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

NVIDIA NIM Inference Boost

2

USPTO Patent Applications Filed

Google for Startups

Microsoft for Startups

Anthropic Claude Partner Network

ProductsProduct Solutions

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

Document scenarios: manufacturing and equipment documentation · audit and quality-assurance documentation · functional safety (IEC 61508 / ISO 26262) and regulatory documentation

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 + two USPTO patent applications filed — an unreplicable competitive moat

One Engine, Cloud or On-Premise

QuanCog runs the same engine in the cloud and fully air-gapped on-premise; where the data lives is the enterprise's call. The underlying model or cloud provider can be changed as needs change, with built-in fallback so a single node failure does not take down core operations.

> Deployment: cloud / on-prem
> Engine: same build, both
> Fallback: Enabled ✓
> Data residency: your call

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 ⚡ USPTO Patent Applications Filed

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

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

quancog_cognitive_layer.config

UpdatesLatest Updates

Latest news and technical updates from QuanTuring

📰 Press Release

QuanTuring selected for the TAI1 AI Accelerator — StarFab and NVIDIA Inception

Selected for the TAI1 AI Accelerator

QuanTuring has been selected for the second cohort of TAI1, Taiwan's first AI accelerator, run by StarFab with NVIDIA Inception program resources. We bring QuanCog to manufacturing-focused field validation with Taiwan's leading industries.

QuanCog is now available on Microsoft Marketplace

QuanCog on Microsoft Marketplace

QuanCog is now listed on Microsoft Marketplace. Purchase through your existing Azure billing and sign in with your organisation's Entra ID. Sentence-level citations, refusal when the evidence isn't there, one engine from cloud to fully on-premises.

QuanTuring advances to the NVIDIA Inception Grand Challenge Top 40 semi-finals

Advancing to the NVIDIA Inception Grand Challenge Top 40

From 500+ startups into the NVIDIA Inception Grand Challenge Top 40 semi-finals — QuanCog, an audit-grade enterprise knowledge platform, applied to a real problem in electronics manufacturing.

QuanTuring selected for Microsoft for Startups ISV Success

Selected for Microsoft for Startups ISV Success

Selected for Microsoft for Startups ISV Success — the track that led to QuanCog's Microsoft Marketplace listing.

QuanTuring x Anthropic Claude Partner Network

Joins Anthropic Claude Partner Network

Joining Anthropic CPN (Services Track) on a shared belief in AI safety — accelerating the soul of enterprise cognition with Claude.

QuanTuring first public keynote at DIGITIMES 2026 Sovereign AI Forum

First Public Keynote: DIGITIMES Sovereign AI Forum

QuanTuring's first public keynote and the debut of QuanCog — sovereign AI in practice, where deployment flexibility is the new sovereignty.

QuanTuring x Garage+ Startup Global Program S26

Selected for Garage+ Startup Global Program S26

Joining Taiwan's flagship accelerator S26 cohort, connecting with global investors and industry ecosystem.

QuanTuring x Microsoft for Startups

Joins Microsoft for Startups

Gaining Azure cloud credits and GitHub Copilot support to accelerate Physical AI cognitive layer development and deployment.

QuanTuring x AWS Activate

Completing the AI Ecosystem Trifecta — Joins AWS Activate

NVIDIA + Google + AWS — full coverage from on-premise to cloud for enterprise AI deployment.

QuanTuring x Google for Startups

Expanding Multi-Cloud AI Infrastructure — Joins Google for Startups

Combining NVIDIA compute with Google Cloud ecosystem to build enterprise-grade multi-cloud cognitive layer infrastructure.

QuanTuring Joins NVIDIA Inception

QuanTuring Officially Joins NVIDIA Inception Program

Leveraging advanced AI computing to accelerate enterprise Physical AI cognitive layer development.

⚙️ Tech Publications

NIM vs Ollama benchmark on NVIDIA Developer Forum

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

Full benchmark published on NVIDIA Developer Forum, comparing NVIDIA NIM and Ollama performance on the NVIDIA Blackwell architecture.

🎬 Videos

2026.08.02

Introducing QuanCog | QuanTuring

The audit-grade enterprise knowledge platform — every answer cites its source.

2026.06.22

QuanCog at COMPUTEX 2026 — Zero-Hallucination Enterprise Knowledge | QuanTuring

Our COMPUTEX 2026 showcase film

2026.06.12

QuanNews Demo — From Financial PDF to Daily Pipeline | QuanTuring

A financial PDF, into the daily intelligence pipeline

2026.03.03

Meet QuanTuring — Enterprise Agents, Zero Friction

Brand film

Visit YouTube Channel →

Case StudiesCase Studies

Real customers, real numbers — anonymized and auditable

Multinational enterprise

QuanCog · Enterprise Knowledge Engine

97.4%

Hit@5 (200Q · Wilson 95% CI)

100%

Chinese & Japanese Retrieval

A multinational's documents sit across offices, each under different regulatory requirements. QuanCog makes existing knowledge queryable across borders — every sentence cites its source document and page, and it declines when it cannot find grounds. Deploy on cloud, hybrid, or fully on-premises — one engine. Listed on Microsoft Marketplace after certification and technical validation — purchased through your existing Azure subscription and billing, with no new vendor onboarding.

QuanCog is now available on Microsoft Marketplace

Book a Demo →

F&B Chain

Google for Startups

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 of QuanTuring

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 patent applications filed 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.

Personal credential: certified in functional safety (IEC 61508 / ISO 26262).

11+

yrs ITRI
AI & Edge AI

2

USPTO Patent
Applications Filed

108

Startups
Mentored

97.4%

RAG
Accuracy

Unlock Your Enterprise AI Blueprint

Share your needs — QuanTuring's Chief Architect will contact you within five business days (Taiwan business days, UTC+8)!
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 five business days (Taiwan business days, UTC+8).