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Cognee

4.4

Cognee is an open-source AI memory engine that gives AI agents a smart, persistent memory. It turns raw data into a living knowledge graph, helping AI understand, reason, and adapt. This makes AI tools more accurate and trustworthy, reducing errors by providing factual and verifiable information.

Free Option

About Cognee

Who It's For

Cognee helps developers create smart AI agents and copilots that need good memory and can learn. It's for businesses, even in strict industries, who need AI to give accurate, fact-checked answers from lots of complex data, like many documents.

What You Get

You get an open-source AI memory system that uses knowledge graphs and vector search. It learns from feedback, updates itself, and helps AI understand data connections. This gives precise answers, reducing AI mistakes and creating reliable, specialized AI tools.

How It Works

Cognee turns your raw data into a "living knowledge graph." It takes in your information, then smartly breaks it down, building connections between concepts. When AI asks a question, Cognee searches this memory to find the most accurate and relevant answers.

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Features & Capabilities

🧠 Core AI Memory & Reasoning

Persistent AI Memory

Provides agents with graph and vector memory for understanding, reasoning, and adaptation.

Retrieval & Reasoning Core

Serves as the central component for an agent's data retrieval and complex reasoning capabilities.

Dynamic Knowledge Graph Creation

Automatically transforms raw data into a living, interconnected knowledge graph.

⚙️ Adaptive Intelligence

Self-Learning & Auto-Tuning

Continuously learns from feedback, updates concepts and synonyms, and refines answers over time.

Multi-Step Task Execution

Enables agents to perform complex multi-step tasks with clear, auditable explanations.

Adaptive Copilot Enablement

Empowers the creation of domain-specific copilots that learn and adapt based on interactions.

🔗 Platform & Integration

Unified Knowledge Platform

Replaces multiple custom knowledge graphs and vector stores with a single, consolidated platform.

Seamless Integration

Designed for easy integration with existing technology stacks and current solutions.

Use Cases

Empowering Personalized Customer Experiences

Businesses often struggle to provide truly personalized support due to fragmented customer data and a lack of contextual understanding. Cognee unifies diverse customer information into a dynamic knowledge graph, enabling AI agents to offer precise, context-aware, and highly personalized interactions that proactively address individual customer needs.

B2C, E-commerce, SaaS, Education TechFor: Customer Support Teams, Product Managers, CRM Administrators

Accurate and Compliant Document Intelligence for Regulated Sectors

Organizations in regulated industries face the challenge of extracting trustworthy and cited answers from vast, complex document repositories for compliance and decision-making. Cognee transforms these documents into a verifiable knowledge graph, allowing AI systems to provide precise, fact-based responses that significantly reduce inaccuracies and support regulatory adherence.

Financial Services, Government, Legal, HealthcareFor: Compliance Officers, Legal Teams, Risk Management Analysts, Policy Analysts

Developing Self-Improving, Domain-Specific AI Copilots

Building AI copilots that deeply understand specific domains, learn from feedback, and adapt to evolving information requires a sophisticated memory architecture beyond simple vector stores. Cognee provides a persistent, hybrid graph-vector memory that enables AI agents to continuously learn, update their knowledge, and execute complex, multi-step tasks with explainable reasoning, acting as a powerful reasoning core.

AI/ML Development, Enterprise Software, Technology ConsultingFor: AI Engineers, Machine Learning Developers, Product Owners, Enterprise Architects

Frequently asked questions

Tags

Specifications

Deployment
API
Self-hosted
Target Audience
Startup
Business
Enterprise
Complexity
Expert

Pricing

Basic

Per monthly

Free
  • License to use Cognee open source
  • Cognee tasks and pipelines
  • Custom schema and ontology generation
  • Integrated evaluations
  • More than 28 data sources supported

On-Prem Subscription for SMBs

Per monthly

$3500
  • Includes all features from the Basic plan
  • License to use Cognee open source and Cognee Platform
  • 1 day SLA
  • On-prem deployment
  • Hands-on support
  • Architecture review
  • Roadmap prioritization
  • Knowledge transfer

Cloud Subscription

Per monthly

$25
  • Includes all features from the Basic plan
  • Fully hosted cloud platform
  • Multi-tenant architecture
  • Comprehensive API endpoints
  • Automated scaling and parallel processing
  • Ability to group memories per user and domain
  • Automatic updates and priority support
  • 1 GB ingestion + 10,000 API calls

✓ Free plan • ✓ Plans from $25 / monthly

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