User Device
Workstation, tablet, classroom kit
Intel Core Ultra · GPU / NPU
Private AI for institutions and enterprises at scale.
Subscription-free, offline, Intel-powered AI platform that turns a standard workstation into shared local intelligence for up to four users at once — no internet, no cloud reliance, total privacy.
- Intel Core Ultra · GPU/NPU
- 1:4 multi-user workstation
- On-prem deployable
- Subscription-free
What is EdgeAI
The AI runs where the user is.
Same AI your child uses in SchoolExl — but the brain stays inside the building, never round-trips to a distant cloud. That’s EdgeAI.
EdgeAI Node
Intel Core Ultra · Sumeru SLMs
Answer · Vision · Voice
All locally generated
Runs on-premiseData stays localZero round-trips
The Challenge & The Alternative
Cloud AI was never built for real-world work.
Subscriptions stack up. Latency kills the moment. Sensitive data crosses borders. EdgeAI takes a different stance.
Limitations of Cloud AI
- Recurring subscriptions
- Internet dependency
- Latency
- Privacy concerns
- Limited control
EdgeAI: The Solution
- No subscriptions
- Real-time response
- 100% offline
- Full privacy
- Enhanced customization
1:4 Multi-User Workstation
One Intel Core Ultra workstation. Four users at once.
EdgeAI turns a standard workstation into a shared AI node. CPU runs normal computing; the integrated GPU and NPU run AI for up to four concurrent users — without subscription dependency or cloud reliance.
4 concurrent users
Chat & language
Audio · voice
Vision · OCR
Reasoning
Intel Core Ultra · GPU / NPU
CPU
Normal computing
GPU
AI inference
NPU
AI offload
Local SLM
Edge models
1:4
Users per workstation, simultaneously
0
Per-token or per-seat subscription cost
100%
Offline · data stays in the building
Purpose-Built SLMs
Six Small Language Models, each tuned for a job.
Sumeru is our proprietary edge-SLM suite — distilled from large LLMs to be privacy-focused, classroom-safe and on-device deployable. From 100 MB to 2 B parameters.
100 MB
Research Mini
Sumeru-rm
The lightest, fastest model — tuned for short queries and embedded workflows.
256 MB
Audio
Sumeru-a
Audio-native: voice interaction, sound identification, real-time transcription.
256 MB
Thinking
Sumeru-t
Step-by-step reasoning for plans, breakdowns and structured analysis.
450 MB
Vision
Sumeru-v
Vision-based intelligence — diagram parsing, OCR, handwritten understanding.
1 B
Intelligent
Sumeru-i
The everyday workhorse. General language understanding across domains.
2 B
Research
Sumeru-r
Deep research and long-context analysis for knowledge-heavy workflows.
Diverse Capabilities
A domain-speedy foundation for any workflow.
Five core capabilities — combined and routed across the Sumeru SLMs on the workstation.
Language understanding
Read, summarise, draft and answer across domains — locally, with full context.
Audio & voice interaction
Hands-free Q&A, dictation and natural conversation — no wake-word lag.
Sound identification
Detect events, faults and anomalies from raw audio on the factory floor or in the ward.
Vision-based intelligence
Read whiteboards, scan documents, inspect a defect, interpret a diagram — locally.
Offline reasoning
Plan, decide and explain — even on workstations with zero internet connectivity.
Total cost of ownership
Cut your LLM bill by 60–80% over five years.
Cloud-based LLM APIs charge per token, every month, forever. EdgeAI is a one-time depreciable asset that gets cheaper every day it runs.
1:4
Concurrency
Users per workstation, simultaneously
₹0
Per-token
No usage-based charges, ever
0
SLMs
Audio · Vision · Thinking · Intelligent · Research
0%
On-prem
Inference never leaves your building
5-year math (illustrative)
₹50k/month cloud LLM bill × 60 months = ₹30L. EdgeAI: ₹0 recurring after one-time hardware. Reclaim 24+ months of cloud spend.
Ideal Use Cases
Built for any place where data can’t leave the building.
Education
Classroom-safe AI for schools and labs — curriculum assistants, assessments and tutoring without sending student data to the cloud.
Branch offices
Offline field operations for banks, government and logistics. Run the same AI assistant whether the link is up or not.
Healthcare
Patient-data-safe assistants for clinical notes, imaging triage and ward operations — never leaves the building.
