diff --git a/src/components/projects/projectId/settings/embeddings/AddNewEmbeddingModal.tsx b/src/components/projects/projectId/settings/embeddings/AddNewEmbeddingModal.tsx
index 61bafc80..fe1f3249 100644
--- a/src/components/projects/projectId/settings/embeddings/AddNewEmbeddingModal.tsx
+++ b/src/components/projects/projectId/settings/embeddings/AddNewEmbeddingModal.tsx
@@ -109,7 +109,7 @@ export default function AddNewEmbeddingModal() {
     function changePlatformOrGranularity() {
         prepareSuggestions();
         const savePlatform = platform.platform;
-        if (savePlatform == PlatformType.COHERE || savePlatform == PlatformType.OPEN_AI || savePlatform == PlatformType.AZURE) {
+        if (savePlatform == PlatformType.OPEN_AI || savePlatform == PlatformType.AZURE) {
             setGranularity(GRANULARITY_TYPES_ARRAY.find((g) => g.value == EmbeddingType.ON_ATTRIBUTE));
             if (savePlatform == PlatformType.AZURE) {
                 const azureUrls = localStorage.getItem('azureUrls');
@@ -137,7 +137,7 @@ export default function AddNewEmbeddingModal() {
 
     function checkIfPlatformHasToken() {
         if (!platform) return;
-        if (platform.name == platformNamesDict[PlatformType.COHERE] || platform.name == platformNamesDict[PlatformType.OPEN_AI] || platform.name == platformNamesDict[PlatformType.AZURE]) {
+        if (platform.name == platformNamesDict[PlatformType.OPEN_AI] || platform.name == platformNamesDict[PlatformType.AZURE]) {
             setGranularityArray(GRANULARITY_TYPES_ARRAY.filter((g) => g.value != EmbeddingType.ON_TOKEN));
         } else {
             setGranularityArray(GRANULARITY_TYPES_ARRAY);
@@ -179,13 +179,11 @@ export default function AddNewEmbeddingModal() {
             filterAttributes: filteredAttributes
         }
 
