THE COGNITIVE LAYER OF PHYSICAL AI

Awakening Enterprise Tacit Knowledge,
Building the Cognitive Layer for Physical AI.

QuanTuring builds the cognitive layer infrastructure for Tier-1 manufacturers, research institutes, and regulated industries. From technical decks, internal documents, industry research, to patent libraries — we transform static assets into conversational, citable, traceable AI knowledge partners. Cloud, on-premise, or hybrid — your choice. Data sovereignty guaranteed. Decision-making accelerated.

Explore QuanCog Solutions Book a Demo →

97.4%

RAG Accuracy Hit@5

7.3x

NIM Inference Boost

2

US Patents Pending

ProductsProduct Solutions

For Tier-1 manufacturers, research institutes, and regulated industries — three vertical solutions, one-click QuanCog launch.

QuanCog for R&D

30 years of retired engineers' tacit knowledge — gone forever?

SOPs, process docs, patent maps, paper databases — one-stop AI knowledge partner
New hires skip the 3-month learning curve — ask AI like asking the master
Company data never leaves — fully on-premise · IP control compliant

→ Explore QuanCog for R&D

QuanCog for Financial

20 years of dormant internal reports — review boards and investment decisions need instant integration?

Multi-reviewer shared KB + dashboard for opinion consolidation
Audit log + encryption + complete data isolation — financial governance compliant
From DD, compliance checks to investment review — every AI citation is traceable

→ Explore QuanCog for Financial

QuanCog for Physical AI

Robots need a Cognitive Layer that reads SOPs?

The Cognitive Layer of the Physical AI 4-Layer Stack
24/7 knowledge partner for operators · Instant SOP and troubleshooting retrieval across production lines
Complementary stack with NVIDIA Isaac, Omniverse, and Microsoft Industrial Cloud

→ Explore QuanCog for Physical AI

TechnologyCore Architecture

Three-layer proprietary architecture + dual patent protection — an unreplicable competitive moat

Multi-Model LLM Router

Hot-swap between GPT, Claude, Gemini, Llama and more top models in real-time, completely breaking free from single vendor lock-in. Enterprise-grade intelligent routing with fault tolerance (Fallback) ensures 99.9% availability even when individual nodes fail.

> Router: Active
> Models: 4 (GPT/Claude/Gemini/Llama)
> Fallback: Enabled ✓
> Availability: 99.9%

Hybrid-Cloud Data Sovereignty

Pioneering "sensitive data processed on-premise, AI models synced from cloud" hybrid architecture. Directly addressing the #1 barrier for 78% of enterprises adopting AI — achieving absolute data residency (On-Premise). Fully compliant with GDPR and stringent regulatory requirements.

> Mode: Hybrid-Cloud
> Data: On-Premise ✓
> Sync: Models Only
> GDPR: Compliant ✓

In-House RAG Engine & Pipeline ⚡ Patent Pending

A fully in-house RAG core and pipeline, reinforced by two USPTO patents that deepen how LLMs interact with people — high accuracy layered with high engagement, to truly Make AI with Soul.

> Engine: in-house RAG
> Patents: 2× USPTO
> Hit@5: 97.4%
> Soul: on

quancog_cognitive_layer.config

Case StudiesCase Studies

Real customers, real numbers — anonymized and auditable

Design R&D Consultancy

QuanCog · Enterprise Knowledge Engine

97.4%

Hit@5 (200Q · Wilson 95% CI)

100%

Chinese & Japanese Retrieval

A European design R&D consultancy's hybrid deployment: the cognitive layer runs in the cloud while the knowledge base stays on-premises — no VPN, no inbound connections, and every answer is sentence-level cited and auditable. Now being listed on Microsoft Marketplace (architecture validation passed), so enterprises will be able to adopt it through their existing Azure subscription.

QuanCog is heading to Microsoft Marketplace

Book a Demo →

F&B Chain

QuanBrand · SMB Growth Service

14 Days

Full Turnaround

#17 → #5

Google Maps Local Ranking

Fourteen days at an F&B chain: at handover, its Google Maps local ranking sat at #17, the website was infected with malware, and there was zero data tracking. Fourteen days later — ranked #5, website repaired and hardened, GA4 and Business Profile fully live, an AI support bot answering late-night messages, and an automated monthly report that lets the owner see growth for the first time.

