diff --git a/.github/workflows/production.yml b/.github/workflows/production.yml
index bff78047..bf1eaf67 100644
--- a/.github/workflows/production.yml
+++ b/.github/workflows/production.yml
@@ -43,7 +43,7 @@ jobs:
         run: |
           IMAGE_ID=ghcr.io/${{ github.repository }}
           IMAGE_ID=$(echo $IMAGE_ID | tr '[A-Z]' '[a-z]')
-          docker push --all-tags $IMAGE_ID
+          docker push -a $IMAGE_ID
 
   release:
     name: Create new Github release
diff --git a/client/src/components/tag-input/index.jsx b/client/src/components/tag-input/index.jsx
index 6a9bac4a..d2889371 100644
--- a/client/src/components/tag-input/index.jsx
+++ b/client/src/components/tag-input/index.jsx
@@ -8,9 +8,11 @@ import {
   TextInput,
 } from '@dataesr/dsfr-plus';
 
+import './index.scss';
+
 const { VITE_APP_TAG_LIMIT } = import.meta.env;
 
-const SEE_MORE_AFTER = 5;
+const SEE_MORE_AFTER = 3;
 
 export default function TagInput({
   deletedTags,
@@ -133,12 +135,12 @@ export default function TagInput({
                   <TagGroup>
                     {currentTags.map((tag) => (
                       <DismissibleTag
-                        className="fr-mr-1w"
+                        className={`fr-mr-1w ${tag.disable ? 'scratched' : ''}`}
                         color={getTagColor(tag)}
                         key={tag.label}
                         onClick={() => handleDeleteClick(tag)}
                         size="sm"
-                        title={`Tag ${tag.label}${tag.disable ? ' (not searched)' : ''}`}
+                        title={`${tag.label}${tag.disable ? ' (not searched)' : ''}`}
                       >
                         {tag.label}
                       </DismissibleTag>
diff --git a/client/src/components/tag-input/index.scss b/client/src/components/tag-input/index.scss
new file mode 100644
index 00000000..03fc576f
--- /dev/null
+++ b/client/src/components/tag-input/index.scss
@@ -0,0 +1,3 @@
+.scratched {
+  text-decoration: line-through !important;
+}
diff --git a/client/src/components/tiles/datasets.jsx b/client/src/components/tiles/datasets.jsx
index 9a98224b..3f93d4e8 100644
--- a/client/src/components/tiles/datasets.jsx
+++ b/client/src/components/tiles/datasets.jsx
@@ -1,9 +1,10 @@
 import PropTypes from 'prop-types';
+import './tiles.scss';
 
 export default function DatasetsTile({ setView }) {
   return (
     <div
-      className="fr-tile fr-tile--horizontal"
+      className="fr-tile fr-tile--horizontal click"
       onClick={() => setView('datasets')}
       onKeyDown={(e) => {
         if (e.key === 'Enter' || e.key === ' ') {
@@ -19,8 +20,11 @@ export default function DatasetsTile({ setView }) {
             <p>🗃 Find the datasets affiliated to your institution</p>
           </h3>
           <p className="fr-tile__detail">
-            Lorem ipsum dolor sit amet consectetur adipisicing elit.
-            Voluptates, ratione recusandae deserunt non inventore, dolor placeat itaque eveniet, impedit facere reiciendis rem. Nihil mollitia inventore, nostrum dolores quas ea optio.
+            🔎 Explore the most frequent raw affiliation strings retrieved in the French Open Science Monitor data and in OpenAlex for your query (datasets only).
+            <br />
+            🤔 Validate ✅ or exclude ❌ each of them, whether it actually corresponds to your institution or not. 
+            <br />
+            💾 Save (export to a file) those decisions and the datasets corpus you just built.
           </p>
         </div>
       </div>
diff --git a/client/src/components/tiles/openalex.jsx b/client/src/components/tiles/openalex.jsx
index 2b1bdc48..00b6a089 100644
--- a/client/src/components/tiles/openalex.jsx
+++ b/client/src/components/tiles/openalex.jsx
@@ -1,9 +1,11 @@
 import PropTypes from 'prop-types';
+import './tiles.scss';
 
 export default function OpenalexTile({ setView }) {
   return (
     <div
-      className="fr-tile fr-tile--horizontal"
+      className="fr-tile fr-tile--horizontal click"
+      size="sm"
       onClick={() => setView('openalex')}
       onKeyDown={(e) => {
         if (e.key === 'Enter' || e.key === ' ') {
@@ -19,8 +21,11 @@ export default function OpenalexTile({ setView }) {
             <p>✏️ Improve RoR matching in OpenAlex - Provide your feedback!</p>
           </h3>
           <p className="fr-tile__detail">
-            Lorem ipsum dolor sit amet consectetur adipisicing elit.
-            Voluptates, ratione recusandae deserunt non inventore, dolor placeat itaque eveniet, impedit facere reiciendis rem. Nihil mollitia inventore, nostrum dolores quas ea optio.
+            🔎 Analyze the most frequent raw affiliation strings retrieved in OpenAlex for your query.
+            <br />
+            🤖 Check the RoR automatically computed by OpenAlex. Sometimes, they can be inaccurate or missing.
+            <br />
+            ✏️  Correct the errors (inaccurate or missing RoRs) and send feedback to OpenAlex.
           </p>
         </div>
       </div>
diff --git a/client/src/components/tiles/publications.jsx b/client/src/components/tiles/publications.jsx
index a67c13b5..d8a8345e 100644
--- a/client/src/components/tiles/publications.jsx
+++ b/client/src/components/tiles/publications.jsx
@@ -1,9 +1,10 @@
 import PropTypes from 'prop-types';
+import './tiles.scss';
 