-        if (platform.name == platformNamesDict[PlatformType.HUGGING_FACE] || platform.name == platformNamesDict[PlatformType.PYTHON]) {
+        if (platform.name == platformNamesDict[PlatformType.HUGGING_FACE]) {
             config.model = model;
         } else if (platform.name == platformNamesDict[PlatformType.OPEN_AI]) {
             config.model = model;
             config.apiToken = apiToken;
-        } else if (platform.name == platformNamesDict[PlatformType.COHERE]) {
-            config.apiToken = apiToken;
         } else if (platform.name == platformNamesDict[PlatformType.AZURE]) {
             config.model = engine; //note that is handled internally as model so we use the model field for the request
             config.apiToken = apiToken;
@@ -251,15 +249,6 @@ export default function AddNewEmbeddingModal() {
                         <input placeholder="Enter your API token" onChange={(e) => setApiToken(e.target.value)} value={apiToken}
                             className="h-9 w-full text-sm border-gray-300 rounded-md placeholder-italic border text-gray-900 pl-4 placeholder:text-gray-400 focus:outline-none focus:ring-2 focus:ring-gray-300 focus:ring-offset-2 focus:ring-offset-gray-100" />
                     </>}
-                    {platform && platform.name == platformNamesDict[PlatformType.COHERE] && <>
-                        <Tooltip content={TOOLTIPS_DICT.PROJECT_SETTINGS.EMBEDDINGS.API_TOKEN} placement="right" color="invert">
-                            <span className="card-title mb-0 label-text flex"><span className="cursor-help underline filtersUnderline">API token</span></span>
-                        </Tooltip>
-                        <input placeholder="Enter your API token" onChange={(e) => setApiToken(e.target.value)} value={apiToken}
-                            className="h-9 w-full text-sm border-gray-300 rounded-md placeholder-italic border text-gray-900 pl-4 placeholder:text-gray-400 focus:outline-none focus:ring-2 focus:ring-gray-300 focus:ring-offset-2 focus:ring-offset-gray-100" />
-                    </>}
-                    {platform && platform.name == platformNamesDict[PlatformType.PYTHON] && <SuggestionsModel options={embeddingHandles[targetAttribute]} selectedOption={(option: string) => setModel(option)} />}
-
                     {platform && platform.name == platformNamesDict[PlatformType.AZURE] && <>
                         <Tooltip content={TOOLTIPS_DICT.PROJECT_SETTINGS.EMBEDDINGS.API_TOKEN} placement="right" color="invert">
                             <span className="card-title mb-0 label-text flex"><span className="cursor-help underline filtersUnderline">API token</span></span>
@@ -302,11 +291,10 @@ export default function AddNewEmbeddingModal() {
                         </>}
                     </>}
                 </div>
-                {platform && (platform.name == platformNamesDict[PlatformType.COHERE] || platform.name == platformNamesDict[PlatformType.OPEN_AI] || platform.name == platformNamesDict[PlatformType.AZURE]) && <div className="text-center mt-3">
+                {platform && (platform.name == platformNamesDict[PlatformType.OPEN_AI] || platform.name == platformNamesDict[PlatformType.AZURE]) && <div className="text-center mt-3">
                     <div className="border border-gray-300 text-xs text-gray-500 p-2.5 rounded-lg text-justify">
                         <label ref={gdprText} className="text-gray-700">
                             {selectedPlatform.splitTerms[0]}
-                            {platform.name == platformNamesDict[PlatformType.COHERE] && <a href={selectedPlatform.link} target="_blank" className="underline">cohere terms of service.</a>}
                             {platform.name == platformNamesDict[PlatformType.OPEN_AI] && <a href={selectedPlatform.link} target="_blank" className="underline">openai terms of service.</a>}
                             {platform.name == platformNamesDict[PlatformType.AZURE] && <a href={selectedPlatform.link} target="_blank" className="underline">azure terms of service.</a>}
                             <div>{selectedPlatform.splitTerms[1]}</div>
diff --git a/src/components/shared/upload/helper-components/UploadWrapper.tsx b/src/components/shared/upload/helper-components/UploadWrapper.tsx
index da56f4a8..1465ef03 100644
--- a/src/components/shared/upload/helper-components/UploadWrapper.tsx
+++ b/src/components/shared/upload/helper-components/UploadWrapper.tsx
@@ -19,7 +19,7 @@ export default function UploadWrapper(props: UploadWrapperProps) {
     const uploadFileType = useSelector(selectUploadData).uploadFileType;
     const importOptions = useSelector(selectUploadData).importOptions;
     const embeddings = useSelector(selectEmbeddings);
-    const recalculationCosts = embeddings.some((e: Embedding) => e.platform == PlatformType.COHERE || e.platform == PlatformType.OPEN_AI || e.platform == PlatformType.AZURE);
+    const recalculationCosts = embeddings.some((e: Embedding) => e.platform == PlatformType.OPEN_AI || e.platform == PlatformType.AZURE);
 
     const [selectedFile, setSelectedFile] = useState<File | null>(null);
     const [fileEndsWithZip, setFileEndsWithZip] = useState<boolean>(false);
diff --git a/src/types/components/projects/projectId/settings/embeddings.ts b/src/types/components/projects/projectId/settings/embeddings.ts
index 874fd411..4b5f9d98 100644
--- a/src/types/components/projects/projectId/settings/embeddings.ts
+++ b/src/types/components/projects/projectId/settings/embeddings.ts
@@ -46,8 +46,6 @@ export type EmbeddingPlatform = {
 export enum PlatformType {
     HUGGING_FACE = "huggingface",
     OPEN_AI = "openai",
-    COHERE = "cohere",
-    PYTHON = "python",
     AZURE = "azure"
 }
 
