Never write a brief again
Standard AI products suffer from 'goldfish memory'. With our vector-graph persistent context, Kumari continuously learns your style and applies it preemptively.
Standard Context Window vs Memory Graph
| Parameters | Manual | Standard AI | Kumari |
|---|---|---|---|
| Data Persistence | N/A | Clears every chat | Permanent across sessions |
| Token usage | N/A | Maxes out easily | Dynamically retrieves via vector |
| Cross-Device | N/A | Isolated on browser | Syncs to mobile instantly |
A secure, continuous memory ecosystem
How your context is kept
Memory Graphing
Constructs a vector-based knowledge graph for every user.
Zero-Shot Context
Automatically injects relevant history into the prompt.
Privacy First
All data encrypted and strictly isolated.
Memory Graphing
Constructs a vector-based knowledge graph for every user.
Zero-Shot Context
Automatically injects relevant history into the prompt.
Privacy First
All data encrypted and strictly isolated.
Managing the Graph
See what Kumari knows
Open the memory dashboard to see a beautiful node-based visualization.

Capabilities built on Memory
The pain of repeating yourself
Tone Matching
Having to remind it to write professionally every single time.
Project context
Pasting the same codebase over and over in new tabs.
Encrypted at Rest
Your memory graph is locked behind advanced AES encryption. No one at Kumari, nor the base foundational models, ever read or train on your personal memories.
Explore
More features
Web Search
Follow the trail. Real-time answers with full transparency.
Deep Search
Comprehensive research with flawless attribution.
Image Generation
Harness the power of distinct image models in one platform.
Video Generation
From prompt to motion. Powered by the best video LLMs.
Mobile App
The full power of Kumari, anywhere you go.
Multi-Agent Orchestration
Many minds working as one.
Deep Integrations
Your data, instantly accessible where you work.