 export default function PublicationsTile({ setView }) {
   return (
     <div
-      className="fr-tile fr-tile--horizontal"
+      className="fr-tile fr-tile--horizontal click"
       onClick={() => setView('publications')}
       onKeyDown={(e) => {
         if (e.key === 'Enter' || e.key === ' ') {
@@ -19,8 +20,11 @@ export default function PublicationsTile({ setView }) {
             <p>📑 Find the publications affiliated to your institution</p>
           </h3>
           <p className="fr-tile__detail">
-            Lorem ipsum dolor sit amet consectetur adipisicing elit.
-            Voluptates, ratione recusandae deserunt non inventore, dolor placeat itaque eveniet, impedit facere reiciendis rem. Nihil mollitia inventore, nostrum dolores quas ea optio.
+            🔎 Explore the most frequent raw affiliation strings retrieved in the French Open Science Monitor data and in OpenAlex for your query.
+            <br />
+            🤔 Validate ✅ or exclude ❌ each of them, whether it actually corresponds to your institution or not. 
+            <br />
+            💾 Save (export to a file) those decisions and the publications corpus you just built.
           </p>
         </div>
       </div>
diff --git a/client/src/components/tiles/tiles.scss b/client/src/components/tiles/tiles.scss
new file mode 100644
index 00000000..a73f9952
--- /dev/null
+++ b/client/src/components/tiles/tiles.scss
@@ -0,0 +1,6 @@
+.click {
+  cursor: pointer;
+}
+.click:hover {
+  border: solid;
+}
diff --git a/client/src/layout/Footer.jsx b/client/src/layout/Footer.jsx
index 114a0c86..6fc9bc6c 100644
--- a/client/src/layout/Footer.jsx
+++ b/client/src/layout/Footer.jsx
@@ -63,14 +63,18 @@ export default function Footer() {
           <div className="fr-footer__brand fr-enlarge-link">
             <a href="/" title="Retour à l’accueil du site - Nom de l’entité (ministère, secrétariat d‘état, gouvernement)">
               <p className="fr-logo">
-                Intitulé
+                MINISTÈRE
                 <br />
-                officiel
+                DE L'ENSEIGNEMENT
+                <br />
+                SUPÉRIEUR
+                <br />
+                ET DE LA RECHERCHE
               </p>
             </a>
           </div>
           <div className="fr-footer__content">
-            <p className="fr-footer__content-desc">Lorem [...] elit ut.</p>
+            <p className="fr-footer__content-desc">Retrieve the scholarly works of your institution</p>
             <ul className="fr-footer__content-list">
               <li className="fr-footer__content-item">
                 <a className="fr-footer__content-link" target="_blank" rel="noopener external noreferrer" title="[À MODIFIER - Intitulé] - nouvelle fenêtre" href="https://legifrance.gouv.fr">legifrance.gouv.fr</a>
diff --git a/client/src/pages/filters.jsx b/client/src/pages/filters.jsx
index 29820ca3..ce7c84a2 100644
--- a/client/src/pages/filters.jsx
+++ b/client/src/pages/filters.jsx
@@ -165,12 +165,11 @@ export default function Filters({ isFetched, sendQuery }) {
     <>
       {isSticky ? (
         <Container fluid as="section" className="filters">
-          <Row verticalAlign="top" className="fr-p-2w">
+          <Row verticalAlign="top" className="fr-p-1w">
             <Ribbon />
             <Col xs="2" offsetXs="1">
               <Title as="h1" look="h6" className="fr-m-0">
                 {VITE_APP_NAME}
-                <br />
                 {VITE_HEADER_TAG && (
                   <Badge
                     color={VITE_HEADER_TAG_COLOR}
@@ -183,9 +182,10 @@ export default function Filters({ isFetched, sendQuery }) {
             </Col>
             <Col>
               <Row>
-                <Col xs="1" className="text-right fr-pr-1w">
-                  <Title title="Selected filters" className="fr-icon-filter-line" as="h2" look="h4" />
+                { /* <Col xs="1" className="text-right fr-pr-1w">
+                 <Title title="Selected filters" className="fr-icon-filter-line" as="h2" look="h4" />
                 </Col>
+               */ }
                 <Col onClick={(e) => { setIsOpen(true); e.preventDefault(); }}>
                   <TagGroup>
                     <Tag color="blue-ecume" key="tag-sticky-years" size="sm">
@@ -206,17 +206,17 @@ export default function Filters({ isFetched, sendQuery }) {
                   >
                     <SegmentedElement
                       checked={currentSearchParams.view === 'openalex'}
-                      label="Improve RoR matching in OpenAlex"
+                      label="Improve OpenAlex (RoRs)"
                       value="openalex"
                     />
                     <SegmentedElement
                       checked={currentSearchParams.view === 'publications'}
-                      label="Find affiliated publications"
+                      label="Publications corpus"
                       value="publications"
                     />
                     <SegmentedElement
                       checked={currentSearchParams.view === 'datasets'}
-                      label="Find affiliated datasets"
+                      label="Datasets corpus"
                       value="datasets"
                     />
                   </SegmentedControl>
@@ -302,7 +302,7 @@ export default function Filters({ isFetched, sendQuery }) {
             </Row>
           </Container>
           {
-            isFetched && (
+            isFetched && false && (
               <Container as="section" className="fr-my-3w">
                 <Row>
                   <Col style={{ textAlign: 'center' }}>
@@ -313,17 +313,17 @@ export default function Filters({ isFetched, sendQuery }) {
                     >
                       <SegmentedElement
                         checked={currentSearchParams.view === 'openalex'}
-                        label="Improve RoR matching in OpenAlex"
+                        label="1.Improve RoR matching in OpenAlex"
                         value="openalex"
                       />
                       <SegmentedElement
                         checked={currentSearchParams.view === 'publications'}
-                        label="Find affiliated publications"
+                        label="Publications corpus"
                         value="publications"
                       />
                       <SegmentedElement
                         checked={currentSearchParams.view === 'datasets'}
-                        label="Find affiliated datasets"
+                        label="Datasets corpus"
                         value="datasets"
                       />
                     </SegmentedControl>
diff --git a/client/src/pages/index.jsx b/client/src/pages/index.jsx
index ba56c2fc..2b7b9577 100644
--- a/client/src/pages/index.jsx
+++ b/client/src/pages/index.jsx
@@ -70,11 +70,20 @@ export default function Home() {
     // TODO:do a cleaner way to display the spinner and views
     <>
       <Filters isFetched sendQuery={sendQuery} />
-      <Container as="section" className="fr-mt-10w">
-        {isFetching && <Spinner size={48} />}
+      <Container as="section" className="fr-mt-4w">
+        {isFetching && (
+          <Row>
+            <Col xs="2" offsetXs="6">
+              <Spinner size={48} />
+            </Col>
+          </Row>
+        )}
 
