Semantic memory
Documents, images, meetings and operational signals become connected knowledge—not another folder of files.
The Vision
Memory as Infrastructure.
From personal continuity to enterprise knowledge and machine memory, MemHoard is building the layer that lets intelligence carry experience forward — one platform, every capability.
LOCAL COGNITIVE MEMORYSOVEREIGN
Cognitive Memory
MemHoard.Ai
Company dataprivate
AI modelsowned
Knowledgeconnected
Memorypersistent
Local AI · data & model sovereignty
Your AI. Your models.Your cognitive memory.
MemHoard brings private models and company knowledge inside your premises, transforming documents, procedures and business experience into a persistent cognitive memory—without surrendering control of data, models or context.
Data stays localModels stay yoursKnowledge becomes memory
THE MISSING LAYER
The problem with today’s AI
Intelligence without memory starts over every time.
Search finds a file. RAG retrieves a passage. MemHoard builds a continuously useful memory: it preserves relationships, context and provenance so knowledge compounds instead of disappearing between interactions.
Traditional AIPrompt → answer → forget
With MemHoardExperience → context → continuity
Persistent recall
Context survives beyond a single prompt, giving people and machines a durable memory they can revisit.
Sovereign by design
Models and memory run inside your environment, preserving control over sensitive data and intellectual property.
One memory architecture
From raw information
to active intelligence.
A private, modular stack that organizes what your organization knows and makes it securely available wherever decisions happen.
01
Ingest
Documents · images · meetings · sensors
→02
Understand
OCR · classification · entities · context
→03
Remember
Semantic graph · long-term recall · provenance
→04
Activate
App · API · agents · enterprise systems · robotics
→DEPLOYMENT MODELOn-premise first.
Designed for compact local AI systems, enterprise nodes and high-memory private inference infrastructure.
MHv2.0 cognitive architecture
Explore how knowledge
becomes connected memory.
Move between the original capability orbit and an illustrative embedding space. In the knowledge view, semantic proximity creates neighborhoods while typed relationships preserve meaning, evidence and provenance.
Map view
26 specification objects · 38 typed relations
Core capabilities
Private AI that remembers what matters.
MemHoard combines secure local inference, knowledge organization and persistent recall in one platform designed around data sovereignty.
Fully local operation
No mandatory cloud dependency. Data remains inside the customer environment.
Local RAG plus memory
Hybrid retrieval evolves into durable contextual memory instead of single-query search.
Security and governance
Role-aware access, private deployment boundaries and support for sensitive datasets.
Multimodal ingestion
Text, images, meetings and operational signals feed the same memory layer.
OCR and classification
Extracts structure from scans, documents and archives to make hidden knowledge usable.
Secure local API
Internal applications, ERP, CRM, agents and automation can query the platform securely.
Private AI for SMEs
A company-owned AI no longer requires a server room.
A new class of compact AI systems gives small and medium enterprises a practical starting point for local inference, private models and cognitive memory—without beginning with a rack-scale enterprise server investment.
Data sovereigntyDocuments and operational knowledge remain inside the company.
Model sovereigntyChoose, run and update private models on your own terms.
Cognitive memoryPreserve procedures, decisions, roles and business context over time.
NVIDIADesktop AI system
DGX Spark · GB10
A compact Grace Blackwell platform for developing, adapting and running substantial AI models locally.
GB10 Superchip128 GB unified memoryUp to 1 PFLOP FP4
Official product page ↗
ASUSDesktop AI supercomputer
Ascent GX10
GB10-based local AI in a compact form factor, designed for model development, experimentation and inference.
NVIDIA GB10128 GB unified memoryUp to 1,000 AI TOPS
Official product page ↗
DELLCompact AI workstation
Pro Max with GB10
A deskside private-AI platform for local inference and protected workflows on company data.
GB10 Blackwell128 GB LPDDR5XDGX OS 7
Official product page ↗
APPLEProfessional desktop
Mac Studio · M3 Ultra
A compact Apple silicon option for local LLM workflows, multimodal processing and private knowledge applications.
