Powerful AI,running on yourown hardware.
We design and run private AI that lives entirely on your own machines — engineered to be faster, leaner, and cheaper. Meet PreMize, our on-premise Local LLM appliance on NVIDIA DGX Spark.
We own every layer of the stack.
Running AI locally is a full-stack problem — from the silicon to the chat window. We engineer and tune every layer so the whole system runs at its optimum. Hover a layer to see what we do there.
Your own AI infrastructure — private, on-premise, ready to run.
PreMize is a complete Local LLM appliance on NVIDIA DGX Spark. We handle the hard part — memory budgeting, model serving, retrieval, and governance — so every layer runs at its optimum and you focus on your application.
Measured on the production DGX Spark · premize.agicafet.com
100% Data Sovereignty
All AI processing happens on your own hardware — no customer data, internal documents, or trade secrets ever touch an external cloud. Built for PDPA compliance and strict enterprise policy.
Zero Per-Token Cost
Unlike cloud APIs where cost scales unpredictably with every request, your budget stays fixed — the more you use it, the more you save.
A Supercomputer on Your Desk
128 GB of unified memory runs models with tens of billions of parameters — in a footprint smaller than a shoebox. No server room required.
Production-Grade Speed
Sustained 125 tok/s with NVFP4 optimization and 0.66 s to first token, supporting multiple concurrent sessions without losing smoothness.
Instant Integration
Built on the same API standard developers use worldwide. Move from cloud to on-premise with virtually no code changes — ready for agents, chatbots, and internal systems.
Custom AI Agents
Extend the platform with specialized agents — support assistants, document analysis, report summarization — grounded in the knowledge unique to your organization.
Works When the Internet Doesn't
Runs entirely within your network with no dependency on external connectivity. Stable, private, and available 24/7.
Deployed in Weeks, Supported for Years
Installation, optimization, testing, and handover — backed by an annual maintenance plan with model updates and dedicated local support.
Start Small, Scale Anytime
Begin with a single unit serving dozens to hundreds of users. Add capacity seamlessly as you grow — no system overhaul required.
See PreMize answer your documents — running entirely on one machine.
Open premize.agicafet.comOne GPU. A thousand users.
One user on one GPU is easy. The real test is serving a whole organization on the same silicon without it slowing to a crawl. That's the engineering PreMize is built around — here's how the same machine keeps up with the crowd:
- Continuous batchingMany requests ride each pass through the GPU instead of waiting in line.
- NVFP4 quantizationMore model in less memory — so more of it is free to serve people.
- Unified-memory budgetingEvery gigabyte of the 128 GB is accounted for — no surprise out-of-memory.
- Auto sleep / wake stewardIdle models step aside to free memory and wake on demand — capacity where it counts.
- Backpressure & fair queueingUnder a surge it stays smooth and fair — it slows gracefully, it never falls over.
Measured on the production DGX Spark
AGICAFET is an NVIDIA Inception member.
We build the PreMize Local LLM appliance — accelerating our mission to make on-premise AI inference faster, leaner, and cheaper for enterprises across the region.
Faster
NVFP4-optimized inference on Grace-Blackwell
Leaner
Full stack tuned to fit a single desktop appliance
Cheaper
One-time hardware, zero per-token cloud cost
Real experience — where AI's future is built.
Not slideware. We train at the source, earn NVIDIA's hardest credentials, and bring what we learn back to Thailand.
Certified end-to-end on NVIDIA Isaac.
Simulate, train, validate, and deploy a full robotics workflow on NVIDIA Isaac — a hands-on competency few practitioners in Thailand hold. We bring that frontier know-how straight into every PreMize build.
Bringing local AI to the next generation.
Our Founder & CEO partnered with NVIDIA, SVOA, and Thammasat University to host the NVIDIA RTX AI PC Event — a hands-on day putting on-device AI into students' hands.
AI that reaches into the physical world.
Training & simulation kits for education and enterprises — learn embodied AI on real open-source robots, simulate in NVIDIA Isaac, and deploy embedded AI on‑device.
LeRobot vision arm
Camera-guided pick & place — teleoperate, record, and train a policy.
SO-ARM 100
The open LeRobot manipulator — learn by demonstration, deploy on-device.
Reachy Mini
An expressive desktop robot for HRI, speech, and vision experiments.
Amazing Hand
A fully open, low-cost dexterous hand — grasping and fine control.
Vision that learns without labels.