         {(!isFetching && !searchParams.get('view') && isFetched) && (
-          <Row gutters>
+          <Row gutters className="fr-mb-16w">
+            <Col xs="12">
+              <div> The data has been fetched, please start with one of the use cases described below. You will be able to switch from one to another. </div>
+            </Col>
             <Col>
               <OpenalexTile setView={setView} />
             </Col>
diff --git a/client/src/pages/views/datasets.jsx b/client/src/pages/views/datasets.jsx
index c05227d1..0f0b61fc 100644
--- a/client/src/pages/views/datasets.jsx
+++ b/client/src/pages/views/datasets.jsx
@@ -23,7 +23,7 @@ export default function Datasets({
   tagAffiliations,
   tagDatasets,
 }) {
-  const [Tab, setTab] = useState('listOfDatasets');
+  const [Tab, setTab] = useState('selectAffiliations');
   return (
     <>
       <Row>
diff --git a/client/src/pages/views/openalex.jsx b/client/src/pages/views/openalex.jsx
index a8240a3b..8445cd99 100644
--- a/client/src/pages/views/openalex.jsx
+++ b/client/src/pages/views/openalex.jsx
@@ -32,12 +32,13 @@ export default function Openalex({
             </p>
           </div>
         </Col>
-        <Col xs="12">
+        <Col xs="3">
           <ActionsOpenalex
             allOpenalexCorrections={allOpenalexCorrections}
             options={options}
           />
-          &nbsp;
+        </Col>
+        <Col xs="3">
           <ActionsOpenalexFeedback
             allOpenalexCorrections={allOpenalexCorrections}
             options={options}
diff --git a/client/src/pages/views/publications.jsx b/client/src/pages/views/publications.jsx
index b34d2c24..7f1480be 100644
--- a/client/src/pages/views/publications.jsx
+++ b/client/src/pages/views/publications.jsx
@@ -34,7 +34,7 @@ export default function Publications({
           </Title>
           <Row>
             <Col xs="12">
-              <div className="fr-callout">
+              <div className="fr-callout fr-mb-16w">
                 <p className="fr-callout__text fr-text--sm">
                   To search for publications, please disable the "Search for datasets only" option
                 </p>
diff --git a/client/src/utils/works.jsx b/client/src/utils/works.jsx
index 0a258f3b..297f6d75 100644
--- a/client/src/utils/works.jsx
+++ b/client/src/utils/works.jsx
@@ -2,26 +2,67 @@ import { Button } from '@dataesr/dsfr-plus';
 
 import { status } from '../config';
 
-const {
-  VITE_API,
-} = import.meta.env;
+const { VITE_API } = import.meta.env;
 
 const capitalize = (str) => str.charAt(0).toUpperCase() + str.slice(1);
 
-const getData = async (options) => fetch(`${VITE_API}/works`, {
-  body: JSON.stringify(options),
-  headers: { 'Content-Type': 'application/json' },
-  method: 'POST',
-}).then((response) => {
-  if (response.ok) return response.json();
-  console.error(response);
-  console.error('Oops... FOSM API request did not work');
-  return {};
-}).catch((error) => {
-  console.error(error);
-  console.error('Oops... FOSM API request did not work');
-  return {};
-});
+const b64decode = (str) => {
+  const binaryString = window.atob(str);
+  const len = binaryString.length;
+  const bytes = new Uint8Array(new ArrayBuffer(len));
+  for (let i = 0; i < len; i += 1) {
+    bytes[i] = binaryString.charCodeAt(i);
+  }
+  return bytes;
+};
+
+const unzipData = async (compressedBase64) => {
+  const stream = new Blob([b64decode(compressedBase64)], {
+    type: 'application/json',
+  }).stream();
+  const compressedReadableStream = stream.pipeThrough(
+    new DecompressionStream('gzip'),
+  );
+  const resp = new Response(compressedReadableStream);
+  const blob = await resp.blob();
+  return JSON.parse(await blob.text());
+};
+
+const decompressAll = async (chunks) => {
+  const res = await Promise.all(chunks.map(async (c) => unzipData(c)));
+  return res.flat();
+};
+
+const Timeout = (time) => {
+  const controller = new AbortController();
+  setTimeout(() => controller.abort(), time * 1000);
+  return controller;
+};
+
+const getData = async (options) => {
+  try {
+    const responseAffiliations = await fetch(`${VITE_API}/works`, {
+      body: JSON.stringify(options),
+      headers: { 'Content-Type': 'application/json' },
+      method: 'POST',
+      signal: Timeout(600).signal, // 10 minutes
+    });
+    if (responseAffiliations.ok) {
+      const { affiliations, datasets, publications } = await responseAffiliations.json();
+      const resAffiliations = await decompressAll(affiliations);
+      datasets.results = await decompressAll(datasets.results);
+      publications.results = await decompressAll(publications.results);
+      return { affiliations: resAffiliations, datasets, publications };
+    }
+    console.error(responseAffiliations);
+    console.error('Oops... FOSM API request did not work');
+    return {};
+  } catch (error) {
+    console.error(error);
+    console.error('Oops... FOSM API request did not work');
+    return {};
+  }
+};
 
