# 4MINDS

- [What is 4MINDS](https://docs.4minds.ai/introduction.md): 4MINDS is an enterprise AI deployment platform that transforms how organizations deploy and adapt open-source language models. Instead of adding search tools to a fixed AI model, 4MINDS builds your business knowledge into the model itself. This means it keeps learning from your data without any down…
- [Key Advantages](https://docs.4minds.ai/key-advantages.md): Most open-source enterprise AI platforms use retrieval-augmented generation layered on either vector databases or knowledge graph databases. Vector-based approaches embed your documents, perform similarity searches, and pass matching chunks to the model. This works well for simple lookup tasks and f…
- [Platform Architecture](https://docs.4minds.ai/platform-architecture.md): How 4MINDS takes a structural approach to building trustworthy, scalable AI systems that differ fundamentally from model-centric platforms.
- [Security and Compliance](https://docs.4minds.ai/security.md): Enterprise-grade security with JWT authentication, OAuth support, encrypted data transmission, and compliance with ISO 27001, SOC-2, GDPR, and CCPA standards.
- [Quick Start Guide](https://docs.4minds.ai/quickstart.md): Get started with 4MINDS by building and testing your first AI model in minutes. This guide walks you through the essential steps.
- [AWS Marketplace: Helm Deployment](https://docs.4minds.ai/aws-marketplace.md): Deploy the 4MINDS AI Platform to your own Kubernetes cluster with a single Helm chart, delivered via AWS Marketplace.
- [Manage and Interact with Your Model](https://docs.4minds.ai/control-center.md): The Control Center serves as your primary workspace for model development and optimization. After creating a model through the setup wizard, select it in the Control Center to begin in-depth work. Unlike other tabs that focus on specific components (personas, datasets, configurations), the Control C…
- [Explore the Model Dashboard](https://docs.4minds.ai/models.md): A model is a machine learning system — typically a large language model (LLM) — that's been trained on data to recognize patterns and generate responses. In the 4MINDS platform, you can create personalized models adapted to your organization's specific data and use cases. The Model Dashboard display…
- [Evaluate your Model Performance](https://docs.4minds.ai/evaluations.md): Evaluations provide comprehensive model performance reports with key metrics to help you make data-driven decisions about model quality. The 4MINDS platform automatically generates evaluation reports that assess your model's accuracy, response quality, and overall effectiveness. Use Evaluations feat…
- [Manage your Datasets](https://docs.4minds.ai/datasets.md): A dataset is a collection of documents or data used to personalize your model. Datasets in the 4MINDS platform can include PDFs, text files, spreadsheets, and other formats. When you upload a dataset, the platform automatically processes it through the ETL and Graph engines to build intelligent know…
- [Personas](https://docs.4minds.ai/persona-configuration.md): Create and manage AI personality templates that define tone, communication style, and behavioral traits for different use cases.
- [Add Integrations & Data Sources](https://docs.4minds.ai/integrations.md): Connect your 4MINDS platform to external data sources like HuggingFace Hub and Databricks. Import datasets seamlessly, track progress, and validate connections: all from a unified interface.
- [AWS Integrations](https://docs.4minds.ai/aws-integrations.md): Connect 4MINDS to AWS services using IAM Role Federation or Amazon Cognito. One-time AWS setup that works across Amazon S3, SageMaker, Bedrock, and Lake Formation.
- [Amazon RDS](https://docs.4minds.ai/rds.md): Connect 4MINDS to Amazon RDS to browse databases, preview tables, and import relational data as datasets — using IAM Role Federation or Amazon Cognito for AWS auth and RDS IAM Database Authentication for SQL access.
- [Amazon Redshift](https://docs.4minds.ai/redshift.md): Connect 4MINDS to Amazon Redshift — provisioned clusters and Redshift Serverless — to browse databases, preview tables, and import data as datasets, using IAM Role Federation or Amazon Cognito for AWS auth and temporary Redshift credentials for SQL access.
- [Microsoft Fabric](https://docs.4minds.ai/microsoft-fabric.md)
- [Microsoft Foundry](https://docs.4minds.ai/microsoft-foundry.md)
