Your customers are already using AI. The problem is the retrieval layer — the part that finds the right information before the AI can reason over it. Most systems do this badly. They're slow, expensive, leak data, and fall over when the dataset grows.
DMM fixes that. One appliance. Plugs into any AI stack. Instant upgrade to the retrieval layer — without touching the model.
DMM can run on site or on private cloud with equal safety. All data stored in DMM can be pre encrypted and is stored using post-quantum resistant technology that makes it impossible to ever access the data store.
With typical search times across 1M encrypted files of 0.05sec, search time doesn't change as data grows. Index 500 documents or 500,000 - the response time is the same. That's not a feature. That's a fundamentally different architecture
Browser-based console, full REST API, pre-built integration scripts. Your engineers don't need AI expertise. Your clients don't need a data science team. DMM is designed to be stood up fast, explained simply, and supported easily.
So much more than a search tool. DMM is a ground breaking associative memory that can ingest, then locate and recall against billions of patterns in realtime. Developers can integrate DMM into realtime IOT and analytic systems using familiar API paradigms for truly astonishing speed and security.
Your dev-ops team will love the familiar appliance UI feel of our console that comes as standard with every DMM. A beautifully simple, high performance dashboard, intuitive options are wrapped in superb cyber security and deployment features.
DMM console gives rapid access to critical features, updates, backup and API kill switches in one mobile first interface.
The DMM appliance console - live search metrics, memory index count, API access, and the DMM Playground. Everything your project needs to go from zero to running in an hours.
Every search system today gets slower as data grows. That's not really a bug — it's physics. More data means more to scan. It's just how conventional search works, and at scale the performance hit becomes a real operational cost.
DMM's Associative Memory is built on a different principle entirely. When data is stored in DMM, the system calculates exactly where in memory it belongs. So when a query arrives, DMM doesn't search — it arrives.
Whether a client has 10,000 documents indexed or 10,000,000, the response time is constant. The bigger the dataset, the more dramatic the gap between DMM and everything else they could be running.
For founders building at scale, that's an architectural decision they won't regret. For your clients, it's performance they can budget around. For you, it's a capability you can put in writing.
That's a typical DMM API search response. Not a benchmark in a lab.
Just DMM, doing its job.
Most AI systems treat trust as an afterthought. DMM treats it as architecture.
All data stored in DMM can be anchored to the Bitcoin blockchain — creating a permanent, tamper-evident timestamp that proves what existed, and when. No central authority. No single point of failure. Just cryptographic fact.
That's only half the story.
DMM's memory engine is built on post-quantum resistant foundations — not retrofitted, not patched in. The underlying TQNN architecture stores associations, not files, using a memory geometry that makes conventional attack vectors structurally irrelevant. There is no plaintext index to steal. There is no vector to reverse. The data store is, by design, inaccessible.
Most PQC-migrated systems still decrypt data to plaintext the moment it's queried — that's an exposure window that exists no matter how strong the encryption is. DMM's query path never decrypts. Retrieval works by resolving correlated tokens directly, without ever reconstructing plaintext to search it. Full technical analysis, including an honest accounting of what this claim does and doesn't cover, is in our [PQR whitepaper →].
For regulated industries, that matters today. For post-quantum threats, it matters tomorrow.
Healthcare, legal, financial services, defence supply chain — these sectors don't just need fast AI. They need AI they can audit, prove, and stand behind.
DMM gives you both.
Whether you opt for an onsite appliance or a data centre hosted solution, DMM seamlessly and effortlessly sits between your enterprise data and AI Agents. You can use a single instance of DMM to serve context to multiple AI agents using simple and familiar code and API's.
DMM isn't an abstract infrastructure play. Here's what it looks like in the real world:
Legal & compliance teams — Search thousands of contracts, case files, or policy documents in milliseconds. No cloud upload. Full confidentiality.
Healthcare & clinical — Index patient records, clinical notes, or research papers and retrieve relevant context instantly. Stays on-premise. Stays compliant.
Financial services — Rapid retrieval across transaction histories, reports, and regulatory filings. Encrypted search patterns mean sensitive queries never travel in plaintext.
Managed service providers — White-label DMM as part of your AI stack offer. Deploy per client. Bill per instance. Own the relationship.
IoT & edge telemetry — millions of sensor reads ingested continuously. Anomalies surface against a live pattern baseline the moment they occur.
Fraud & threat detection — transaction patterns, behavioural signals and entity relationships resolved in a single associative pass.
Federated data mining — operate independently across air-gapped or sovereign domains surfacing findings without ever centralising raw data.
Developers can explore DMM, build apps and experiment with the API's all on device! DMM IDE is bundled with every deployment. It is equipped with example scripts, script editor and run modules that allow you to export your scripts as stand alone apps for testing.
The DMM IDE & Workbench — developers can store, search, encrypt, and integrate in minutes. Pre-built scripts for RAG pipelines, Claude integration, and API testing. No deep AI expertise required.
Developers are fully supported by Toridion Developer Program. Access free AI development software like DMM Workbench, educational resources, training and professional certifications to showcase your skills.
DMM ships as a physical appliance or private cloud instance with a browser-based console, a developer IDE, and a full REST API. Your engineers don't need to be AI specialists. Your clients don't need a data science team.
Plug in/Spin up. Index documents. Connect to the AI layer. Done.
The console shows everything: documents stored, searches run, API status. Clean. Auditable. Explainable.
If you're still unsure sure how massive token savings, ultra fast real and quantum safe security helps you or your customers, don't worry we have you covered. Read more in one of our dedicated products support lanes ....
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