 const getIdLink = (type, id) => {
   let prefix = null;
diff --git a/package-lock.json b/package-lock.json
index cdb37d51..ba289b51 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -3287,7 +3287,6 @@
       "version": "6.12.6",
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz",
       "integrity": "sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==",
-      "dev": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.1",
         "fast-json-stable-stringify": "^2.0.0",
@@ -3553,6 +3552,22 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/asn1": {
+      "version": "0.2.6",
+      "resolved": "https://registry.npmjs.org/asn1/-/asn1-0.2.6.tgz",
+      "integrity": "sha512-ix/FxPn0MDjeyJ7i/yoHGFt/EX6LyNbxSEhPPXODPL+KB0VPk86UYfL0lMdy+KCnv+fmvIzySwaK5COwqVbWTQ==",
+      "dependencies": {
+        "safer-buffer": "~2.1.0"
+      }
+    },
+    "node_modules/assert-plus": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/assert-plus/-/assert-plus-1.0.0.tgz",
+      "integrity": "sha512-NfJ4UzBCcQGLDlQq7nHxH+tv3kyZ0hHQqF5BO6J7tNJeP5do1llPr8dZ8zHonfhAu0PHAdMkSo+8o0wxg9lZWw==",
+      "engines": {
+        "node": ">=0.8"
+      }
+    },
     "node_modules/ast-types-flow": {
       "version": "0.0.8",
       "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.8.tgz",
@@ -3564,6 +3579,11 @@
       "resolved": "https://registry.npmjs.org/async/-/async-3.2.5.tgz",
       "integrity": "sha512-baNZyqaaLhyLVKm/DlvdW051MSgO6b8eVfIezl9E5PqWxFgzLm/wQntEW4zOytVburDEr0JlALEpdOFwvErLsg=="
     },
+    "node_modules/asynckit": {
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
+      "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q=="
+    },
     "node_modules/available-typed-arrays": {
       "version": "1.0.7",
       "resolved": "https://registry.npmjs.org/available-typed-arrays/-/available-typed-arrays-1.0.7.tgz",
@@ -3579,6 +3599,19 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/aws-sign2": {
+      "version": "0.7.0",
+      "resolved": "https://registry.npmjs.org/aws-sign2/-/aws-sign2-0.7.0.tgz",
+      "integrity": "sha512-08kcGqnYf/YmjoRhfxyu+CLxBjUtHLXLXX/vUfx9l2LYzG3c1m61nrpyFUZI6zeS+Li/wWMMidD9KgrqtGq3mA==",
+      "engines": {
+        "node": "*"
+      }
+    },
+    "node_modules/aws4": {
+      "version": "1.12.0",
+      "resolved": "https://registry.npmjs.org/aws4/-/aws4-1.12.0.tgz",
+      "integrity": "sha512-NmWvPnx0F1SfrQbYwOi7OeaNGokp9XhzNioJ/CSBs8Qa4vxug81mhJEAVZwxXuBmYB5KDRfMq/F3RR0BIU7sWg=="
+    },
     "node_modules/axe-core": {
       "version": "4.7.0",
       "resolved": "https://registry.npmjs.org/axe-core/-/axe-core-4.7.0.tgz",
@@ -3602,6 +3635,14 @@
       "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
       "integrity": "sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw=="
     },
+    "node_modules/bcrypt-pbkdf": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/bcrypt-pbkdf/-/bcrypt-pbkdf-1.0.2.tgz",
+      "integrity": "sha512-qeFIXtP4MSoi6NLqO12WfqARWWuCKi2Rn/9hJLEmtB5yTNr9DqFWkJRCf2qShWzPeAMRnOgCrq0sg/KLv5ES9w==",
+      "dependencies": {
+        "tweetnacl": "^0.14.3"
+      }
+    },
     "node_modules/before-after-hook": {
       "version": "2.2.3",
       "resolved": "https://registry.npmjs.org/before-after-hook/-/before-after-hook-2.2.3.tgz",
@@ -3799,6 +3840,11 @@
         }
       ]
     },
+    "node_modules/caseless": {
+      "version": "0.12.0",
+      "resolved": "https://registry.npmjs.org/caseless/-/caseless-0.12.0.tgz",
+      "integrity": "sha512-4tYFyifaFfGacoiObjJegolkwSU4xQNGbVgUiNYVUxbQ2x2lUsFvY4hVgVzGiIe6WLOPqycWXA40l+PWsxthUw=="
+    },
     "node_modules/chalk": {
       "version": "4.1.2",
       "resolved": "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz",
@@ -3825,6 +3871,14 @@
         "node": ">=8"
       }
     },
+    "node_modules/charenc": {
+      "version": "0.0.2",
+      "resolved": "https://registry.npmjs.org/charenc/-/charenc-0.0.2.tgz",
+      "integrity": "sha512-yrLQ/yVUFXkzg7EDQsPieE/53+0RlaWTs+wBrvW36cyilJ2SaDWfl4Yj7MtLTXleV9uEKefbAGUPv2/iWSooRA==",
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/chokidar": {
       "version": "3.6.0",
       "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.6.0.tgz",
@@ -3955,6 +4009,17 @@
         "text-hex": "1.0.x"
       }
     },
+    "node_modules/combined-stream": {
+      "version": "1.0.8",
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+      "version": "2.88.2",
+      "resolved": "https://registry.npmjs.org/request/-/request-2.88.2.tgz",
+      "integrity": "sha512-MsvtOrfG9ZcrOwAW+Qi+F6HbD0CWXEh9ou77uOb7FM2WPhwT7smM833PzanhJLsgXjN89Ir6V2PczXNnMpwKhw==",
+      "deprecated": "request has been deprecated, see https://github.com/request/request/issues/3142",
+      "dependencies": {
+        "aws-sign2": "~0.7.0",
+        "aws4": "^1.8.0",
+        "caseless": "~0.12.0",
+        "combined-stream": "~1.0.6",
+        "extend": "~3.0.2",
+        "forever-agent": "~0.6.1",
+        "form-data": "~2.3.2",
+        "har-validator": "~5.1.3",
+        "http-signature": "~1.2.0",
+        "is-typedarray": "~1.0.0",
+        "isstream": "~0.1.2",
+        "json-stringify-safe": "~5.0.1",
+        "mime-types": "~2.1.19",
+        "oauth-sign": "~0.9.0",
+        "performance-now": "^2.1.0",
+        "qs": "~6.5.2",
+        "safe-buffer": "^5.1.2",
+        "tough-cookie": "~2.5.0",
+        "tunnel-agent": "^0.6.0",
+        "uuid": "^3.3.2"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
+    "node_modules/request-debug": {
+      "version": "0.2.0",
+      "resolved": "https://registry.npmjs.org/request-debug/-/request-debug-0.2.0.tgz",
+      "integrity": "sha512-NWYi/Gz4xKSkK1oPAsLLjMkSbp4aaW77fxPGe7uoKg1bgN7qXKVI5S/Cm/cubTKD62yJd7eKQLdlQ9QRLhgvvA==",
+      "dependencies": {
+        "stringify-clone": "^1.0.0"
+      }
+    },
+    "node_modules/request/node_modules/qs": {
+      "version": "6.5.3",
+      "resolved": "https://registry.npmjs.org/qs/-/qs-6.5.3.tgz",
+      "integrity": "sha512-qxXIEh4pCGfHICj1mAJQ2/2XVZkjCDTcEgfoSQxc/fYivUZxTkk7L3bDBJSoNrEzXI17oUO5Dp07ktqE5KzczA==",
+      "engines": {
+        "node": ">=0.6"
+      }