M3 UltraUp to 80-core GPU819 GB/s bandwidth
Official product page ↗
AMD AI HALOUnified-memory AI platform
Ryzen AI Max+ PRO 395
The Strix Halo platform combines CPU, Radeon graphics and an NPU for substantial local AI workloads in compact professional systems.
16 cores / 32 threadsUp to 128 GB unified memoryUp to 126 total AI TOPS
Official product page ↗
HP + AMDCompact AI workstation
Z2 Mini G1a · AI Max
A small professional workstation designed to run graphics-heavy and AI-enhanced workflows—including local LLMs—on company premises.
Ryzen AI Max PROUp to 128 GB unified memoryUp to 96 GB for graphics
Official product page ↗
NVIDIADeskside AI supercomputer · Enterprise
DGX Station · GB300
A deskside tower, not a server-room rack: data-center-class AI that fits in a small office or on the factory floor. With 748 GB of coherent memory it can serve large models and long-running AI agents entirely on-site—the natural corporate cognitive-memory node for MemHoard across departments, sites and knowledge-intensive operations.
GB300 Grace Blackwell Ultra748 GB coherent memoryUp to 20 PFLOPS AI (FP4)252 GB HBM3e @ 7.1 TB/s496 GB LPDDR5X @ 396 GB/sNVLink-C2C 900 GB/sMIG up to 7 instancesModels up to 1T parameters
Official product page ↗
APPLEProfessional desktop · AI-ready
Mac Studio · M5 Ultra
A future reference node for MemHoard: Apple's most powerful silicon fuses CPU, GPU and a 32-core Neural Engine into a single SoC, running frontier-class models on device with no cloud tokens — and multiple units cluster over Thunderbolt 5 for distributed inference.
M5 Ultra36-core CPU / 80-core GPUUp to 512 GB unified memory1.2 TB/s memory bandwidthThunderbolt 5 clustering
Official product page ↗
XIAOMILocal AI box · Xring silicon
AI Cube · Xring
A compact, dedicated AI appliance built for one job — running large language models locally. Three in-house Xring chips (O3 SoC, O100 accelerator, D100 memory hub) power fast/slow dual-system inference with near-memory bandwidth up to 1.22 TB/s, keeping every interaction on-site.
Xring O3 / O100 / D100200 TOPS NPUUp to 160 GB unified memory1.22 TB/s near-memory bandwidthUp to 120B-parameter models
Learn more ↗
The MemHoard opportunity
Hardware runs the model. MemHoard gives the business a memory.
The value is not only private inference. MemHoard connects a company’s documents, procedures, responsibilities, decisions and operational history into a cognitive memory that can serve every authorized function—from management and compliance to engineering, sales and service.
One platform, multiple memory surfaces
Built for knowledge
that must not be lost.
01↗
Enterprise
A secure corporate memory for decisions, onboarding, compliance and knowledge continuity.
02↗
Isolated operations
Reliable intelligence for ships, vehicles, remote facilities and air-gapped environments.
03↗
Industrial IoT
Connect live signals with manuals, records and history for grounded operational insight.
04↗
Robotics
A long-term visual, spatial and procedural memory layer for intelligent machines.
The cognitive platform
A memory that outlives
every model.
AI models change every year. Your knowledge should not change with them. MemHoard separates what you know from whichever AI is running today — so your cognitive memory survives every model, hardware and generation change.
Knowledge that belongs to you
Every document, decision and conversation becomes a portable, structured estate — independent from any AI model. Move it to new hardware like a file, hand it on like an inheritance.
Ask what you knew, when you knew it
Bitemporal memory records not just facts but when each fact was true and when you learned it. Replay any past decision with the exact evidence available at that moment.
Swap any model. Lose nothing.
Reasoning, vision, speech and OCR run on replaceable specialized engines. When a better model appears, MemHoard upgrades the engine — your memory stays exactly where it is.
