Cognee vs Odile Labs

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Cognee compared with Odile Labs
Detail	Cognee	Odile Labs
What it does	Open-source memory platform for AI agents	Developer tools for AI agents: Direct, Gate and phone lines
Stage	Not given	Not given
Founded	Not given	Not given
Based in	DE	US
Pricing model	Not given	Not given
Pricing	Free: $0/month with 1M tokens and 1 workspace (no card required). Standard: $1.00 per 1M tokens plus $5 per additional workspace. Enterprise: contact for pricing with bring-your-own-cloud deployment. Open-source engine available free to self-host.	Odile Direct: 50 free tasks per month per agent identity; then $0.10 per delivered message or $0.50 per confirmed booking. Packs: $10 for 100 credits, $90 for 1,000 credits, $800 for 10,000 credits. Voice pilot: 2.5 credits per answered minute. Odile Gate: Free for 3 apps and 10,000 calls per month;
Key features	Unified vector search, knowledge graphs, and relational storage Automatic knowledge graph generation from data sources Multi-tenant support with isolated workspaces Data source integrations (Slack, Notion, Google Drive, GitHub, etc.) Self-improving memory that learns from use Multiple deployment options (cloud, self-hosted, air-gapped) Agent framework integrations (LangGraph, CrewAI, OpenAI SDK, MCP) Support for multiple vector and graph databases GDPR compliance and encryption at rest and in transit Built-in graph visualization of company brain	Business lookup by phone number and message sending Free business booking and cancellation API call enforcement and audit logging Rate limiting and risky write approval holds Real phone line with caller intake MCP server integration REST API and SDK support Claude and ChatGPT directory connector Business call transcripts and recordings Agent identity and referral tracking
What makes it different	Combines vectors with graph relationships and generated data models for connected context retrieval State of the art performance on BEAM benchmark (79% vs 73.4% at 100k tokens) Keeps memory costs flat as data grows compared to baseline LLM approaches Fully open-source with no database lock-in Updates memory as source data changes, not just static snapshots	Prevents agents from abusing API keys through an allow-list and approval holds Provides free business lookup, booking and cancellation Pay-as-you-go credits without monthly fees or contract
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	70 no change since last check	28 no change since last check
Trust Flow (Majestic)	14	3
Citation Flow (Majestic)	43	36
Referring domains (Majestic)	1089	48

5 details filled in for both companies.

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