diff --git a/_data/integrations.json b/_data/integrations.json
index 8f7a729df..74b6da0b0 100644
--- a/_data/integrations.json
+++ b/_data/integrations.json
@@ -518,6 +518,18 @@
                 }
             }
         ],
+        "quality_estimation_integrations":[
+            {
+                "modelfront": {
+                    "custom": true
+               }
+            },
+            {
+                "demt-estimate": {
+                    "custom": true
+               }
+            }
+        ],
         "local_api_support": true,
         "multiple_api_suggestions": true,
         "fuzzy_repair": true
diff --git a/_data/quality-estimation.json b/_data/quality-estimation.json
index bc06af846..4c3d8c7d0 100644
--- a/_data/quality-estimation.json
+++ b/_data/quality-estimation.json
@@ -3955,8 +3955,8 @@
         ]
     },
     {
-        "id": "demt-estimate-api",
-        "name": "DeMT Estimate API",
+        "id": "demt-estimate",
+        "name": "DeMT Estimate",
         "company": "TAUS",
         "tagline": null,
         "languages": [
@@ -4173,4 +4173,4 @@
             "https://cloud.google.com/translation-hub/docs/supported-languages#machine_translation_quality_prediction_model"
         ]
     }
-]
\ No newline at end of file
+]
diff --git a/_layouts/integration.html b/_layouts/integration.html
index f5cda04b8..6ee70f58a 100644
--- a/_layouts/integration.html
+++ b/_layouts/integration.html
@@ -13,19 +13,10 @@ <h2>
 <hr/>
 
 <p>
-  {% if page.api_integrations.size == 1 %}
-  <a href="#integrations">1 machine translation API</a> has been integrated by the <strong>{{ page.title }}</strong> translation management system.
-  {% else %}
-    The <strong>{{ page.title }}</strong> {{ page.type_description }} has <a href="#machine-translation">{{ page.api_integrations | size }} machine translation API integrations</a>.
-  {% endif %}
-</p>
-
-<p>
-    {% if page.quality_estimation_integrations.size == 1 %} 
-    <a href="#quality-estimation">1 quality estimation API</a> has been integrated by the <strong>{{ page.title }}</strong> translation management system.
-    {% else %}
-      The <strong>{{ page.title }}</strong> translation management system has <a href="#quality-estimation">{{ page.quality_estimation_integrations | size }} quality estimation API integrations</a>.
-    {% endif %}
+  The <strong>{{ page.title }}</strong> {{ page.type_description }} has
+  <a href="#machine-translation">{{ page.api_integrations | size }}machine translation API integration{% if page.api_integrations.size != 1 %}s{% endif %}</a>
+  and
+  <a href="#quality-estimation">{{ page.quality_estimation_integrations | size }}translation quality estimation API integration{% if page.quality_estimation_integrations != 1 %}s{% endif %}</a>.
 </p>
 
 <blockquote>
@@ -33,18 +24,12 @@ <h2>
 
     <dt>API support</dt>
     <dd>
-      {% if page.api_integrations.size > 0 %}
-        <a href="#machine-translation">{{ page.api_integrations.size }} machine translation API{% if page.api_integrations.size > 0 %}s{% endif %}</a>{% if page.quality_estimation_integrations.size > 0 %},{% endif %}
-      {% endif %}
+      <a href="#machine-translation">{{ page.api_integrations.size }} machine translation API{% if page.api_integrations.size != 1 %}s{% endif %}</a>,
     </dd>
     <dd>
-      {% if page.quality_estimation_integrations.size > 0 %}
-        <a href="#quality-estimation"> {{ page.quality_estimation_integrations.size }} quality estimation API{% if page.quality_estimation_integrations.size > 1 %}s{% endif %} </a>
-      {% endif %}
+      <a href="#quality-estimation">{{ page.quality_estimation_integrations.size }} quality estimation API{% if page.quality_estimation_integrations.size != 1 %}s{% endif %} </a>
     </dd>
     
-    
-    
   </dl>
 
   <hr/>
@@ -81,12 +66,11 @@ <h2>Machine translation</h2>
   </details>
 </section>
 
-
 <section id="quality-estimation">
   <h2>Quality estimation</h2>
   <details>
     <summary>
-      <strong>{{ page.quality_estimation_integrations| size }}</strong> Quality estimation API integrations are available for {{ page.title }}.
+      <strong>{{ page.quality_estimation_integrations| size }}</strong> quality estimation API integrations are available for {{ page.title }}.
       <p class="preview hint">
         {{page.quality_estimation_integrations | slice: 0, 5 | map: 'name' | join: ', ' }}
         {% if page.quality_estimation_integrations > 5 %}, …{% endif %}
@@ -104,8 +88,7 @@ <h2>Quality estimation</h2>
   </details>
 </section>
 
-
 {% if page.fuzzy_repair %}
-  <h2>Other features</h2>
-  {{ page.description }} offers <strong>fuzzy repair</strong> with machine translation.
+  <h2>Other machine translation features</h2>
+  <p>{{ page.description }} offers <strong>fuzzy repair</strong>.</p>
 {% endif %}
diff --git a/_layouts/quality_estimation.html b/_layouts/quality_estimation.html
index ca9772ade..58899081d 100644
--- a/_layouts/quality_estimation.html
+++ b/_layouts/quality_estimation.html
@@ -12,35 +12,30 @@ <h2>
 <hr>
 
