diff --git a/clients/js/package.json b/clients/js/package.json
index f470efe3e37..6fdf88885a9 100644
--- a/clients/js/package.json
+++ b/clients/js/package.json
@@ -77,7 +77,7 @@
   },
   "peerDependencies": {
     "@google/generative-ai": "^0.1.1",
-    "cohere-ai": "^5.0.0 || ^6.0.0",
+    "cohere-ai": "^5.0.0 || ^6.0.0 || ^7.0.0",
     "openai": "^3.0.0 || ^4.0.0"
   },
   "peerDependenciesMeta": {
diff --git a/clients/js/src/embeddings/CohereEmbeddingFunction.ts b/clients/js/src/embeddings/CohereEmbeddingFunction.ts
index 7d30c416223..2efe45a77c5 100644
--- a/clients/js/src/embeddings/CohereEmbeddingFunction.ts
+++ b/clients/js/src/embeddings/CohereEmbeddingFunction.ts
@@ -1,61 +1,122 @@
 import { IEmbeddingFunction } from "./IEmbeddingFunction";
 
-let CohereAiApi: any;
-
-export class CohereEmbeddingFunction implements IEmbeddingFunction {
-    private api_key: string;
-    private model: string;
-    private cohereAiApi?: any;
-
-    constructor({ cohere_api_key, model }: { cohere_api_key: string, model?: string }) {
-        // we used to construct the client here, but we need to async import the types
-        // for the openai npm package, and the constructor can not be async
-        this.api_key = cohere_api_key;
-        this.model = model || "large";
-    }
+interface CohereAIAPI {
+  createEmbedding: (params: {
+    model: string;
+    input: string[];
+  }) => Promise<number[][]>;
+}
 
-    private async loadClient() {
-        if(this.cohereAiApi) return;
-        try {
-            // eslint-disable-next-line global-require,import/no-extraneous-dependencies
-            const { cohere } = await CohereEmbeddingFunction.import();
-            CohereAiApi = cohere;
-            CohereAiApi.init(this.api_key);
-        } catch (_a) {
-            // @ts-ignore
-            if (_a.code === 'MODULE_NOT_FOUND') {
-                throw new Error("Please install the cohere-ai package to use the CohereEmbeddingFunction, `npm install -S cohere-ai`");
-            }
-            throw _a; // Re-throw other errors
-        }
-        this.cohereAiApi = CohereAiApi;
-    }
+class CohereAISDK56 implements CohereAIAPI {
+  private cohereClient: any;
+  private apiKey: string;
 
-    public async generate(texts: string[]) {
+  constructor(configuration: { apiKey: string }) {
+    this.apiKey = configuration.apiKey;
+  }
 
-        await this.loadClient();
+  private async loadClient() {
+    if (this.cohereClient) return;
+    //@ts-ignore
+    const { default: cohere } = await import("cohere-ai");
+    // @ts-ignore
+    cohere.init(this.apiKey);
+    this.cohereClient = cohere;
+  }
 
-        const response = await this.cohereAiApi.embed({
-            texts: texts,
-            model: this.model,
-        });
+  public async createEmbedding(params: {
+    model: string;
+    input: string[];
+  }): Promise<number[][]> {
+    await this.loadClient();
+    return await this.cohereClient
+      .embed({
+        texts: params.input,
+        model: params.model,
+      })
+      .then((response: any) => {
         return response.body.embeddings;
-    }
+      });
+  }
+}
+
+class CohereAISDK7 implements CohereAIAPI {
+  private cohereClient: any;
+  private apiKey: string;
+
+  constructor(configuration: { apiKey: string }) {
+    this.apiKey = configuration.apiKey;
+  }
+
+  private async loadClient() {
+    if (this.cohereClient) return;
+    //@ts-ignore
+    const cohere = await import("cohere-ai").then((cohere) => {
+      return cohere;
+    });
+    // @ts-ignore
+    this.cohereClient = new cohere.CohereClient({
+      token: this.apiKey,
+    });
+  }
+
+  public async createEmbedding(params: {
+    model: string;
+    input: string[];
+  }): Promise<number[][]> {
+    await this.loadClient();
+    return await this.cohereClient
+      .embed({ texts: params.input, model: params.model })
+      .then((response: any) => {
+        return response.embeddings;
+      });
+  }
+}
+
+export class CohereEmbeddingFunction implements IEmbeddingFunction {
+  private cohereAiApi?: CohereAIAPI;
+  private model: string;
+  private apiKey: string;
+  constructor({
+    cohere_api_key,
+    model,
+  }: {
+    cohere_api_key: string;
+    model?: string;
+  }) {
+    this.model = model || "large";
+    this.apiKey = cohere_api_key;
+  }
 
-    /** @ignore */
-    static async import(): Promise<{
+  private async initCohereClient() {
+    if (this.cohereAiApi) return;
+    try {
+      // @ts-ignore
+      this.cohereAiApi = await import("cohere-ai").then((cohere) => {
         // @ts-ignore
-        cohere: typeof import("cohere-ai");
-    }> {
-        try {
-            // @ts-ignore
-            const { default: cohere } = await import("cohere-ai");
-            return { cohere };
-        } catch (e) {
-            throw new Error(
-                "Please install cohere-ai as a dependency with, e.g. `yarn add cohere-ai`"
-            );
+        if (cohere.CohereClient) {
+          return new CohereAISDK7({ apiKey: this.apiKey });
+        } else {
+          return new CohereAISDK56({ apiKey: this.apiKey });
         }
+      });
+    } catch (e) {
+      // @ts-ignore
+      if (e.code === "MODULE_NOT_FOUND") {
+        throw new Error(
+          "Please install the cohere-ai package to use the CohereEmbeddingFunction, `npm install -S cohere-ai`"
+        );
+      }
+      throw e;
     }
+  }
 
+  public async generate(texts: string[]): Promise<number[][]> {
+    await this.initCohereClient();
+    // @ts-ignore
+    return await this.cohereAiApi.createEmbedding({
+      model: this.model,
+      input: texts,
+    });
+  }
 }