AI / ML for Software companies

Embed AI Capabilities in
Your Enterprise Software

Give your software AI superpowers. Enable customers, employees, AI agents, and applications to query structured and unstructured data in natural language, and get highly accurate answers across disparate data sources and types.

Give your software AI superpowers. Enable customers, employees, AI agents, and applications to query structured and unstructured data in natural language, and get highly accurate answers across disparate data sources and types.

The World’s Leading Enterprises Deliver AI-Powered Application Search and Analytics with MindsDB  

The World’s Leading Enterprises Deliver AI-Powered Application Search and Analytics with MindsDB  

Challenge

Bringing AI capabilities to your applications is complex.

Bringing AI capabilities to your applications is complex.

Fragmented data across multiple real-time operational and analytical systems can be a bottleneck.


The AI technology stack needed to bring in unstructured data from file systems, or connecting natively to structured databases and providing high-quality AI answers is new, complex and time-consuming.

Data silos, diversity, and complexity across tools and stacks
Moving petabytes of data between data stores, dealing with data governance issues
Skills gaps in workforce for AI/ML can slow innovation progress

Embed AI capabilities in weeks with MindsDB: turnkey, enterprise-ready, API-first, Zero ETL needed.

MindsDB unifies petabyte-scale structured and unstructured data from a wide range of sources. Its pioneering cognitive engine runs seamlessly on-prem, in VPCs, or serverless - plus you get clean SQL abstractions, native query execution, higher accuracy and relatively easy integration into your application UI.

Break down data silos

Over 200 connectors for diverse data sources and eliminate the need for costly ETL tools.

Enable org-wide AI insights

Enable non-technical users to generate real-time, highly accurate analytics with conversational prompts.

Automate information discovery

Easily integrate AI-powered conversational search into employee- and customer-facing apps via APIs, SDK, or MCP.

Months to years

Average time software companies take to build and implement robust AI features into their products

2 to 4 weeks

Average time to implement MindsDB and get started with delivering AI capabilities to your application users

MindsDB Solutions for Software Companies

Petabyte-scale semantic search capabilities

Enable features that use natural language to search unstructured data (employee knowledge bases, how-to documents, support tickets) and structured data (CRMs, databases) to resolve customer issues faster.

Unlock deeper insights for your customers

Enable your customers to search for and analyze their data within your application platform. Using MindsDB, your AI agents can deliver better answers and powerful automation capabilities that span multiple systems.

Unlock business intelligence across millions of documents

Connect file systems, cloud drives, and more to MindsDB for private and secure AI analysis of content within documents, with data never shared with 3rd parties. Enable users to search and get deep AI analysis of millions of PDF, Word, HTML, text, and more document types.

20k+ hrs saved

in development time

Our work with MindsDB will greatly expand how our agents interact with data, enhancing our ability to tackle complex Enterprise challenges with unprecedented speed and accuracy. We are engaged in opportunities that will deliver substantial cost savings and productivity gains for our clients, as our agents automate error-prone processes and free up their workforce to focus on higher-value tasks.”

Rob Bearden

CEO, Sema4

The MindsDB Difference

All of your data. Regardless of where it resides.

Structured and unstructured data,

from databases to file systems

Natural language search via APIs, SDK, MCP

On-prem, VPC, and serverless

More private and secure, as data residency doesn’t need to change

From AI prototype to production in weeks.

From AI prototype to production in weeks.

Enable semantic understanding

Query unstructured and structured data conversationally with natural language processing

Connect leading LLMs to data

Ingest data with over 200 connectors

Easily generate analytics in real-time

Showcase transparent reasoning

Customize with proprietary business rules

Responsible and secure AI usage

Enable semantic understanding

Query unstructured and structured data conversationally with natural language processing

Connect leading LLMs to data

Ingest data with over 200 connectors

Easily generate analytics in real-time

Showcase transparent reasoning

Customize with proprietary business rules

Responsible and secure AI usage

Enable semantic understanding

Query unstructured and structured data conversationally with natural language processing

Connect leading LLMs to data

Ingest data with over 200 connectors

Easily generate analytics in real-time

Showcase transparent reasoning

Customize with proprietary business rules

Responsible and secure AI usage

Enable semantic understanding

Query unstructured and structured data conversationally with natural language processing

Connect leading LLMs to data

Ingest data with over 200 connectors

Easily generate analytics in real-time

Showcase transparent reasoning

Customize with proprietary business rules

Responsible and secure AI usage

The AI Business Insights Solution

From Global Enterprises to Cutting-Edge AI Startups, we have a solution that will scale with you.

