The Next Stage of AI is Awareness Private AI Infrastructure Zero Data Harvesting 5×–50× More Efficient Your Data — Your Property Any Model · One Place White-Label Ready Early Beta Open The Next Stage of AI is Awareness Private AI Infrastructure Zero Data Harvesting 5×–50× More Efficient Your Data — Your Property Any Model · One Place White-Label Ready Early Beta Open

Only.
Yours.
SHU.

Your AI should be private.

// The first AI platform for businesses who refuse to trade privacy for power.

Most AI
Trains on your data. Your prompts feed a future competitor.
With SHU
Your ideas stay yours. Your prompts don't train someone else's model.
Most AI
Makes you wait.
With SHU
Your answers arrive before the thought fades.
Most AI
Gets it wrong half the time.
With SHU
Precision in a league of its own.
Most AI
Requires an IT team.
With SHU
Open it. Use it. Simple.
Most AI
Forces you to juggle many models.
With SHU
Any model. Every document. One place. Switch without breaking your workflow.
Others
Sell artificial intelligence.
SHU
Delivers comprehending control.

SHU keeps operational intelligence
inside your organization.

Data Firewall

Your data. Yours.
Always.

We're the data firewall between your business and the AI giants. Even when you leverage GPT-4 or Claude within our interface, your documents are never indexed, stored, or harvested.

We provide Big AI with only the context needed to answer your specific query — then the connection is severed and the data is wiped. With SHU, intelligence is private property.

No data harvesting
No silent training
No leaks

How it works

01
You submit a query with your private documents.
02
SHU passes only the relevant context to the AI model — nothing more.
03
The answer is returned to you.
04
Connection severed. Data wiped. Nothing retained, indexed, or used for training.
05
Store data on your own servers or secure private environments. You own the infrastructure.
Key Competitive Advantage

Key Benchmark Improvements vs ChatGPT.*

Measurable, repeatable, patent-pending improvements over standard LLM and RAG pipelines.

Natural Language
97% superior
relevance and utility on natural-language queries.
Reliability
100% win rate
vs the baseline in per-query scoring at high-confidence thresholds (0.50).
MAP@10
+13.4%
better than standard chunk similarity — and +17.4% over BM25.
Recall & Precision
+8.0% · +5.0%
on Recall@10 and Precision@10 vs standard methods.
Ranking Quality
+9.4%
improvement on MRR@10 (relevance of top-ranked results) vs chunk similarity.
Efficiency & Speed — Improving with Scale
These results are fetched with higher speed and efficiency the larger the knowledge base — and the more users and queries running against it.

What is SHU?

01
Most AI tools want your data. SHU gives you ownership.
02
Others sell artificial intelligence. SHU delivers comprehending control.
03
This isn't just another AI tool. It's a new AI environment.
If you don't want them to use your data —
You use SHU.
5×–50×
Cost & Hardware
Efficiency
0%
Private
By Design
0
Documents
Retained
Models
Supported
Architecture

A wall between you and them.

SHU sits in the middle — sending the minimum, retaining nothing.

Data Flow Diagram
YOUR BUSINESS Private documents SHU FIREWALL Context only Then wiped BIG AI GPT CLAUDE +++ Foundation models CONTEXT ANSWER × Severed after each query · Nothing stored ×
Foundations

Built on four principles.

AI infrastructure designed for controlled environments — without the operational drag.

01 — Sovereignty

Sovereign.

SHU gives you total ownership, safety, and privacy of your data — and our Ingestion-Time Intelligence is our own patent-pending technology.

02 — Performance

Fast.

Built to operate at enterprise-grade speed — for everyone. Less waiting. More doing.

03 — Identity

White-Labeled.

Your AI. Your brand. Your future. Fully customizable for enterprises that want their identity, not ours.

04 — Efficiency

Sustainable.

Most AI carries a massive carbon footprint. SHU runs an efficient model that's as powerful as premium alternatives — with 5×–50× less hardware.

Why Search Fails

The knowledge base gap.

"Your third-party AI is lazy. The next stage of AI is awareness."
QUERY
Failure 01

Keyword misalignment.