diff --git a/src/util/components/projects/projectId/settings/embeddings-helper.ts b/src/util/components/projects/projectId/settings/embeddings-helper.ts
index f3d24f6d..401e85a0 100644
--- a/src/util/components/projects/projectId/settings/embeddings-helper.ts
+++ b/src/util/components/projects/projectId/settings/embeddings-helper.ts
@@ -46,8 +46,6 @@ export function postProcessingEmbeddingPlatforms(platforms: EmbeddingPlatform[],
 export const platformNamesDict = {
     [PlatformType.HUGGING_FACE]: "Hugging Face",
     [PlatformType.OPEN_AI]: "OpenAI",
-    [PlatformType.COHERE]: "Cohere",
-    [PlatformType.PYTHON]: "Python",
     [PlatformType.AZURE]: "Azure"
 }
 
@@ -73,9 +71,9 @@ function buildExpectedEmbeddingName(data: any): string {
     let toReturn = data.targetAttribute.name;
     toReturn += "-" + (data.granularity.value == EmbeddingType.ON_ATTRIBUTE ? 'classification' : 'extraction');
     const platform = data.platform;
-    if (platform == PlatformType.HUGGING_FACE || platform == PlatformType.PYTHON) {
+    if (platform == PlatformType.HUGGING_FACE) {
         toReturn += "-" + platform + "-" + data.model;
-    } else if (platform == PlatformType.OPEN_AI || platform == PlatformType.COHERE || platform == PlatformType.AZURE) {
+    } else if (platform == PlatformType.OPEN_AI || platform == PlatformType.AZURE) {
         toReturn += buildEmbeddingNameWithApiToken(data);
     }
     return toReturn;
@@ -106,12 +104,10 @@ export function checkIfCreateEmbeddingIsDisabled(props: EmbeddingCreationEnabled
     const engine = props.engine;
     const version = props.version;
     const url = props.url;
-    if (platform.name == platformNamesDict[PlatformType.HUGGING_FACE] || platform.name == platformNamesDict[PlatformType.PYTHON]) {
+    if (platform.name == platformNamesDict[PlatformType.HUGGING_FACE]) {
         checkFormFields = model == null || model == "";
     } else if (platform.name == platformNamesDict[PlatformType.OPEN_AI]) {
         checkFormFields = model == null || apiToken == null || apiToken == "" || !termsAccepted;
-    } else if (platform.name == platformNamesDict[PlatformType.COHERE]) {
-        checkFormFields = apiToken == null || apiToken == "" || !termsAccepted;
     } else if (platform.name == platformNamesDict[PlatformType.AZURE]) {
         checkFormFields = apiToken == null || apiToken == "" || url == null || url == "" || version == null || version == "" || !termsAccepted || !engine;
     }
diff --git a/src/util/components/projects/projectId/settings/project-export-helper.ts b/src/util/components/projects/projectId/settings/project-export-helper.ts
index 86ff72b3..cbffddd4 100644
--- a/src/util/components/projects/projectId/settings/project-export-helper.ts
+++ b/src/util/components/projects/projectId/settings/project-export-helper.ts
@@ -22,7 +22,7 @@ export function postProcessingFormGroups(projectSize: any, embeddings: Embedding
     projectSize.forEach((element: any) => {
         let hasGdpr = false;
         if (element.table == ProjectExportGroup.EMBEDDING_TENSORS) {
-            hasGdpr = embeddings.some((e: any) => e.name.split("-")[2] == PlatformType.COHERE || e.name.split("-")[2] == PlatformType.OPEN_AI || e.name.split("-")[2] == PlatformType.AZURE);
+            hasGdpr = embeddings.some((e: any) => e.name.split("-")[2] == PlatformType.OPEN_AI || e.name.split("-")[2] == PlatformType.AZURE);
         }
         let group = {
             export: element.default,