+    },
+    "node_modules/request/node_modules/uuid": {
+      "version": "3.4.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-3.4.0.tgz",
+      "integrity": "sha512-HjSDRw6gZE5JMggctHBcjVak08+KEVhSIiDzFnT9S9aegmp85S/bReBVTb4QTFaRNptJ9kuYaNhnbNEOkbKb/A==",
+      "deprecated": "Please upgrade  to version 7 or higher.  Older versions may use Math.random() in certain circumstances, which is known to be problematic.  See https://v8.dev/blog/math-random for details.",
+      "bin": {
+        "uuid": "bin/uuid"
+      }
+    },
     "node_modules/require-directory": {
       "version": "2.1.1",
       "resolved": "https://registry.npmjs.org/require-directory/-/require-directory-2.1.1.tgz",
@@ -7717,6 +8047,30 @@
       "resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
       "integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g=="
     },
+    "node_modules/sshpk": {
+      "version": "1.18.0",
+      "resolved": "https://registry.npmjs.org/sshpk/-/sshpk-1.18.0.tgz",
+      "integrity": "sha512-2p2KJZTSqQ/I3+HX42EpYOa2l3f8Erv8MWKsy2I9uf4wA7yFIkXRffYdsx86y6z4vHtV8u7g+pPlr8/4ouAxsQ==",
+      "dependencies": {
+        "asn1": "~0.2.3",
+        "assert-plus": "^1.0.0",
+        "bcrypt-pbkdf": "^1.0.0",
+        "dashdash": "^1.12.0",
+        "ecc-jsbn": "~0.1.1",
+        "getpass": "^0.1.1",
+        "jsbn": "~0.1.0",
+        "safer-buffer": "^2.0.2",
+        "tweetnacl": "~0.14.0"
+      },
+      "bin": {
+        "sshpk-conv": "bin/sshpk-conv",
+        "sshpk-sign": "bin/sshpk-sign",
+        "sshpk-verify": "bin/sshpk-verify"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/stack-trace": {
       "version": "0.0.10",
       "resolved": "https://registry.npmjs.org/stack-trace/-/stack-trace-0.0.10.tgz",
@@ -7842,6 +8196,14 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/stringify-clone": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/stringify-clone/-/stringify-clone-1.1.1.tgz",
+      "integrity": "sha512-LIFpvBnQJF3ZGoV770s3feH+wRVCMRSisI8fl1E57WfgKOZKUMaC1r4eJXybwGgXZ/iTTJoK/tsOku1GLPyyxQ==",
+      "engines": {
+        "node": ">=0.8"
+      }
+    },
     "node_modules/strip-ansi": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
@@ -7963,6 +8325,18 @@
         "nodetouch": "bin/nodetouch.js"
       }
     },
+    "node_modules/tough-cookie": {
+      "version": "2.5.0",
+      "resolved": "https://registry.npmjs.org/tough-cookie/-/tough-cookie-2.5.0.tgz",
+      "integrity": "sha512-nlLsUzgm1kfLXSXfRZMc1KLAugd4hqJHDTvc2hDIwS3mZAfMEuMbc03SujMF+GEcpaX/qboeycw6iO8JwVv2+g==",
+      "dependencies": {
+        "psl": "^1.1.28",
+        "punycode": "^2.1.1"
+      },
+      "engines": {
+        "node": ">=0.8"
+      }
+    },
     "node_modules/tree-kill": {
       "version": "1.2.2",
       "resolved": "https://registry.npmjs.org/tree-kill/-/tree-kill-1.2.2.tgz",
@@ -8008,6 +8382,22 @@
       "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz",
       "integrity": "sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q=="
     },
+    "node_modules/tunnel-agent": {
+      "version": "0.6.0",
+      "resolved": "https://registry.npmjs.org/tunnel-agent/-/tunnel-agent-0.6.0.tgz",
+      "integrity": "sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==",
+      "dependencies": {
+        "safe-buffer": "^5.0.1"
+      },
+      "engines": {
+        "node": "*"
+      }
+    },
+    "node_modules/tweetnacl": {
+      "version": "0.14.5",
+      "resolved": "https://registry.npmjs.org/tweetnacl/-/tweetnacl-0.14.5.tgz",
+      "integrity": "sha512-KXXFFdAbFXY4geFIwoyNK+f5Z1b7swfXABfL7HXCmoIWMKU3dmS26672A4EeQtDzLKy7SXmfBu51JolvEKwtGA=="
+    },
     "node_modules/type-check": {
       "version": "0.4.0",
       "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
@@ -8245,6 +8635,24 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/verror": {
+      "version": "1.10.0",
+      "resolved": "https://registry.npmjs.org/verror/-/verror-1.10.0.tgz",
+      "integrity": "sha512-ZZKSmDAEFOijERBLkmYfJ+vmk3w+7hOLYDNkRCuRuMJGEmqYNCNLyBBFwWKVMhfwaEF3WOd0Zlw86U/WC/+nYw==",
+      "engines": [
+        "node >=0.6.0"
+      ],
+      "dependencies": {
+        "assert-plus": "^1.0.0",
+        "core-util-is": "1.0.2",
+        "extsprintf": "^1.2.0"
+      }
+    },
+    "node_modules/verror/node_modules/core-util-is": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/core-util-is/-/core-util-is-1.0.2.tgz",
+      "integrity": "sha512-3lqz5YjWTYnW6dlDa5TLaTCcShfar1e40rmcJVwCBJC6mWlFuj0eCHIElmG1g5kyuJ/GD+8Wn4FFCcz4gJPfaQ=="
+    },
     "node_modules/vite": {
       "version": "4.5.3",
       "resolved": "https://registry.npmjs.org/vite/-/vite-4.5.3.tgz",
@@ -8590,6 +8998,7 @@
         "express": "^4.18.2",
         "express-async-errors": "^3.1.1",
         "express-openapi-validator": "^5.0.4",
+        "node-ovh-objectstorage": "^2.0.5",
         "octokit": "^3.1.2",
         "winston": "^3.8.2",
         "ws": "^8.16.0",
diff --git a/server/package.json b/server/package.json
index 7cfc55ef..451dd67e 100644
--- a/server/package.json
+++ b/server/package.json
@@ -5,8 +5,8 @@
   "main": "index.js",
   "type": "module",
   "scripts": {
-    "dev": "NODE_ENV=development nodemon --experimental-specifier-resolution=node index.js",
-    "start": "NODE_ENV=production node --experimental-specifier-resolution=node index.js"
+    "dev": "NODE_ENV=development nodemon --max-old-space-size=4096 --experimental-specifier-resolution=node index.js",
+    "start": "NODE_ENV=production node --max-old-space-size=4096 --experimental-specifier-resolution=node index.js"
   },
   "author": "doad",
   "license": "MIT",
@@ -16,6 +16,7 @@
     "express": "^4.18.2",
     "express-async-errors": "^3.1.1",
     "express-openapi-validator": "^5.0.4",
+    "node-ovh-objectstorage": "^2.0.5",
     "octokit": "^3.1.2",
     "winston": "^3.8.2",
     "ws": "^8.16.0",
diff --git a/server/src/routes/files.routes.js b/server/src/routes/files.routes.js
index 1180ac39..6d992c22 100644
--- a/server/src/routes/files.routes.js
+++ b/server/src/routes/files.routes.js
@@ -12,7 +12,7 @@ const user = `${tenantName}:${username}`;
 
