diff --git a/src/lib/models/base/embedding.ts b/src/lib/models/base/embedding.ts
new file mode 100644
index 0000000..35413ed
--- /dev/null
+++ b/src/lib/models/base/embedding.ts
@@ -0,0 +1,7 @@
+abstract class BaseEmbedding<CONFIG> {
+  constructor(protected config: CONFIG) {}
+  abstract embedText(texts: string[]): Promise<number[][]>;
+  abstract embedChunks(chunks: Chunk[]): Promise<number[][]>;
+}
+
+export default BaseEmbedding;
diff --git a/src/lib/models/base/llm.ts b/src/lib/models/base/llm.ts
new file mode 100644
index 0000000..5d6f52d
--- /dev/null
+++ b/src/lib/models/base/llm.ts
@@ -0,0 +1,26 @@
+import {
+  GenerateObjectInput,
+  GenerateObjectOutput,
+  GenerateOptions,
+  GenerateTextInput,
+  GenerateTextOutput,
+  StreamObjectOutput,
+  StreamTextOutput,
+} from '../types';
+
+abstract class BaseLLM<CONFIG> {
+  constructor(protected config: CONFIG) {}
+  abstract withOptions(options: GenerateOptions): this;
+  abstract generateText(input: GenerateTextInput): Promise<GenerateTextOutput>;
+  abstract streamText(
+    input: GenerateTextInput,
+  ): AsyncGenerator<StreamTextOutput>;
+  abstract generateObject<T>(
+    input: GenerateObjectInput,
+  ): Promise<GenerateObjectOutput<T>>;
+  abstract streamObject<T>(
+    input: GenerateObjectInput,
+  ): AsyncGenerator<StreamObjectOutput<T>>;
+}
+
+export default BaseLLM;
diff --git a/src/lib/models/base/provider.ts b/src/lib/models/base/provider.ts
new file mode 100644
index 0000000..950525e
--- /dev/null
+++ b/src/lib/models/base/provider.ts
@@ -0,0 +1,47 @@
+import { Embeddings } from '@langchain/core/embeddings';
+import { BaseChatModel } from '@langchain/core/language_models/chat_models';
+import { ModelList, ProviderMetadata } from '../types';
+import { UIConfigField } from '@/lib/config/types';
+import BaseLLM from './llm';
+import BaseEmbedding from './embedding';
+
+abstract class BaseModelProvider<CONFIG> {
+  constructor(
+    protected id: string,
+    protected name: string,
+    protected config: CONFIG,
+  ) {}
+  abstract getDefaultModels(): Promise<ModelList>;
+  abstract getModelList(): Promise<ModelList>;
+  abstract loadChatModel(modelName: string): Promise<BaseLLM<any>>;
+  abstract loadEmbeddingModel(modelName: string): Promise<BaseEmbedding<any>>;
+  static getProviderConfigFields(): UIConfigField[] {
+    throw new Error('Method not implemented.');
+  }
+  static getProviderMetadata(): ProviderMetadata {
+    throw new Error('Method not Implemented.');
+  }
+  static parseAndValidate(raw: any): any {
+    /* Static methods can't access class type parameters */
+    throw new Error('Method not Implemented.');
+  }
+}
+
+export type ProviderConstructor<CONFIG> = {
+  new (id: string, name: string, config: CONFIG): BaseModelProvider<CONFIG>;
+  parseAndValidate(raw: any): CONFIG;
+  getProviderConfigFields: () => UIConfigField[];
+  getProviderMetadata: () => ProviderMetadata;
+};
+
+export const createProviderInstance = <P extends ProviderConstructor<any>>(
+  Provider: P,
+  id: string,
+  name: string,
+  rawConfig: unknown,
+): InstanceType<P> => {
+  const cfg = Provider.parseAndValidate(rawConfig);
+  return new Provider(id, name, cfg) as InstanceType<P>;
+};
+
+export default BaseModelProvider;