The AI hunts for matching strings. You asked one question; it surfaces six that share a word. Right vocabulary, wrong understanding.

Failure 02

Context fragmentation.

RAG retrieves passages, not stories. Pieces returned in isolation lose their relationships — and with them, their meaning.

"HI?" ?? !? ¿ #
Failure 03

Natural language fail.

Ask how a real person speaks, get a confused response. Public models don't understand your business — they're guessing from generalities.

Platform

Private AI shouldn't be complicated.

AI infrastructure designed for controlled environments without operational drag.

01 — Privacy

Your data. Yours. Always.

Documents are never indexed, stored, or used for training. Your data stays private to only you and your organization.

02 — Independence

Own your intelligence infrastructure.

Access any model with no lock-in. Store data on your own servers or secure private environments. AI on your terms.

03 — Efficiency

Where speed meets intelligence.

Built to operate at enterprise-grade speed — for everyone. Less waiting. More doing. Faster thinking. Faster execution.

04 — Productivity

All AI. One place.

Stop switching. Start creating. Prompt, compare, and build across models — seamlessly, without breaking your workflow.

05 — Integration

Intelligence that wears your identity.

Your AI. Your brand. White-label the future. Fully customizable for enterprises. Integrate SHU into your company ecosystem.

06 — Value

Premium AI. Fraction of the cost.

Access leading AI tools at a fraction of the cost. Premium AI without premium chaos. Fully customizable for enterprises.

Intelligence Layer

Intelligence that actually knows your business.

G DR SF GH SHU LIVE

Real-time ecosystem sync

Stop copy-pasting. OpenSHU plugs directly into Gmail, OneDrive, Salesforce, and GitHub. Your AI stays up-to-speed on your latest emails and commits in real-time.

RAG · FLAT SHU · CONNECTED MEANING

Ingestion-time logic

Typical AI uses "Search & Find" (RAG) which often misses the big picture. OpenSHU uses Ingestion-Time Intelligence to securely map your entire knowledge base — understanding the intent of your documentation, not just keywords.

SALES HR ENG

Seat-level access control

Manage users, set seat-level permissions, and silo data. Ensure your Sales team can't see HR's payroll documents, even though they use the same AI.

SHU YOUR BRAND

White-label deployment

It's your AI. Remove the OpenSHU branding and replace it with your company's logo and colors for a seamless internal tool experience. Your AI. Your brand. Your future.

How It Connects

One hub. Every tool.

SHU unifies your stack and understands it deeply.

Ecosystem Hub
GMAIL ONEDRIVE SALESFORCE GITHUB PDF SLACK SHU /HUB
Search & Find vs. Ingestion-Time
MOST AI · RAG Keyword fragments · misses the big picture SHU · INGESTION-TIME Connected meaning · understands intent
Key Advantage

Proactive experiences.

Experiences monitor secure data inputs to trigger notifications, initiate workflows, or execute complex tasks based on real-time intelligence.

01 · Event
Observe
02 · Workflow
Route
03 · Enrichment
Contextualize
04 · Synthesis
Compose
05 · Output
Act
Use Cases

Accelerate your business safely.

01 — Research

Better research.

Conduct 100+ hours of market research in minutes by pointing OpenSHU at your industry PDFs. It finds the nuances, not just the summaries.

IN AI OUT
02 — Automation

Powerful automations.

Build workflows that trigger based on your data. If a Salesforce lead hits a certain stage, let OpenSHU draft the personalized follow-up based on their LinkedIn profile.

AGENT
03 — Agents

Proactive agents.

Train a customer service agent on your actual technical manuals. Accurate, private support — without hallucinating or leaking internal secrets.

Team

Built by operators.

The team behind OpenSHU

MA
ID·01
Marshall Adair
CEO
JM
ID·02
Jon McClure
Co-Founder
& CTO
PR
ID·03
Praveen Reddy
President
Corp Dev
PG
ID·04
Patrick Gruber
Developer
EL
ID·05
Eric Longville
Principal
Software Eng.
Early Access

Don't wait — unleash your
superpowers with SHU.

Early beta is open now. Your business is none of their business.

Sign Up for Beta → Visit openshu.ai