Your workday becomes context
Outlook mail, calendars and file shares connect as evidence sources. Open loops, commitments and decisions are captured automatically from the tools you already use.
Secrets the AI can never read
Passwords, keys and credentials live in an isolated cryptographic vault. The AI may use a credential through a controlled broker — it never sees the secret itself.
From one desk to many nodes
Start on a single workstation and grow into private federated nodes without migration pain. Scheduling follows policy first, capability second, cost last.
One platform, one ecosystem
The MemHoard ecosystem.
memhoard.ai
Cognitive core & API
The engine that acquires evidence, builds the cognitive estate and answers with grounded, policy-checked intelligence. Runs locally, integrates with your systems through a secure API.
MemHoard.App
Client application
The application to talk with your memory: ask questions, replay decisions, browse topics and control privacy. Classic mode for familiar workflows, Cognitive mode for the full experience.
MemHoard for Outlook
Microsoft 365 add-in
The cognitive memory inside your inbox: capture open loops, commitments and decisions from email without leaving Outlook. Every message becomes evidence, automatically organized in your estate.
Built to connect
Every business system can talk to MemHoard.
The cognitive core exposes a secure REST API designed for microservice architectures. ERP, CRM, MES, document management, custom applications and AI agents can query the corporate memory, contribute new evidence and receive grounded, policy-checked answers. Integration is by design and by code: if your system can call a REST endpoint, it can remember with MemHoard.
Beyond backup
Built to be handed on.
A company's knowledge outlives its employees — or it disappears with them. A person's memory outlives their lifetime — or it is lost forever. MemHoard is the first cognitive system designed for continuity across roles, emergencies and generations.
Emergency accessWhen it matters now
Grant trusted people minimum-necessary access to curated profiles — medical, operational or personal — while you remain in control.
Digital legacyWhen it matters next
Name a successor for your entire cognitive estate. Inherited estates are immutable: history is preserved exactly as it was.
Generational continuityWhen it matters later
Future generations can consult, compare and learn from inherited estates — clearly distinguished between documented fact and reconstruction.
Scientific advisor
A research lens on cognitive and developmental robotics.
Professor Angelo Cangelosi brings expertise in developmental robotics, human–robot interaction and cognitive architectures—closely aligned with MemHoard’s long-term vision for machine memory.
Scientific advisor for the cognitive and robotics direction
Research in developmental robotics and human–robot collaboration
Connecting persistent memory with embodied intelligence
Founder story
Built from 25 years of seeing valuable knowledge disappear.
“I repeatedly watched companies lose irreplaceable knowledge whenever projects ended, contracts closed or key employees left. MemHoard was born from that frustration.”
Matteo’s founding belief is simple: AI without memory is limited. Intelligence becomes truly useful when it can preserve context, relationships and experience over time.
R&D leadershipMultinational engineering programs and international teams.
6 international patentsIoT, data platforms, sensor networks and AI applied to smart devices.
AI experienceSensor-edge systems, smart devices and enterprise data platforms.
Engineering networkA distributed six-person team built through 25 years of collaboration.
Company & contact
MemHoard LTD
Ras Al Khaimah, UAE.
MemHoard LTD is based at Innovation City Business Centre in Ras Al Khaimah and develops sovereign local AI and enterprise cognitive-memory solutions for company knowledge, procedures and operational continuity.
MemHoard
MemHoard.Ai
MemHoard.App
MemHoard LTD
Contact
Registered office
Innovation City Business Centre
RAK BANK ROC Office, Ground Floor
Al Rifaa, Sheikh Mohammed Bin Zayed Road
Ras Al Khaimah
United Arab Emirates
RAK BANK ROC Office, Ground Floor
Al Rifaa, Sheikh Mohammed Bin Zayed Road
Ras Al Khaimah
United Arab Emirates
Get in touch
Bring a cognitive memory
inside your company.
Tell us about your organization and your knowledge challenges: the MemHoard team will get back to you to arrange an introduction call or a demo.