Manufacturing
On-line, on-floor inference for defect detection, work-instruction copilots and sound-based fault alerts.
Retail
Store-side assistants for inventory, planogram checks and customer Q&A — even when the back-of-house WiFi drops.
Secure enterprise
Knowledge assistants for legal, defence and regulated industries. Air-gapped by design, audited by default.
Why Organizations Care
Four reasons EdgeAI ships into production.
No subscription cost
One-time deployment. No per-seat, per-token or per-month fees. The unit economics finally make sense at scale.
Offline by design
Internet-independent. Data stays in the building. Compliance teams sleep easier; latency is predictable.
Performance-efficient
Inference is offloaded to the integrated GPU/NPU, leaving the CPU free for normal computing.
Low-latency local inference
Local node inference layer — responses in milliseconds, not seconds. No round-trips to a distant region.
Security & compliance
Built for the room where compliance lives.
EdgeAI is what you give to a CISO who has stopped trusting "trust us" — six audit-ready pillars, zero cloud round-trips.
Data residency
Every byte of inference and storage stays inside your network perimeter. No data leaves the building.
Air-gap deployment
Run EdgeAI completely disconnected from the internet. Updates delivered via signed offline packages.
GDPR & SOC2 ready
Compliance documentation, DPA templates and audit packs available for your legal review.
Audit logs
Every query, every response, every model call — captured, signed, exportable to your SIEM.
Encryption everywhere
AES-256 at rest, TLS 1.3 in transit. Hardware-secured key storage on the workstation.
Role-based access + SSO
RBAC out of the box, SSO/SAML integration with Okta, Azure AD and Google Workspace.
Compliance packs available on requestDPA · SOC2 · ISO 27001 mapping · pen-test reports
Proven & Extendable
Already shipping. Ready to extend to your workflow.
Current Implementation · SchoolExl
Built for classrooms.
EdgeAI already powers SchoolExl — World’s first vision and voice AI ecosystem for education. Two production modules ship today, with more on the way.
- Curriculum assistant
- Assessments engine
Enterprise-Ready
Built for your business workflow.
The same platform extends to legal, healthcare, manufacturing, banking — anywhere data has to stay local and the workflow has to run.
- Admin layer
- Custom dataset training
- Fine-tuning
- RAG on private data
- Workflow adaptation
Deployment tiers
Three ways to ship EdgeAI.
Start with a single workstation. Scale to a district or an enterprise. Same SLMs, same security posture, different commercial envelope.
Single Workstation
Pilot EdgeAI with one team, one workstation.
- 1 Intel Core Ultra workstation
- 1:4 concurrent users
- Audio + Vision + Intelligent SLMs
- Basic admin dashboard
- Email support (next-business-day)
Most chosen
Department
5–25 workstations for a school, district or business unit.
- 2–25 workstations
- All 6 Sumeru SLMs
- Centralised admin + SSO
- Custom dataset training
- Priority support · 4-hour SLA
Enterprise
Multi-site, multi-country, custom fine-tuning.
- Unlimited workstations
- On-prem air-gap deployment
- Custom model fine-tuning
- Dedicated solutions architect
- Premium support · 1-hour SLA + 24/7 escalation
MSA & DPA templatesSecurity questionnaire prefilledPO · NET-30 · NET-60 accepted
All tiers include one-time hardware + annual support contract. No per-token, no per-seat, no surprise bills.
Procurement, answered
Eight questions IT and procurement always ask.
An Intel Core Ultra workstation with integrated GPU and NPU. We ship pre-configured units, or your IT team can provision from a hardware spec sheet we provide. One workstation supports four concurrent users.
Have a question not covered here? Email edgeai@schoolexl.com — your reply lands in our solutions architect's inbox, not a ticket queue.
The Vision
The classroom of tomorrow runs on EdgeAI.
Private. On-premise. Subscription-free. For every learner, every district — from a one-room school in Bihar to a 5000-student campus in Singapore.
Every Learner
AI tutors that know each child by name.
From the first day of class to the final mock, on-device.
Every Classroom
Curriculum-aligned, teacher-trained.
Built with educators, audited by them.
Every District
On-prem at scale, zero subscription drag.
One-time deployment, year-after-year compounding.
Subscription-free, offline, Intel-powered AI for any workflow.
Book a deployment consultation. We’ll size the workstation, shortlist the SLMs and map it to your environment in a single call.