Decentralized and Distributed
AI for Inference.

Run text, speech, vision, and multimodal AI on the CPUs you already own. Private, fast, and deployable in minutes. On-prem, Cloud, or Edge.
Zero new power infrastructure.
Kompact AI is GREEN.

Open AI Compatible APIs
64 Batch size
64K Context window
8+ Languages SDKs
World Map

CPU racks in a data centre, servers in a
factory floor, laptops in the field, cloud
instances you already pay for.

Kompact AI runs on all of it.

One runtime for every environment.

Distributed by design

Every Kompact AI deployment is fully self-contained.

No centralised infrastructure to route through.

Scale to a hundred locations, each one runs independently, on local hardware, with no dependency on any other node.

Distributed Network Diagram
Why SBox
Everything you need.
Nothing you don't.
CPU Native Inference
Runs on Intel AMX, AVX, and ARM SVX, covering servers, workstations, laptops and IoTs.
Private by Design
Your data never leaves your infrastructure. Built-in AuthN, AuthZ, and JWT-based multi-tenancy out of the box.
Energy efficient
Zero power required. Run more inference, spend less, emit less.
Sovereign AI
Meet data localisation and regulatory requirements without compromise. Your models, your rules, your jurisdiction.
Deploy anywhere
Docker, Kubernetes, GCP, AWS, Azure. Ubuntu, Red Hat, CentOS, Fedora, Suse. One runtime for every environment.
Extensible
Built-in MCP server, embeddings, and semantic memory. Plug into your existing stack without friction.
Lower TCO
No new hardware needed.
No capital expenditure.
No per-token cloud costs and licensing that scale with your deployment, not your usage.
NUMA - aware
NUMA-aware by design, so you can run the same model or multiple models simultaneously on a single multi-socket system without manual tuning.
HOW IT WORKS
Up and Running in three steps.
01
Install Kompact AI on your hardware
Pull from GitHub. Works on any server, workstation, or laptops. No specialised setup required.
02
Pick your models
Choose from a wide variety of foundational and derivative models across text, speech, vision, and multimodal. Sector-specific variants available.
03
Build with familiar APIs
OpenAI-compatible REST API and SDKs in Java, Python, JavaScript, Kotlin, C++, C, C#, and Rust. No new abstractions to learn.
How it works

Up and running in three steps.

01

Install Kompact AI on your hardware

Pull from GitHub. Works on any server, workstation, or laptops. No specialised setup required.

02

Pick your models

Choose from a wide variety of foundational and derivative models across text, speech, vision, and multimodal. Sector-specific variants available.

03

Build with familiar APIs

OpenAI-compatible REST API and SDKs in Java, Python, JavaScript, Kotlin, C++, C, C#, and Rust. No new abstractions to learn.

Sector variants

Built for your industry.
Deployed on your terms.

Kompact AI ships with sector-specific variants, on the same platform, with models filtered and optimised for your domain.

Education
Education

AI across every classroom

Deploy intelligent tutoring, learning, project building, assessment, and content tools across schools and universities without cloud costs or data-sharing concerns.

Healthcare
Healthcare

Clinical AI that stays on-premise

Support diagnostics, documentation, and patient workflows in hospitals and clinics with full data sovereignty and compliance.

Banking & Finance
Banking & Finance

Secure AI for regulated environments

Enable intelligent operations across banks and NBFCs, fraud detection, document processing, customer service, fully within your perimeter.

Retail
Retail

Real-time intelligence at the shelf

Bring AI to retail outlets and chains for demand forecasting, inventory, and customer experience, running locally on existing hardware.

Sector variants
Built for your industry.
Deployed on your terms.
Kompact AI ships with sector-specific variants, on the same platform, with models filtered and optimised for your domain.

Education

Education

AI across every classroom

Deploy intelligent tutoring, learning, project building, assessment, and content tools across schools and universities without cloud costs or data-sharing concerns.

Healthcare

Healthcare

Clinical AI that stays on-premise

Support diagnostics, documentation, and patient workflows in hospitals and clinics with full data sovereignty and compliance.

Banking & Finance

Banking & Finance

Secure AI for regulated environments

Enable intelligent operations across banks and NBFCs , fraud detection, document processing, customer service , fully within your perimeter.

Retail

Retail

Real-time intelligence at the shelf

Bring AI to retail outlets and chains for demand forecasting, inventory, and customer experience , running locally on existing hardware.

Technical specs

What's under the hood?