MindsDB Open Source

Free and extensible: Explore and prototype with the most popular Federated Query Engine in the world

CONNECT

Any data, manual integration

DEPLOY

Single Mind, container, server

UNIFY

Knowledge Base with manual updates

RESPOND

BYO-LLM, basic UI

MANAGE

Basic setup, config, logs

SCALE

Local / individual projects

Minds Enterprise

Most Popular

Get a demo

UNIFY

Knowledge Base with dynamic updates

CONNECT

Any data, managed & supported integrations*

RESPOND

Managed LLMs, biz rules & personalized UI

DEPLOY

Unlimited Minds, clusters, HA / failover

MANAGE

RBAC, limits, privacy, observability

SCALE

Unlimited scale

Everything in Open Source, plus scale securely and reliably in production—VPC, on-prem, or serverless

MindsDB Open Source

Free and extensible: Explore and prototype with the most popular Federated Query Engine in the world

CONNECT

Any data, manual integration

DEPLOY

Single Mind, container, server

UNIFY

Knowledge Base with manual updates

RESPOND

BYO-LLM, basic UI

MANAGE

Basic setup, config, logs

SCALE

Local / individual projects

Minds Enterprise

Most Popular

Get a demo

UNIFY

Knowledge Base with dynamic updates

CONNECT

Any data, managed & supported integrations*

RESPOND

Managed LLMs, biz rules & personalized UI

DEPLOY

Unlimited Minds, clusters, HA / failover

MANAGE

RBAC, limits, privacy, observability

SCALE

Unlimited scale

Everything in Open Source, plus scale securely and reliably in production—VPC, on-prem, or serverless

MindsDB Open Source

Free and extensible: Explore and prototype with the most popular Federated Query Engine in the world

CONNECT

Any data, manual integration

DEPLOY

Single Mind, container, server

UNIFY

Knowledge Base with manual updates

RESPOND

BYO-LLM, basic UI

MANAGE

Basic setup, config, logs

SCALE

Local / individual projects

Minds Enterprise

Most Popular

Get a demo

UNIFY

Knowledge Base with dynamic updates

CONNECT

Any data, managed & supported integrations*

RESPOND

Managed LLMs, biz rules & personalized UI

DEPLOY

Unlimited Minds, clusters, HA / failover

MANAGE

RBAC, limits, privacy, observability

SCALE

Unlimited scale

Everything in Open Source, plus scale securely and reliably in production—VPC, on-prem, or serverless

MindsDB Open Source

Free and extensible: Explore and prototype with the most popular Federated Query Engine in the world

CONNECT

Any data, manual integration

DEPLOY

Single Mind, container, server

UNIFY

Knowledge Base with manual updates

RESPOND

BYO-LLM, basic UI

MANAGE

Basic setup, config, logs

SCALE

Local / individual projects

Minds Enterprise

Most Popular

Get a demo

UNIFY

Knowledge Base with dynamic updates

CONNECT

Any data, managed & supported integrations*

RESPOND

Managed LLMs, biz rules & personalized UI

DEPLOY

Unlimited Minds, clusters, HA / failover

MANAGE

RBAC, limits, privacy, observability

SCALE

Unlimited scale

Everything in Open Source, plus scale securely and reliably in production—VPC, on-prem, or serverless

*Managed refers to Enterprise-level support, maintenance, SLAs, and more. It also includes potential optimizations we may add that improve how Minds work at scale or in multi-tenant deployments.

Start Building with MindsDB Today

Power your AI strategy with the leading AI data solution.

© 2025 All rights reserved by MindsDB.

Start Building with MindsDB Today

Power your AI strategy with the leading AI data solution.

© 2025 All rights reserved by MindsDB.

Start Building with MindsDB Today

Power your AI strategy with the leading AI data solution.

© 2025 All rights reserved by MindsDB.

Start Building with MindsDB Today

Power your AI strategy with the leading AI data solution.

© 2025 All rights reserved by MindsDB.