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Press & Media.

Everything a journalist, analyst, or investor-relations team needs to write about QGI in one place — boilerplate, fact sheet, bios, downloadable logos, and recent coverage.

For interviews, briefings, or advance review of announcements, please use the media contact below.

Boilerplate

Approved company description.

Copy-paste for end-of-release "About" paragraph.

Quantum General Intelligence Inc. (QGI) is a deterministic-AI company building the five-layer stack that regulated workflows use when a decision has to be explained, audited, and defended. The stack is composed of Q-Prime (quantum-structured embedding model, live on HuggingFace), the QAG Engine (Quantum-Augmented Generation reasoning platform, public preview), Qualtron (4M-context composite model architecture, coming soon), Quantum Graph Memory or QGM (time-aware graph memory, coming soon), and Neural Symbolic Agents (enterprise runtime). Enterprise Blueprints — mostly forks of NVIDIA AI Blueprints wired to Q-Prime and the QAG Engine through the QGI Enterprise Factory — provide the delivery surface. QGI's anchor vertical is Financial Services, focused on mortgage compliance, credit, claims, AML/KYC, and regulated review workflows.

Last reviewed April 23, 2026

Fact sheet

At a glance.

Legal name
Quantum General Intelligence Inc.
Brand
QGI
Founded
2024
Headquarters
San Diego, CA
Website
https://qgi.dev
Co-Founder & CEO
Dain Ehring
Co-Founder & Chief Scientist
Dr. Sam Sammane (Ghiath Al Sammane)
Anchor vertical
Financial Services (mortgage compliance, credit, claims, AML/KYC)
Stack layers
Q-Prime, QAG Engine, Qualtron, Quantum Graph Memory, Neural Symbolic Agents
Delivery surface
Enterprise Blueprints (NVIDIA × QGI)
Funding
Founder-funded
Category
Deterministic AI / Quantum-Augmented Generation (QAG)
Leadership

Bios & photos for press use.

Dain Ehring

Co-Founder & Chief Executive Officer

Dain Ehring is Co-Founder and Chief Executive Officer of Quantum General Intelligence Inc. A Silicon Valley veteran, Dain has spent four decades building category-defining software platforms — including Dorado, which became the backbone of modern US mortgage decisioning — at the intersection of AI, financial infrastructure, and regulated markets.

At QGI, Dain leads go-to-market and partnerships, anchoring the company in regulated industries where determinism, explainability, and defensibility are compliance requirements rather than preferences. He has served at Sun Microsystems, IBM, Unisys, and NeXT; founded Dorado and Dain Allen LLC; and served on boards across fintech, infrastructure, and enterprise software.

Dr. Sam Sammane

Co-Founder & Chief Scientist

Dr. Sam Sammane (Ghiath Al Sammane) is Co-Founder and Chief Scientist of Quantum General Intelligence Inc. and the architect of the QGI deterministic AI stack — Q-Prime, the QAG Engine, Qualtron, Quantum Graph Memory, and Neural Symbolic Agents.

He holds a PhD in Formal Verification from Université Joseph-Fourier-Grenoble I, with 20 peer-reviewed papers across formal verification, theorem proving, decision methods, and mixed-signal circuits. His contribution to QGI is the architectural translation of formal-methods discipline into production AI: reasoning that exposes contradictions before generation, provenance preserved end-to-end, and decisions that replay identically under audit.

Logos

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Media contact

Briefings, interviews, advance review.

QGI Media Relations

Press inquiries

For interviews, briefings, and advance review of announcements. We respond within one business day.

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Analyst relations

Industry analysts

For analyst briefings on the QGI stack (Q-Prime, QAG Engine, Qualtron, QGM, Neural Symbolic Agents) and regulated-industry use cases.

Request a briefing

Investor inquiries: investor intake. Enterprise pilots: enterprise intake.

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