
Plug DMM into any AI stack and instantly upgrade your retrieval layer. Sub-millisecond search across millions of encrypted records. On-premises, private cloud, or edge — your data never leaves your control.

Twelve years in development. A fundamentally different approach to memory — one that doesn't slow down as data grows. TQNN is the engine underneath DMM, and the reason it performs the way it does.
Keep up with the latest in AI and associative memory developments across Toridion

Toridion release huge 1 million NHS patient data set on Hugging Face. Designed to support TQNN developers working on NHS and large scale secure RAG. Download here

Context is second to none when it comes to driving valuable output from LLM's, but as you feed more in, the output often degrades. Learn how associative memory can solve your hallucination problems, and reduce costs and speed to results. More ...

Now it's easier than ever to add DMM associative memory to your RAG LLM pipelines and agents flow. We just opes-sourced a DMM MCP server with associative similarity searching for Calude and other MCP angled service More ...

See for yourself what blazing-fast, quantum-secure, associative memory can do for your infrastructure.
See O(1) scaling in action: Watch associative memory maintain constant-time search speeds across massive datasets without traditional vector bottlenecks.
Review security & architecture: See how the appliance deploys on-premises or at the edge, keeping data entirely within your sovereign control.
Map your integration blueprint: Discuss specific use cases for your stack, whether you are building custom developer agents or scaling MSP pipeline tools.

" The outcome was multiple days of engineer time recovered and an ongoing recurring revenue opportunity. "