 router.route('/download')
   .get(async (_, res) => {
-    const container = 'works-finder';
+    const container = 'works-magnet';
     // eslint-disable-next-line max-len
     const initCmd = `swift --os-auth-url https://auth.cloud.ovh.net/v3 --auth-version 3 --key ${key} --user ${user} --os-project-domain-name Default --os-project-id ${projectId} --os-project-name ${projectName} --os-region-name GRA`;
     const cmd = `${initCmd} list ${container} > list_files_${container}`;
diff --git a/server/src/routes/works.routes.js b/server/src/routes/works.routes.js
index 074659aa..35c0c69a 100644
--- a/server/src/routes/works.routes.js
+++ b/server/src/routes/works.routes.js
@@ -1,12 +1,133 @@
+import crypto from 'crypto';
 import express from 'express';
 
+import { getCache, saveCache } from '../utils/s3';
 import { chunkArray, countUniqueValues, range } from '../utils/utils';
 import { datasetsType, deduplicateWorks, getFosmWorks, getOpenAlexPublications, groupByAffiliations } from '../utils/works';
 
-const SEED_MEX = 2048;
+const SEED_MAX = 2048;
 
 const router = new express.Router();
 
+const arrayBufferToBase64 = (buffer) => {
+  let binary = '';
+  const bytes = new Uint8Array(buffer);
+  const len = bytes.byteLength;
+  for (let i = 0; i < len; i += 1) {
+    binary += String.fromCharCode(bytes[i]);
+  }
+  return btoa(binary);
+};
+
+const compressData = async (result) => {
+  // Convert JSON to Stream
+  const stream = new Blob([JSON.stringify(result)], {
+    type: 'application/json',
+  }).stream();
+  const compressedReadableStream = stream.pipeThrough(
+    new CompressionStream('gzip'),
+  );
+  // create Response
+  const compressedResponse = await new Response(compressedReadableStream);
+  const blob = await compressedResponse.blob();
+  // Get the ArrayBuffer
+  const buffer = await blob.arrayBuffer();
+  // convert ArrayBuffer to base64 encoded string
+  return arrayBufferToBase64(buffer);
+};
+
+const chunkAndCompress = (data) => {
+  const chunks = chunkArray({ array: data, perChunk: 2500 });
+  return Promise.all(chunks.map((c) => compressData(c)));
+};
+
+const getData = async ({ options, resetCache = false }) => {
+  const shasum = crypto.createHash('sha1');
+  shasum.update(JSON.stringify(options));
+  const searchId = shasum.digest('hex');
+  const queryId = Math.floor(Math.random() * SEED_MAX);
+  console.time(`0. Query ${queryId} | Cache ${options.affiliationStrings}`);
+  const cache = await getCache({ searchId });
+  console.timeEnd(`0. Query ${queryId} | Cache ${options.affiliationStrings}`);
+  if (cache && !resetCache) return cache;
+  console.time(`1. Query ${queryId} | Requests ${options.affiliationStrings}`);
+  // eslint-disable-next-line no-param-reassign
+  options.years = range(options.startYear, options.endYear);
+  const queries = [];
+  queries.push(getFosmWorks({ options }));
+  const affiliationStringsChunks = chunkArray({ array: options.affiliationStrings });
+  const rorsChunks = chunkArray({ array: options.rors });
+  // Separate RoRs from Affiliations strings to query OpenAlex
+  affiliationStringsChunks.forEach((affiliationStrings) => {
+    queries.push(getOpenAlexPublications({ options: { ...options, affiliationStrings, rors: [] } }));
+  });
+  rorsChunks.forEach((rors) => {
+    queries.push(getOpenAlexPublications({ options: { ...options, rors, affiliationStrings: [] } }));
+  });
+  const responses = await Promise.all(queries);
+  console.timeEnd(`1. Query ${queryId} | Requests ${options.affiliationStrings}`);
+  const works = responses.flat();
+  console.time(`2. Query ${queryId} | Dedup ${options.affiliationStrings}`);
+  // Deduplicate publications by ids
+  const deduplicatedWorks = deduplicateWorks(works);
+  console.timeEnd(`2. Query ${queryId} | Dedup ${options.affiliationStrings}`);
+  // Compute distinct affiliations of works
+  console.time(`3. Query ${queryId} | GroupBy ${options.affiliationStrings}`);
+  const uniqueAffiliations = groupByAffiliations({ options, works: deduplicatedWorks });
+  console.timeEnd(`3. Query ${queryId} | GroupBy ${options.affiliationStrings}`);
+  // Sort between publications and datasets
+  console.time(`4. Query ${queryId} | Sort works ${options.affiliationStrings}`);
+  const publications = [];
+  let datasets = [];
+  const deduplicatedWorksLength = deduplicatedWorks.length;
+  if (options.datasets) {
+    datasets = deduplicatedWorks;
+  } else {
+    for (let i = 0; i < deduplicatedWorksLength; i += 1) {
+      const deduplicatedWork = deduplicatedWorks[i];
+      if (datasetsType.includes(deduplicatedWork.type)) {
+        datasets.push(deduplicatedWork);
+      } else {
+        publications.push(deduplicatedWork);
+      }
+    }
+  }
+  console.timeEnd(`4. Query ${queryId} | Sort works ${options.affiliationStrings}`);
+  console.time(`5. Query ${queryId} | Facet ${options.affiliationStrings}`);
+  const publicationsYears = countUniqueValues({ data: publications, field: 'year' });
+  const datasetsYears = countUniqueValues({ data: datasets, field: 'year' });
+  const publicationsTypes = countUniqueValues({ data: publications, field: 'type' });
+  const datasetsTypes = countUniqueValues({ data: datasets, field: 'type' });
+  const publicationsPublishers = countUniqueValues({ data: publications, field: 'publisher' });
+  const datasetsPublishers = countUniqueValues({ data: datasets, field: 'publisher' });
+  console.timeEnd(`5. Query ${queryId} | Facet ${options.affiliationStrings}`);
+  // Build and serialize response
+  console.time(`6. Query ${queryId} | Serialization ${options.affiliationStrings}`);
+  const affiliations = await chunkAndCompress(uniqueAffiliations);
+  const datasetsResults = await chunkAndCompress(datasets);
+  const publicationsResults = await chunkAndCompress(publications);
+  const result = {
+    affiliations,
+    datasets: {
+      results: datasetsResults,
+      publishers: datasetsPublishers,
+      types: datasetsTypes,
+      years: datasetsYears,
+    },
+    publications: {
+      results: publicationsResults,
+      publishers: publicationsPublishers,
+      types: publicationsTypes,
+      years: publicationsYears,
+    },
+  };
+  console.timeEnd(`6. Query ${queryId} | Serialization ${options.affiliationStrings}`);
+  console.time(`7. Query ${queryId} | Save cache ${options.affiliationStrings}`);
+  await saveCache({ result, searchId });
+  console.timeEnd(`7. Query ${queryId} | Save cache ${options.affiliationStrings}`);
+  return result;
+};
+
 router.route('/works')
   .post(async (req, res) => {
     try {
@@ -14,76 +135,8 @@ router.route('/works')
       if (!options?.affiliationStrings && !options?.rors) {
         res.status(400).json({ message: 'You must provide at least one affiliation string or RoR.' });
       } else {
-        const queryId = Math.floor(Math.random() * SEED_MEX);