Runtime
Kompact AI v0.8
Kernel support
Intel AMX · AVX-512 · ARM SVX
AVX 256 · ARM Neon · SVX
Model types
Text · Speech · Vision · Multimodal
Model size
Up to 32B parameters
Context window
Up to 64K tokens
Batch size
Up to 64
Data types
Full precision · BF16
Multi-tenancy
Built-in JWT tokens
Telemetry
OpenTelemetry · 17 raw metrics
Memory
Elephant: semantic memory optimiser
Deployment
Docker · Kubernetes · GCP · AWS · Azure
OS
Ubuntu · Red Hat · CentOS · Fedora · Suse

At a glance

CONTEXT WINDOW

64K

Context Window
BUILT-IN SERVER CAPABILITIES

MCP, Embeddings, AuthN, AuthZ

Built-in server capabilities
SDK LANGUAGES

Java, C#, JavaScript, Kotlin, C++, C, Rust

SDK Languages
Developer experience

Familiar tools.
Zero new overhead.

Copy code Copy code
HttpClient client = HttpClient.newHttpClient();
String body = """
{"model":"Qwen/Qwen2.5-1.5B-Instruct","messages":[{"role":"user","content":"Where is Bangalore?"}],"max_completion_tokens":1024,"stream":false,"temperature":0.7,"top_p":1,"n":1}
""";
HttpRequest req = HttpRequest.newBuilder()
    .uri(URI.create("http://<IP_ADDRESS>/api/v1/chat/completions"))
    .header("Content-Type", "application/json")
    .POST(HttpRequest.BodyPublishers.ofString(body)).build();
HttpResponse<String> res = client.send(req, HttpResponse.BodyHandlers.ofString());
System.out.println(res.body());
Integrations

Works with the tools your
developers already use.

30+ AI orchestration frameworks. Zero lock-in. One runtime.
Camunda
Continue.dev
bolt.diy
OpenWebUI
n8n
Apache Airflow
LobeChat
AutoGen
GPT-Engineer
Cline
LiteLLM
Vercel
AnythingLLM
Langflow
LlamaIndex
Semantic Kernel
DSPy
Node-RED
Dify
Ollama
Haystack
CrewAI
AutoGPT
LibreChat
LangChain
Community & ecosystem

Built to grow with you.

IIT Guwahati × Kompact AI
Free AI course from IIT Guwahati, co-developed with Ziroh Labs. Certification available for ₹1,200. Launching August 2026.
IIT Guwahati × Kompact AI
KAI Dev Meet
Join the monthly developer meetups to discuss CPU native inference, model optimizations, and share SBox implementations with the community.
KAI Dev Meet
Kompact AI Hackathon
Build and showcase local AI applications running on SBox runtime. Compete for prizes up to ₹5,0,000. Registration opens Fall 2026.
Kompact AI Hackathon
KAI Talks
Expert-led sessions on Sovereign AI, privacy by design, and the future of decentralized computing. Watch live or access the recorded archives.
KAI Talks
Partner programme
Partner with Ziroh Labs to deliver secure, optimized local AI solutions to enterprises. Get dedicated developer support and co-marketing benefits.
Partner Programme

IIT Guwahati × Kompact AI

Free AI course from IIT Guwahati, co-developed with Ziroh Labs. Certification available for ₹1,200. Launching August 2026.

IIT Guwahati × Kompact AI

KAI Dev Meet

Join the monthly developer meetups to discuss CPU native inference, model optimizations, and share SBox implementations with the community.

KAI Dev Meet

Kompact AI Hackathon

Build and showcase local AI applications running on SBox runtime. Compete for prizes up to ₹5,0,000. Registration opens Fall 2026.

Kompact AI Hackathon

KAI Talks

Expert-led sessions on Sovereign AI, privacy by design, and the future of decentralized computing. Watch live or access the recorded archives.

KAI Talks

Partner programme

Partner with Ziroh Labs to deliver secure, optimized local AI solutions to enterprises. Get dedicated developer support and co-marketing benefits.

Partner programme

Perspectives From The Pioneers

“Accessibility is the Key”

Long time ago when we launched Sun and Java, there was a new level of accessibility that came forth to the market. HTML was primarily static. However, we added Java applets and applications went onto the internet...

Scott McNealy
Founder, Chairman and CEO Sun Microsystems

“Kompact AI type of solutions, very very important to democratize AI and provide quality solutions which are affordable, accessible and also sustainable.”

Today marks a very important event in the AI era. Ziroh Labs, a start-up company based out of Bengaluru, has launched Kompact AI, which will be a new approach to inferencing without GPUs and using conventional CPUs...

Prof. Kamakoti Veezhinathan
Director, IIT-Madras

“Kompact AI is the microprocessor for AI”

When I was your age, the computer I worked on most was an IBM 1620. It had 10,000 decimal characters of memory. And you critically were dependent on punch cards... And I think what we're talking about today is equivalent for AI with the invention of the microprocessor...

Dr. William Raduchel
Chairman Opera, Chief Strategic Officer Sun Microsystems, CTO AOL

“I think this discovery that AI can be done using ubiquitous CPUs rather than the rarer and inherently more expensive GPUs, It is the best, one of the most exciting things I have seen in quite a number of years.”

