | :--- | :--- | :--- | :--- |
 | [Snapshots](/documentation/tutorials-operations/create-snapshot/) | Create and restore collection snapshots. | <span class="pill">Python</span> | 20m | <span class="text-green">Beginner</span> |
 | [Data Migration](/documentation/tutorials-operations/migration/) | Move embeddings to Qdrant. | <span class="pill">CLI</span> | 30m | <span class="text-yellow">Intermediate</span> |
-| [Embedding Model Migration](/documentation/tutorials-operations/embedding-model-migration/) | Use your new model with zero downtime | <span class="pill">None</span> | 40m | <span class="text-yellow">Intermediate</span> |
+| [Embedding Model Migration](/documentation/tutorials-operations/embedding-model-migration/) | Use your new model with zero downtime. | <span class="pill">None</span> | 40m | <span class="text-yellow">Intermediate</span> |
 | [Large-Scale Search](/documentation/tutorials-operations/large-scale-search/) | Cost-efficient search for LAION-400M datasets. | <span class="pill">None</span> | 48h | <span class="text-red">Advanced</span> |