Meet QuanBrand →

EcosystemTechnology Ecosystem

Built on world-class infrastructure, recognized by leading technology programs

Official Programs Four Global Cloud Ecosystems

NVIDIA Inception Program Official Startup Accelerator Member

Google for Startups Cloud Program Google Cloud Startup Ecosystem Member

AWS Activate AWS Official Startup Accelerator Member

Microsoft for Startups Microsoft Official Startup Accelerator Member

Taiwan Flagship Accelerator

Garage+ Startup Global Program Taiwan Flagship Accelerator S26 Cohort

Edge Computing

Innovedus (Kneron Group) Edge AI Chips & Inference Engine

Cloud Infrastructure

Google Cloud Cloud Computing & AI Platform

AWS Cloud Deployment & Operations

Azure Cloud Services & Enterprise Integration

This product is built on the infrastructure of the platforms listed above. All names and trademarks are property of their respective owners, used for descriptive purposes only, and do not imply endorsement or affiliation.

FounderThe Mind Behind

Making AI with Soul starts with one person's conviction

Allen Chen 陳君瑋

Founder & CEO

Invited to present NTU Physics PhD research in Germany and Ireland. Spent 11 years at ITRI (Industrial Technology Research Institute), progressing from sensor hardware design to AI and Edge AI project development, from engineer to department head — with comprehensive R&D and enterprise-scale budget management experience (leading teams and managing million-dollar projects).

After identifying the core pain points of 100+ startups adopting AI (data security, technical barriers, cross-cloud vendor lock-in), founded QuanTuring in 2025. Committed to leveraging NVIDIA and cloud-giant certified multi-cloud/on-premise hybrid architecture, with two USPTO patents that strengthen how LLMs interact with people, to eliminate AI hallucinations and build the trusted cognitive layer infrastructure for Physical AI — for Tier-1 manufacturers, research institutes, and regulated industries.

11+

yrs ITRI
AI & Edge AI

2

US Patents
Pending

108

Startups
Mentored

97.4%

RAG
Accuracy

Unlock Your Enterprise AI Blueprint

Share your needs — QuanTuring's Chief Architect will contact you within 24 hours!
You'll receive for free:

✓Feasibility Assessment — identify the best AI Agent scenarios

✓Data Sovereignty Architecture — ensure compliance with security standards

✓NVIDIA Ecosystem Resources — accelerate your POC

✉️

ask@quanturing.ai

📞

+886-918-706-433

📍

10F-17, No. 57, Sec. 1, Chongqing S. Rd., Zhongzheng Dist., Taipei

✓

Request Received!

A QuanTuring specialist will contact you within 24 hours.

Awakening Enterprise Tacit Knowledge,Building the Cognitive Layer for Physical AI.

97.4%

7.3x

2

ProductsProduct Solutions

QuanCog for R&D

QuanCog for Financial

QuanCog for Physical AI

TechnologyCore Architecture

Multi-Model LLM Router

Hybrid-Cloud Data Sovereignty

In-House RAG Engine & Pipeline ⚡ Patent Pending

UpdatesLatest Updates

📰 Press Release

QuanCog Is Heading to Microsoft Marketplace

Joins Anthropic Claude Partner Network

First Public Keynote: DIGITIMES Sovereign AI Forum

Selected for Garage+ Startup Global Program S26

Joins Microsoft for Startups

Completing the AI Ecosystem Trifecta — Joins AWS Activate

Expanding Multi-Cloud AI Infrastructure — Joins Google for Startups

QuanTuring Officially Joins NVIDIA Inception Program

⚙️ Tech Publications

NVIDIA Developer Forum Publication: NIM vs Ollama — 7.3× inference speedup, 2.1% Guardrails overhead

🎬 Videos

Case StudiesCase Studies

QuanCog · Enterprise Knowledge Engine

97.4%

100%

QuanBrand · SMB Growth Service

14 Days

#17 → #5

EcosystemTechnology Ecosystem

FounderThe Mind Behind

Allen Chen 陳君瑋

11+

2

108

97.4%

Unlock Your Enterprise AI Blueprint

Request Received!

Awakening Enterprise Tacit Knowledge,
Building the Cognitive Layer for Physical AI.