The focus of my work, my desires throughout my entire career has been individual freedom. People often talk in terms of democracy, I can't see how you can have a free society without it being a democratic society...

Dr. Whitfield Diffie
ForMemRS, Turing Award Winner

“So what we have today through Kompact AI is affordable, available, sustainable AI tools and techs on sustainability. I think thanks to Kompact AI, India is kind of getting its chance to innovate again.”

I feel really privileged to be here today with you all. You know, it's interesting that this is a historic moment. We are making history. Let me repeat, today we are making history...

Prof. S Sadagopan
Founder Director, IIIT Bangalore
NEWSROOM

Featured In

Business Line
Bloomberg
Mint
Deccan Chronicle
The Hindu

The AI you need, on the hardware you have.

Get in touch to see Kompact AI running on your infrastructure.

GET STARTED
Decentralized and Distributed
AI for Inference.
Run text, speech, vision, and multimodal AI on the CPUs you already own. Private, fast, and deployable in minutes. On-prem, Cloud, or Edge.
Zero new power infrastructure.
Kompact AI is GREEN.
Open AI
Compatible APIs
64
Batch size
64K
Context window
8+
Languages SDKs
CPU racks in a data centre, servers in a factory floor, laptops in the field, cloud instances you already pay for.
Kompact AI runs on all of it.
One Runtime for every environment.
How it works
Up and Running in three steps.
01
Install Kompact AI on your hardware
Pull from GitHub. Works on any server, workstation, or laptops. No specialised setup required.
02
Pick your models
Choose from a wide variety of foundational and derivative models across text, speech, vision, and multimodal. Sector-specific variants available.
03
Build with familiar APIs
OpenAI-compatible REST API and SDKs in Java, Python, JavaScript, Kotlin, C++, C, C#, and Rust. No new abstractions to learn.
At a glance
View Models
Context window
64K
Built-in server capabilities
MCP, Embeddings, AuthN, AuthZ
SDK Languages
Java, C#, JavaScript, Kotlin, C++, C, Rust
Developer experience
Familiar tools.
Zero
new overhead.
OpenAI-compatible REST APIs :
Migrate existing apps with minimal changes
Full SDK coverage:
Java, C#, Python, Go, Rust, Javascript, C++, C
Full API and SDK documentation on the developer portal.
Ready-made code snippets and referenceable use cases for common sectors.
Copy code Copy code
HttpClient client = HttpClient.newHttpClient();
String body = """
{"model":"Qwen/Qwen2.5-1.5B-Instruct","messages":[{"role":"user","content":"Where is Bangalore?"}],"max_completion_tokens":1024,"stream":false,"temperature":0.7,"top_p":1,"n":1}
""";
HttpRequest req = HttpRequest.newBuilder()
    .uri(URI.create("http://<IP_ADDRESS>/api/v1/chat/completions"))
    .header("Content-Type", "application/json")
    .POST(HttpRequest.BodyPublishers.ofString(body)).build();
HttpResponse<String> res = client.send(req, HttpResponse.BodyHandlers.ofString());
System.out.println(res.body());
Integrations
Works with the tools your developers already use.
30+ AI orchestration frameworks. Zero lock-in. One runtime.
Camunda
Continue.dev
bolt.diy
OpenWebUI
n8n
Apache Airflow
LobeChat
AutoGen
GPT-Engineer
Cline
LiteLLM
Vercel
AnythingLLM
Langflow
LlamaIndex
Semantic Kernel
DSPy
Node-RED
Dify
Ollama
Haystack
CrewAI
AutoGPT
LibreChat
LangChain
Community & ecosystem
Built to grow with you.
IIT Guwahati × Kompact AI
KAI Dev Meet
Kompact AI Hackathon
KAI Talks
Partner programme
IIT Guwahati × Kompact AI
Free AI course from IIT Guwahati, co-developed with Ziroh Labs. Certification available for ₹1,200. Launching August 2026.
IIT Guwahati × Kompact AI
KAI Dev Meet
Join the monthly developer meetups to discuss CPU native inference, model optimizations, and share SBox implementations with the community.
KAI Dev Meet
Kompact AI Hackathon
Build and showcase local AI applications running on SBox runtime. Compete for prizes up to ₹5,0,000. Registration opens Fall 2026.
Kompact AI Hackathon
KAI Talks
Expert-led sessions on Sovereign AI, privacy by design, and the future of decentralized computing. Watch live or access the recorded archives.
KAI Talks
Partner programme
Partner with Ziroh Labs to deliver secure, optimized local AI solutions to enterprises. Get dedicated developer support and co-marketing benefits.
Partner Programme

Perspectives From The Pioneers

“Accessibility is the Key”

Long time ago when we launched Sun and Java, there was a new level of accessibility that came forth to the market. HTML was primarily static. However, we added Java applets and applications went onto the internet...

