🔍 Read our latest AI Memory comparison article: Form vs. Function

AI agents need knowledge engineering, not just RAG

Solve agent accuracy and personalization
topoteretes%2Fcognee | Trendshift
cognee
SDK runs today: …

Used by 70+ companies

Tier 1 Global Bank
Top 10 Pharma
KnowunityDynamoUniversity of Wyoming
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Frustrated with agentic memory?

RAG is a drag:
  • Lacks understanding of context like ‘the company’, ‘our’, ‘my’
  • Accuracy falls as retrieved documents grow
  • Recall plummets as stored documents increase
  • Which makes agentic personalization a headache

What Can You Build with Cognee?

Domain-smart copilots that learn & adaptSits behind your agent as the retrieval and reasoning core.Replaces custom knowledge graphs and vector stores with one platform.Learns from feedback, updates concepts and synonyms, and executes multi-step tasks with explanations.

Cognee turns your data into a living knowledge graph

Learns from feedback, and auto-tunes itself to deliver better answers over time.

Self-Improvement

Data Warehouse▲
Data Ingestion38+ data types
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Agentic frame-works+12 native integrations
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DescriptionCognee memory engine
Context curation
Personalization
Ontology mapper
Custom data model
Session management
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Vector databases
Models
Graph databases
29+ option → Bring your own

Trusted in production

From regulated industries to startup stacks, Cognee is deployed in production and delivering value now.
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B2C
Enabled policymakers to get answers they can trust from hundreds of PDFs.
100%LLM-ready data
Knowunity Logo
B2C
40,000 students connected with.
100%Accuracy
Tier 1 US Bank
B2C
Unified scattered credit card data into one knowledge graph with vectors for precise, cited answers.
100%Accuracy

You're in good company

Testimonials from Cognee's power users.
Nemanja Bibic
Nemanja Bibic
Head of Data at Knowunity
We tried understanding the proximity and relationships of our users before, but SQLs got out of hand and embeddings were too sparse. With cognee, we managed to get a POC done in 2 days on 40 000 students from Bremen.
Mobile Computing Software Products
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Orr Kowarsky
Orr Kowarsky
CEO at Dynamo
Cognee helped us enrich the data for thousands of our customers and provide them with personalized support better suited to their needs. The cognee team built and deployed the entire solution within a month.
Software Development
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Investors

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Cognee is the fastest way to start building reliable Al agent memory.