 <p>
-  {% if page.supported_languages.size > 0 %}
-    The <strong>{{ page.title }}</strong> quality estimation API supports <a href="#language-support">{{ page.supported_languages | size }} languages</a>.
-  {% else %}
-    The <strong>{{ page.title }}</strong> quality estimation API supports an unknown number of languages.
-  {% endif %}
+  The <strong>{{ page.title }}</strong> quality estimation API is available in
+  <a href="#integrations">{{ page.integrations | size }}
+  machine translation management system{% if page.integrations.size != 1 %}s{% endif %}</a>.
 </p>
 
 <p>
-    {% if page.integrations.size == 1 %}
-      <a href="#integrations">1 machine translation management system</a> has integrated the {{ page.title }} quality estimation API.
-    {% else %}
-      <a href="#integrations">{{ page.integrations | size }} machine translation management systems</a> have integrated the <strong>{{ page.title }}</strong> quality estimation API.
-    {% endif %}
+  {% if page.supported_languages.size > 0 %}
+    {{ page.title }}</strong> supports <a href="#language-support">{{ page.supported_languages | size }} languages</a>.
+  {% else %}
+    {{ page.title }} supports an unknown number of languages.
+  {% endif %}
 </p>
 
 {% if page.tagline %}
 <blockquote>
-  <h3>
-    {{ page.tagline }}
-  </h3>
+  “{{ page.tagline }}”
 </blockquote>
 {% endif %}
 
 {{ content }}
 
-
 {% if page.customisation %}
 <p>
-  The <strong>{{ page.title }}</strong> quality estimation API supports <a href="/customisation">Customisation</a>. 
+  The <strong>{{ page.title }}</strong> quality estimation API supports <a href="/customisation">customisation</a>. 
 {% endif %}
 {% if page.only_compatible_tms != nil %}
   {% if page.only_compatible_tms.size > 1 %}
@@ -171,27 +166,22 @@ <h2>Language support</h2>
   {% endif %}
 </section>
 
-
-  <section id="integrations">
-    <h2>Integrations</h2>
-    <details>
-      <summary>
-        {% if page.integrations.size == 1 %}
-          <strong>1</strong> translation management system has integrated the {{ page.title }} quality estimation API.
-        {% else %}
-          <strong>{{ page.integrations | size }}</strong> translation management systems have integrated the {{ page.title }} quality estimation API.
-        {% endif %}
-        <p class="preview hint">
-          {{ page.integrations | slice: 0, 5 | map: 'name' | join: ', ' }}
-          {% if page.integrations.size > 5 %}, …{% endif %}
-        </p>
-      </summary>
-      <ul>
-        {% for i in page.integrations %}
-          <li>
-              <a href="/{{ i.slug }}" >{{ i.name }}</a>
-          </li>
-        {% endfor %}
-      </ul>
-    </details>
-  </section>
+<section id="integrations">
+  <h2>Integrations</h2>
+  <details>
+    <summary>
+      {{ page.title }} is integrated in <strong>1</strong> translation management system{% if page.integrations.size != 1 %}s{% endif %}.
+      <p class="preview hint">
+        {{ page.integrations | slice: 0, 5 | map: 'name' | join: ', ' }}
+        {% if page.integrations.size > 5 %}, …{% endif %}
+      </p>
+    </summary>
+    <ul>
+      {% for i in page.integrations %}
+        <li>
+            <a href="/{{ i.slug }}" >{{ i.name }}</a>
+        </li>
+      {% endfor %}
+    </ul>
+  </details>
+</section>
diff --git a/integrations/memoq.md b/integrations/memoq.md
index e18c7e373..69307b8f1 100644
--- a/integrations/memoq.md
+++ b/integrations/memoq.md
@@ -1,7 +1,7 @@
 ---
 autogenerated: true
 layout: integration
-nav_order: 975
+nav_order: 973
 title: MemoQ
 description: Machine translation API integrations in MemoQ
 id: memoq
@@ -135,7 +135,13 @@ api_integrations:
   name: XL8
 fuzzy_repair: true
 open-source: false
-quality_estimation_integrations: []
+quality_estimation_integrations:
+- slug: modelfront
+  custom: true
+  name: ModelFront
+- slug: demt-estimate
+  custom: true
+  name: DeMT Estimate
 seo:
   name: Machine translation API integrations in MemoQ
   type: Product
diff --git a/quality-estimation/demt-estimate-api.md b/quality-estimation/demt-estimate.md
similarity index 97%
rename from quality-estimation/demt-estimate-api.md
rename to quality-estimation/demt-estimate.md
index b53de233a..852dca376 100644
--- a/quality-estimation/demt-estimate-api.md
+++ b/quality-estimation/demt-estimate.md
@@ -2,10 +2,10 @@
 autogenerated: true
 nav_order: 891
 layout: quality_estimation
-title: DeMT Estimate API
-description: The DeMT Estimate API translation quality estimation API
+title: DeMT Estimate
+description: The DeMT Estimate translation quality estimation API
 tagline: null
-id: demt-estimate-api
+id: demt-estimate
 company: TAUS
 parent: Quality estimation
 urls:
@@ -560,9 +560,12 @@ supported_languages:
 only_compatible_mt_api: null
 only_compatible_tms: null
 customisation: false
-integrations: []
+integrations:
+- slug: memoq
+  name: MemoQ
+  custom: true
 seo:
-  name: The DeMT Estimate API translation quality estimation API
+  name: The DeMT Estimate translation quality estimation API
   type: Product
 
 ---
diff --git a/quality-estimation/modelfront.md b/quality-estimation/modelfront.md
index de17d9dd3..704ed00c1 100644
--- a/quality-estimation/modelfront.md
+++ b/quality-estimation/modelfront.md
@@ -754,6 +754,9 @@ integrations:
 - slug: crowdin
   name: Crowdin
   custom: true
+- slug: memoq
+  name: MemoQ
+  custom: true
 - slug: translate5
   name: translate5
   custom: true