-        console.time(`1. Query ${queryId} | Requests ${options.affiliationStrings}`);
-        options.years = range(options.startYear, options.endYear);
-        const queries = [];
-        queries.push(getFosmWorks({ options }));
-        const affiliationStringsChunks = chunkArray({ array: options.affiliationStrings });
-        const rorsChunks = chunkArray({ array: options.rors });
-        // Separate RoRs from Affiliations strings to query OpenAlex
-        affiliationStringsChunks.forEach((affiliationStrings) => {
-          queries.push(getOpenAlexPublications({ options: { ...options, affiliationStrings, rors: [] } }));
-        });
-        rorsChunks.forEach((rors) => {
-          queries.push(getOpenAlexPublications({ options: { ...options, rors, affiliationStrings: [] } }));
-        });
-        const responses = await Promise.all(queries);
-        console.timeEnd(`1. Query ${queryId} | Requests ${options.affiliationStrings}`);
-        const works = responses.flat();
-        console.time(`2. Query ${queryId} | Dedup ${options.affiliationStrings}`);
-        // Deduplicate publications by ids
-        const deduplicatedWorks = deduplicateWorks(works);
-        console.timeEnd(`2. Query ${queryId} | Dedup ${options.affiliationStrings}`);
-        // Compute distinct affiliations of works
-        console.time(`3. Query ${queryId} | GroupBy ${options.affiliationStrings}`);
-        const uniqueAffiliations = groupByAffiliations({ options, works: deduplicatedWorks });
-        console.timeEnd(`3. Query ${queryId} | GroupBy ${options.affiliationStrings}`);
-        // Sort between publications and datasets
-        console.time(`4. Query ${queryId} | Sort works ${options.affiliationStrings}`);
-        const publications = [];
-        let datasets = [];
-        const deduplicatedWorksLength = deduplicatedWorks.length;
-        if (options.datasets) {
-          datasets = deduplicatedWorks;
-        } else {
-          for (let i = 0; i < deduplicatedWorksLength; i += 1) {
-            const deduplicatedWork = deduplicatedWorks[i];
-            if (datasetsType.includes(deduplicatedWork.type)) {
-              datasets.push(deduplicatedWork);
-            } else {
-              publications.push(deduplicatedWork);
-            }
-          }
-        }
-        console.timeEnd(`4. Query ${queryId} | Sort works ${options.affiliationStrings}`);
-        // Compute distinct types & years for facet
-        console.time(`5. Query ${queryId} | Facet ${options.affiliationStrings}`);
-        const publicationsYears = countUniqueValues({ data: publications, field: 'year' });
-        const datasetsYears = countUniqueValues({ data: datasets, field: 'year' });
-        const publicationsTypes = countUniqueValues({ data: publications, field: 'type' });
-        const datasetsTypes = countUniqueValues({ data: datasets, field: 'type' });
-        const publicationsPublishers = countUniqueValues({ data: publications, field: 'publisher' });
-        const datasetsPublishers = countUniqueValues({ data: datasets, field: 'publisher' });
-        console.timeEnd(`5. Query ${queryId} | Facet ${options.affiliationStrings}`);
-        // Build and serialize response
-        console.time(`6. Query ${queryId} | Serialization ${options.affiliationStrings}`);
-        res.status(200).json({
-          affiliations: uniqueAffiliations,
-          datasets: {
-            publishers: datasetsPublishers,
-            results: datasets,
-            types: datasetsTypes,
-            years: datasetsYears,
-          },
-          publications: {
-            publishers: publicationsPublishers,
-            results: publications,
-            types: publicationsTypes,
-            years: publicationsYears,
-          },
-        });
-        console.timeEnd(`6. Query ${queryId} | Serialization ${options.affiliationStrings}`);
+        const compressedResult = await getData({ options });
+        res.status(200).json(compressedResult);
       }
     } catch (err) {
       console.error(err);
diff --git a/server/src/utils/s3.js b/server/src/utils/s3.js
new file mode 100644
index 00000000..b6ae64f4
--- /dev/null
+++ b/server/src/utils/s3.js
@@ -0,0 +1,78 @@
+import fs from 'fs';
+import OVHStorage from 'node-ovh-objectstorage';
+
+const { OS_CONTAINER, OS_PASSWORD, OS_TENANT_ID, OS_TENANT_NAME, OS_USERNAME } = process.env;
+
+const getStorage = async () => {
+  const config = {
+    username: OS_USERNAME,
+    password: OS_PASSWORD,
+    authURL: 'https://auth.cloud.ovh.net/v3/auth',
+    tenantId: OS_TENANT_ID,
+    region: 'GRA',
+  };
+  const storage = new OVHStorage(config);
+  await storage.connection();
+  return storage;
+};
+
+const getFileName = (searchId) => `${searchId}.json`;
+
+const getCache = async ({ searchId }) => {
+  const fileName = getFileName(searchId);
+  const storage = await getStorage();
+  const files = await storage.containers().list(OS_CONTAINER);
+  const filteredFiles = files.filter((file) => file?.name === fileName);
+  if (filteredFiles.length > 0) {
+    const remotePath = `/${OS_CONTAINER}/${fileName}`;
+    const localPath = `/tmp/${fileName}`;
+    await storage.objects().download(remotePath, localPath);
+    const data = fs.readFileSync(localPath, { encoding: 'utf8', flag: 'r' });
+    // Delete local path
+    fs.unlinkSync(localPath);
+    return JSON.parse(data);
+  }
+  return false;
+};
+
+const saveCache = async ({ result, searchId }) => {
+  const fileName = getFileName(searchId);
+  const remotePath = `${OS_CONTAINER}/${fileName}`;
+
+  const body = {
+    auth: {
+      identity: {
+        methods: ['password'],
+        password: {
+          user: {
+            name: OS_USERNAME,
+            domain: { id: 'default' },
+            password: OS_PASSWORD,
+          },
+        },
+      },
+      scope: {
+        project: { name: OS_TENANT_NAME, domain: { id: 'default' } },
+      },
+    },
+  };
+
+  const response = await fetch('https://auth.cloud.ovh.net/v3/auth/tokens', {
+    body: JSON.stringify(body),
+    headers: { 'Content-Type': 'application/json' },
+    method: 'POST',
+  });
+  const token = response?.headers?.get('x-subject-token');
+  if (token) {
+    await fetch(
+      `https://storage.gra.cloud.ovh.net/v1/AUTH_${OS_TENANT_ID}/${remotePath}`,
+      {
+        body: JSON.stringify(result),
+        headers: { 'Content-Type': 'application/json', 'X-Auth-Token': token, 'X-Delete-After': '86400' }, // 24 hours
+        method: 'PUT',
+      },
+    );
+  }
+};
+
+export { getCache, saveCache };
diff --git a/server/src/utils/works.js b/server/src/utils/works.js
index 976a9ec4..412f9b01 100644
--- a/server/src/utils/works.js
+++ b/server/src/utils/works.js
@@ -100,17 +100,19 @@ const getMatchingRoRs = (affiliations, options) => {
 };
 