We work at the frontier of computer vision, specialized in Self-Supervised Learning (SSL) — rich representations learned from unlabeled aerial, drone, and thermal imagery, so models find and understand what matters with a fraction of the labels.
Unlabeled drone imagery on the left; the self-supervised model's features light up every vehicle on the right — learned without a single bounding box.
We build, design & craft the hardware that carries AI into the field.
Software is only half of real-world AI. We design and fabricate the enclosures, camera and sensor integrations, and drone payloads that put embedded intelligence exactly where it's needed — from CAD to flight.
CAD & mechanical design
Model the enclosure, mounts, and payload in CAD — engineered to fit the sensor, the compute, and the mission.
3D print & integrate
Print the parts, integrate the camera and compute, wire it up, and bench-test the whole unit.
Into the field
Mount it on a drone and fly — embedded AI capturing and inferring in the real world.
Built with a world-class AI infrastructure network.
PreMize stands on a global stack — compute, serving, enterprise AI, and research — assembled through strategic partnerships to deliver faster, leaner, and lower-cost AI across the region.
AGICAFET brings this world-class network to Thai enterprises — deployed, tuned, and supported on-premise.
From a single workstation to an enterprise cluster.
AGICAFET helps organizations of every size run their own AI on-premise. We cover the full path — assessment, deployment, optimization, governance, and support — so your models stay on your hardware and under your control.
SME / Small team
Start with one DGX Spark — private AI for a whole office.
- A single appliance sized to your team
- Cited chat over your own documents
- Installed, tuned, and handed over
- No cloud, no per-token bill
Growing team / Mid-market
Multi-model serving, RAG over your documents, governed access.
- Several models served side by side
- Retrieval across your knowledge base
- Role-based access and usage limits
- Web and LINE channels under your brand
Enterprise
Clusters, SSO/policy, audit, SLA-backed support.
- Scale across multiple appliances
- SSO, policy, and full audit trails
- Approval workflows for sensitive actions
- SLA-backed support and model updates
An approved training vendor trusted by leading enterprises to upskill their teams on efficient, private AI.
+20more enterprisesWhat we build on top of PreMize.
PreMize is the private engine. On top of it we build the agents and solutions your business runs on — grounded in your knowledge, wired into your systems, and fully on-premise.
Document & knowledge agents
RAG over your files with cited answers — every response traces back to the source passage, so your team can trust and verify what the model says.
Workflow automation
Agents that take governed actions across your systems — drafting quotations, routing approvals, and updating records within the guardrails you set.
Chat channels
Deploy the same private model to web and LINE under your own brand, so staff and customers reach it wherever they already work.
Integrations
An OpenAI-compatible API drops PreMize into your existing systems — move from cloud to on-premise with virtually no code changes.
Host & Lead AI Community in Thailand
Maker to Maker Community Event
Why I Founded "Maker to Maker"
As the founder of "AGICAFET", I launched Maker to Maker to address a critical gap in our industry. From job interviews to academic curriculums, it became clear that there is a disconnect between traditional learning and the demands of the modern, fast-paced AI-driven workplace.
My inspiration comes from the vibrant Data Science era, where I attended events like What the Duck (DataRockie), DataGrill (Tisco), and Wisesight's Data Community. Those events were invaluable because they featured real practitioners. I learned from seniors who had been in my shoes—people who started as beginners, faced failure, resolved issues, and were willing to share their "war stories" to help others succeed.
Now, it's time to build that for the AI Community. We are facing a skills mismatch where fresh graduates aren't always equipped with what companies need.
- →What are the core skills required today?
- →How do you solve real-world problems?
- →What is the day-to-day reality of an AI Engineer?
I receive messages asking these questions weekly. While I enjoy answering them individually, I believe a collective space is more powerful.
Maker to Maker is designed to bring together experienced industry professionals to share authentic insights. It's not just about theory; it's about fun, practical knowledge, and actionable takeaways that you can apply immediately.
Your feedback and support are what drive me to keep building this community.
— Job, Founder of AGICAFET
We build in the open — from Southeast Asia to the world.
Great AI isn't built alone. We learn at the frontier with global partners and give it back — open tools, open research, and hands-on events that spread the knowledge across the region. When the ecosystem rises, everyone ships faster.
Learn from a team that ships AI in production.
Led by experienced AI professionals with a proven track record in research, teaching, and on-premise deployment.
A world-class network behind every deployment.
Compute, serving, enterprise AI, research, and integration — the partners that let PreMize run at its optimum on your premises.
Get in touch.
Ready to upskill your team or deploy AI on-premise? Get in touch with us today.