- [Microsoft 365 Copilot](https://docs.4minds.ai/microsoft-365-copilot.md): Bring your 4MINDS custom AI models into Microsoft 365 Copilot. Ask questions and get answers grounded in your enterprise data — inside Copilot in Teams, Office on the web, and the Office app for Windows.
- [Amazon Bedrock](https://docs.4minds.ai/bedrock.md)
- [Databricks](https://docs.4minds.ai/databricks.md)
- [dbt](https://docs.4minds.ai/dbt.md): Connect 4MINDS to dbt to import model, source, and test metadata for AI-powered analysis
- [Gong](https://docs.4minds.ai/gong.md)
- [HubSpot](https://docs.4minds.ai/hubspot.md): Connect 4MINDS to HubSpot to import CRM data for AI-powered analysis
- [Stay Updated with Real-Time Notifications](https://docs.4minds.ai/notifications.md): Receive instant alerts about dataset processing, model readiness, import completion, and system errors. Stay informed across all your devices with real-time WebSocket updates.
- [Organize your Teams](https://docs.4minds.ai/teams.md): The Teams section is your central hub for managing your organization, its members, and shared resources within 4minds.ai. It provides a unified view of organizational settings, team structure, and any models or datasets shared across your workspace. To access Teams, click your profile icon in the to…
- [SYMI Agentic AI Platform](https://docs.4minds.ai/symi.md): SYMI is 4MINDS' agentic AI layer — an autonomous workflow engine that sits on top of your trained models and acts on your behalf across email, CRM, and other connected systems.
- [Changelog & Release Notes](https://docs.4minds.ai/changelog.md)
- [Glossary](https://docs.4minds.ai/glossary.md): Key terms and definitions for understanding 4MINDS AI platform
- [Cloud Shell](https://docs.4minds.ai/cloud-shell.md): Use the 4MINDS Cloud Shell to interact with your models, datasets, and personas through the command-line interface.
- [4MINDS API Overview](https://docs.4minds.ai/api-overview.md): Access 4MINDS programmatically through REST API endpoints.
- [List models](https://docs.4minds.ai/api-reference/models/list-models.md)
- [Create a fine-tuned model](https://docs.4minds.ai/api-reference/models/create-a-fine-tuned-model.md)
- [Get a model](https://docs.4minds.ai/api-reference/models/get-a-model.md)
- [Delete a model](https://docs.4minds.ai/api-reference/models/delete-a-model.md)
- [List conversations for a model](https://docs.4minds.ai/api-reference/conversations/list-conversations-for-a-model.md)
- [Create a conversation](https://docs.4minds.ai/api-reference/conversations/create-a-conversation.md)
- [Rename a conversation](https://docs.4minds.ai/api-reference/conversations/rename-a-conversation.md)
- [Delete a conversation](https://docs.4minds.ai/api-reference/conversations/delete-a-conversation.md)
- [List messages in a conversation](https://docs.4minds.ai/api-reference/conversations/list-messages-in-a-conversation.md)
- [List datasets](https://docs.4minds.ai/api-reference/datasets/list-datasets.md)
- [Create a dataset from files and/or URLs](https://docs.4minds.ai/api-reference/datasets/create-a-dataset-from-files-andor-urls.md)
- [Upload files to an existing dataset](https://docs.4minds.ai/api-reference/datasets/upload-files-to-an-existing-dataset.md)
- [Get a dataset](https://docs.4minds.ai/api-reference/datasets/get-a-dataset.md)
- [Delete a dataset (soft by default)](https://docs.4minds.ai/api-reference/datasets/delete-a-dataset-soft-by-default.md)
- [List evaluations](https://docs.4minds.ai/api-reference/evaluations/list-evaluations.md)
- [Create an evaluation](https://docs.4minds.ai/api-reference/evaluations/create-an-evaluation.md)
- [Check evaluation name availability](https://docs.4minds.ai/api-reference/evaluations/check-evaluation-name-availability.md)
- [Get an evaluation](https://docs.4minds.ai/api-reference/evaluations/get-an-evaluation.md)
- [Update evaluation metadata](https://docs.4minds.ai/api-reference/evaluations/update-evaluation-metadata.md)
- [Delete an evaluation](https://docs.4minds.ai/api-reference/evaluations/delete-an-evaluation.md)
- [Start an evaluation run](https://docs.4minds.ai/api-reference/evaluations/start-an-evaluation-run.md)
- [Run a RAGAS evaluation](https://docs.4minds.ai/api-reference/evaluations/run-a-ragas-evaluation.md)
- [Run an inference query (streaming SSE)](https://docs.4minds.ai/api-reference/inference/run-an-inference-query-streaming-sse.md)

## OpenAPI Specs

- [openapi](/api-reference/openapi.json)