QuanCog is an auditable enterprise cognitive layer. Retrieval, generation and the citation chain are all recorded — in the cloud, on your premises, or fully offline.
QuanCog sits in the cognitive layer between your data and your applications. It turns the documents, standards and records you already hold into a knowledge source you can question — where every sentence of an answer carries a citation. It does not replace your databases or your applications; it handles the part in between: reading, finding, and saying where the answer came from.
Its relationship to platforms such as NVIDIA Isaac / Omniverse and Microsoft Industrial Cloud is complementary: they handle simulation, control and production data flow; QuanCog handles the knowledge retrieval and answer generation above them.
One engine, three document situations. Most people arriving here already know which one they are.
A senior engineer retires, and thirty years of judgement leaves with them.
Several reviewers work from the same material, and no two of them have the same version.
The people on the line need an answer at the moment they are not at a desk.
The team holds functional safety credentials (IEC 61508 and ISO 26262) and knows how documents of this kind are structured and reviewed. A person's qualification and a product's capability are separate things; this states only the former.
Six questions, six answers you can check.
Yes. QuanCog supports on-premise deployment in air-gapped environments, with retrieval and generation both happening inside your own environment.
Yes. Retrieval, generation and the citation chain are all recorded, so every sentence points back to its source passage.
Retrieval and question-answering over documents of this kind are in scope. The team holds functional safety credentials and knows how such documents are structured and reviewed.
No. The same service runs on the three major clouds and on-premise; where it runs is your decision.
On a 200-question internal benchmark, retrieval hit rate for Chinese and Japanese was 100% (Wilson 95% CI, measured March 2026).
Yes. Vertical domain tuning assets are something we build up over time, configured to your document situation.
These are deployment profiles of one product, not three products. We express it as for [domain] · in [cloud].
| Deployment | When it fits |
|---|---|
| Cloud | You want to start quickly and your data may leave your own environment. |
| On-Prem | Data may not leave your plant or data centre, including air-gapped environments. |
| Hybrid | Sensitive documents stay on-premise; everything else runs in the cloud. |
Every figure carries its measurement method and its bounds. Figures from different instruments are not added together.
| Metric | Value | Method | Sample | Source and date |
|---|---|---|---|---|
| Retrieval hit rate, Hit@5 | 97.4% | Internal benchmark set, Wilson 95% confidence interval | 200 questions | Internal benchmark · March 2026 |
| Chinese / Japanese hit rate | 100% | As above | As above | Internal benchmark · March 2026 |
| MRR (cross-domain) | 0.945 | Mean reciprocal rank on the same benchmark set | 200 questions | Internal benchmark · March 2026 |
| Inference speed-up (NIM vs Ollama) | 7.3× | Throughput comparison on identical hardware and model | 870 data points | NVIDIA Developer Forum Vol.1 · 31 March 2026 |
| NVIDIA NeMo Guardrails added latency | +2.1% | End-to-end latency difference with guardrails on and off | As above | NVIDIA Developer Forum Vol.1 · 31 March 2026 |
The question, the source passages retrieved, the answer generated and its citations are all retained and inspectable.
Documents you upload belong to you. We process them solely to provide the service and do not make them available to other customers or third parties; the list of processors and the retention periods are in the Privacy Policy. After the service ends, data is retained for 90 days for export and then deleted.
Priced by deployment and seats — please ask. Price depends on where it runs (cloud, on-premise or hybrid), the number of seats, and the size of the knowledge base.
Enterprise customers are covered by an individual service agreement; subscribers through the Microsoft commercial marketplace are covered by the Standard Contract for Microsoft Marketplace, via the Legal Agreement link on that listing. See the QuanCog Terms of Service and Refund Policy.
For teams that want to see it working first. A trial is provisioned after our approval — we will contact you once your request arrives, to confirm your document situation and how you want it deployed.
Request received. We will contact you to confirm the situation and deployment before provisioning.
For Tier-1 organisations, on-premise deployments, or teams with customisation requirements. We walk through the architecture, deployment options and rollout, and answer your security and compliance questions.
Book a briefing →For teams that would rather purchase through their existing Microsoft billing. Subscription and billing are handled by Microsoft Marketplace; which terms apply is governed by the channel order of precedence in the QuanCog Terms of Service.
View on Microsoft Marketplace →Yes. QuanCog supports on-premise deployment in air-gapped environments. Indexing, retrieval and answer generation all happen inside your environment, with no outbound connection required.
Common document formats can be imported, including PDF, Word, Excel, PowerPoint, plain text and Markdown. Scanned files need recognisable text. What works for your material specifically is something a trial confirms.
On a 200-question internal benchmark, retrieval hit rate for Chinese and Japanese was 100% (Wilson 95% confidence interval, measured March 2026). Overall Hit@5 was 97.4%.
The difference is the citation chain and the audit trail. Retrieval, generation and citation are all recorded, so an answer traces back to the passage it came from. The same service runs on the three major clouds and on-premise, so changing where it runs does not mean rebuilding it.
By deployment and seats. Price depends on where it runs (cloud, on-premise or hybrid), the number of seats, and the size of the knowledge base. Contact us for a quote.
Documents from those locations can be imported. How the connection and permission mapping work depends on your environment, and is confirmed during the deployment assessment.
It depends on the number of documents, their formats and the deployment. A trial is provisioned after our approval, and we will contact you to confirm timing rather than quote a number that has nothing to do with your environment.
It is retained for 90 days from the termination date so that you can request an export or a restore, and is then deleted. Enterprise customers may agree a different period in a service agreement, in which case the agreement prevails. See the Privacy Policy.
Retrieval and question-answering over documents of this kind are in scope. The team holds IEC 61508 and ISO 26262 credentials and knows how such documents are structured and reviewed. That is a qualification held by people, not a certification held by the product.
QuanTuring Inc.（量識科技股份有限公司）· Taiwan Uniform Business No. 60433110 · 10F-17, No. 57, Sec. 1, Chongqing S. Rd., Zhongzheng Dist., Taipei City, Taiwan · ask@quanturing.ai
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