Quantum General Intelligence (QGI) Emerges From Stealth To Make AI Admissible For Regulated Industries

PALO ALTO, CA — Quantum General Intelligence Inc. (QGI) today announced its public launch and a planned $3M SAFE financing to build neural symbolic, quantum-accelerated decision infrastructure for highly regulated industries. Designed for mission-critical use cases in financial services, insurance, healthcare, and government, QGI's platform targets decisions that must withstand regulatory review, legal challenge, and board-level scrutiny.

Leadership Team

Co-founded by CEO Dain Ehring, previously founder of Dorado (the first cloud platform that processed a significant share of U.S. mortgage originations under direct regulatory oversight), and Chief Scientist Officer Dr. Sam Sammane, an AI ethicist and serial entrepreneur in regulated science and enterprise AI, QGI is built for environments where black-box systems are unacceptable.

"Regulated enterprises don't need another chatbot—they need AI they can defend. QGI is building decision-grade infrastructure so that when a model touches a credit file, a medical claim, or a government benefit, every step of reasoning is deterministic, replayable, and admissible."

The Technology

QGI's decision engine combines neural models for perception and language with symbolic logic and constraints that govern decision pathways, yielding deterministic, fully auditable outcomes whose reasoning can be replayed and inspected by regulators and courts.

"Neural symbolic AI gives us a way to combine the pattern-finding power of neural networks with the explicit guarantees of formal logic. QGI is architected so constraints, obligations, and ethics are first-class citizens—not after-the-fact guardrails."

Early Traction

Early pilots include a top-five U.S. mortgage lender replacing manual underwriting and compliance review—reducing analysis time by up to 80% versus legacy tools and LLM-only approaches—as well as evaluations with a Fortune 50 data company and a leading compliance vendor.

Use of Funds

QGI will use the planned SAFE round to expand its engineering and research team in the Bay Area, deepen pilots in regulated financial decisioning, and extend the platform into insurance, healthcare, and government risk scoring. The company is currently engaging a small circle of Sand Hill–based venture firms and a leading Silicon Valley law firm as it transitions from stealth pilots to a broader commercial rollout.