 const getAffiliationsHtmlField = ({ affiliations, id, regexp }) => {
-  let affiliationsAll = affiliations
-    .map((a) => removeDiacritics(a.rawAffiliation))
-    .sort((a, b) => (regexp.exec(b)?.length ?? 0) - (regexp.exec(a)?.length ?? 0))
-    .map((affiliation) => {
-      let displayAffiliation = affiliation;
-      regexp.exec(affiliation)?.slice(1)?.forEach((match) => {
-        displayAffiliation = displayAffiliation.replace(match, '<b>$&</b>');
-      });
-      return displayAffiliation;
-    })
-    .filter((affiliation) => affiliation?.length ?? 0);
+  let affiliationsAll = affiliations.map((a) => a.rawAffiliation);
+  if (regexp) {
+    affiliationsAll = affiliationsAll.map((a) => removeDiacritics(a))
+      .sort((a, b) => (regexp.exec(b)?.length ?? 0) - (regexp.exec(a)?.length ?? 0))
+      .map((affiliation) => {
+        let displayAffiliation = affiliation;
+        regexp.exec(affiliation)?.slice(1)?.forEach((match) => {
+          displayAffiliation = displayAffiliation.replace(match, '<b>$&</b>');
+        });
+        return displayAffiliation;
+      })
+      .filter((affiliation) => affiliation?.length ?? 0);
+  }
   affiliationsAll = [...new Set(affiliationsAll)];
   let html = `<ul data-tooltip-id="tooltip-affiliation-${id}">`;
   html += affiliationsAll.slice(0, 3).map((affiliation, index) => `<li key="affilition-${index}">${affiliation}</li>`).join('');
@@ -180,8 +182,8 @@ const formatFosmResult = (result, options) => {
     levelCertainty = '3.low';
   }
   answer.levelCertainty = levelCertainty;
-  const regexp = getRegexpFromOptions({ options });
-  answer.affiliationsHtml = getAffiliationsHtmlField({ affiliations: answer?.affiliations ?? [], id: answer.id, regexp });
+  // const regexp = getRegexpFromOptions({ options });
+  answer.affiliationsHtml = getAffiliationsHtmlField({ affiliations: answer?.affiliations ?? [], id: answer.id });
   answer.affiliationsTooltip = getAffiliationsTooltipField(answer);
   answer.allInfos = JSON.stringify(answer);
   return answer;
@@ -365,8 +367,8 @@ const getOpenAlexPublicationsByYear = (options, cursor = '*', previousResponse =
           type: getTypeFromOpenAlex(result.type),
           year: result?.publication_year?.toString() ?? '',
         };
-        const regexp = getRegexpFromOptions({ options });
-        answer.affiliationsHtml = getAffiliationsHtmlField({ affiliations: answer?.affiliations ?? [], id: answer.id, regexp });
+        // const regexp = getRegexpFromOptions({ options });
+        answer.affiliationsHtml = getAffiliationsHtmlField({ affiliations: answer?.affiliations ?? [], id: answer.id });
         answer.affiliationsTooltip = getAffiliationsTooltipField(answer);
         answer.allInfos = JSON.stringify(answer);
         return answer;
@@ -407,27 +409,37 @@ const groupByAffiliations = ({ options, works }) => {
     .join('|');
   const regexp = new RegExp(pattern, 'gi');
   const queryRors = options.rors || [];
+  const toKeep = {};
+  let nbWorksTreated = 0;
+  const nbWorksTotal = works.length;
   // Compute distinct affiliations of works
   let allAffiliationsTmp = works.reduce((deduplicatedAffiliations, work) => {
     const { affiliations = [], id } = work;
+    nbWorksTreated += 1;
+    if (nbWorksTreated % 5000 === 0) {
+      console.log('groupby affiliation', `${nbWorksTreated} / ${nbWorksTotal}`);
+    }
     const { length } = affiliations;
     for (let i = 0; i < length; i += 1) {
       const affiliation = affiliations[i];
       const normalizedAffiliation = affiliation.key;
-      let displayAffiliation = affiliation.label;
-      const matches = regexp.exec(displayAffiliation);
-      // Set each matched word in bold
-      matches?.slice(1)?.forEach((match) => {
-        displayAffiliation = displayAffiliation.replace(match, '<b>$&</b>');
-      });
-      let keepAffiliation = displayAffiliation.includes('</b>');
-      const rorsInAffiliation = affiliation.rors?.map((a) => a.rorId) || [];
-      rorsInAffiliation.forEach((r) => {
-        if (queryRors.includes(r)) {
-          keepAffiliation = true;
-        }
-      });
-      if (keepAffiliation) {
+      if (toKeep[normalizedAffiliation] === undefined) {
+        let displayAffiliation = affiliation.label;
+        const matches = regexp.exec(displayAffiliation);
+        // Set each matched word in bold
+        matches?.slice(1)?.forEach((match) => {
+          displayAffiliation = displayAffiliation.replace(match, '<b>$&</b>');
+        });
+        let keepAffiliation = displayAffiliation.includes('</b>');
+        const rorsInAffiliation = affiliation.rors?.map((a) => a.rorId) || [];
+        rorsInAffiliation.forEach((r) => {
+          if (queryRors.includes(r)) {
+            keepAffiliation = true;
+          }
+        });
+        toKeep[normalizedAffiliation] = { keepAffiliation, displayAffiliation };
+      }
+      if (toKeep[normalizedAffiliation]?.keepAffiliation) {
         if (deduplicatedAffiliations?.[normalizedAffiliation]) {
           deduplicatedAffiliations[normalizedAffiliation].works.push(id);
           if (deduplicatedAffiliations[normalizedAffiliation].worksExample.length < 10) {
@@ -440,7 +452,7 @@ const groupByAffiliations = ({ options, works }) => {
             rors: affiliation.rors || [],
             rorsToCorrect: (affiliation.rorsToCorrect || []).join(';'),
             hasCorrection: false,
-            nameHtml: displayAffiliation,
+            nameHtml: toKeep[normalizedAffiliation].displayAffiliation,
             key: affiliation.key,
             source: affiliation.source,
             status: 'tobedecided',