Scott McNealy
Founder, Chairman and CEO Sun Microsystems

“Kompact AI type of solutions, very very important to democratize AI and provide quality solutions which are affordable, accessible and also sustainable.”

Today marks a very important event in the AI era. Ziroh Labs, a start-up company based out of Bengaluru, has launched Kompact AI, which will be a new approach to inferencing without GPUs and using conventional CPUs...

Prof. Kamakoti Veezhinathan
Director, IIT-Madras

“Kompact AI is the microprocessor for AI”

When I was your age, the computer I worked on most was an IBM 1620. It had 10,000 decimal characters of memory. And you critically were dependent on punch cards... And I think what we're talking about today is equivalent for AI with the invention of the microprocessor...

Dr. William Raduchel
Chairman Opera, Chief Strategic Officer Sun Microsystems, CTO AOL

“I think this discovery that AI can be done using ubiquitous CPUs rather than the rarer and inherently more expensive GPUs, It is the best, one of the most exciting things I have seen in quite a number of years.”

The focus of my work, my desires throughout my entire career has been individual freedom. People often talk in terms of democracy, I can't see how you can have a free society without it being a democratic society...

Dr. Whitfield Diffie
ForMemRS, Turing Award Winner

“So what we have today through Kompact AI is affordable, available, sustainable AI tools and techs on sustainability. I think thanks to Kompact AI, India is kind of getting its chance to innovate again.”

I feel really privileged to be here today with you all. You know, it's interesting that this is a historic moment. We are making history. Let menu repeat, today we are making history...

Prof. S Sadagopan
Founder Director, IIIT Bangalore
NEWSROOM
Featured In
Business Line
Bloomberg
Mint
Deccan Chronicle
The Hindu
VIEW ALL PRESS
The AI you need, on the hardware you have.
Get in touch to see Kompact AI running on your infrastructure.
GET STARTED
Sector variants
Built for your industry.
Deployed on your terms.
Kompact AI ships with sector-specific variants, on the same platform, with models filtered and optimised for your domain.
Contact Sales
Education
AI across every classroom
Deploy intelligent tutoring, learning, project building, assessment, and content tools across schools and universities without cloud costs or data-sharing concerns.
EBox - for education
Healthcare
Clinical AI that stays on-premise
Support diagnostics, documentation, and patient workflows in hospitals and clinics with full data sovereignty and compliance.
HBox - for healthcare
Banking & Finance
Secure AI for regulated environments
Enable intelligent operations across banks and NBFCs , fraud detection, document processing, customer service , fully within your perimeter.
FinBox - for finance
Retail
Real-time intelligence at the shelf
Bring AI to retail outlets and chains for demand forecasting, inventory, and customer experience , running locally on existing hardware.
RBox - for finance
Technical specs
What's under the hood?
Runtime
Kompact AI v0.8
Kernel support
Intel AMX · AVX-512 · ARM SVX
AVX 256 · ARM Neon · SVX
Model types
Text · Speech · Vision · Multimodal
Model size
Up to 32B parameters
Context window
Up to 64K tokens
Batch size
Up to 64
Data types
Full precision · BF16
Multi-tenancy
Built-in JWT tokens
Telemetry
OpenTelemetry · 17 raw metrics
Memory
Elephant: semantic memory optimiser
Deployment
Docker · Kubernetes · GCP · AWS · Azure
OS
Ubuntu · Red Hat · CentOS · Fedora · Suse
Why SBox
Everything you need.
Nothing you don't.
CPU Native Inference
Runs on Intel AMX, AVX, and ARM SVX, covering servers, workstations, laptops and IoTs.
Private by Design
Your data never leaves your infrastructure. Built-in AuthN, AuthZ, and JWT-based multi-tenancy out of the box.
Energy efficient
Zero power required. Run more inference, spend less, emit less.
Sovereign AI
Meet data localisation and regulatory requirements without compromise. Your models, your rules, your jurisdiction.
Deploy anywhere
Docker, Kubernetes, GCP, AWS, Azure. Ubuntu, Red Hat, CentOS, Fedora, Suse. One runtime for every environment.
Extensible
Built-in MCP server, embeddings, and semantic memory. Plug into your existing stack without friction.
Lower TCO
No new hardware needed.
No capital expenditure.
No per-token cloud costs and licensing that scale with your deployment, not your usage.
NUMA - aware
NUMA-aware by design, so you can run the same model or multiple models simultaneously on a single multi-socket system without manual tuning.
CPU Racks
Distributed by Design
Every Kompact AI deployment is fully self-contained.
No centralised infrastructure to route through.
Scale to a hundred locations, each one runs independently, on local hardware, with no dependency on any other node.