Quantum AI Now with no Quantum Computers
AI based on quantum embeddings for teams whose decisions must stand up to a regulator, an auditor, or a board — in credit, claims, compliance, and the clinic.
Five layers. One reasoning graph.
Every decision replayable, signable, defensible.
QGI ships a deterministic AI stack — Q-Prime embeddings, the QAG Engine, Qualtron generation, Quantum Graph Memory (QGM), and Neural Symbolic Agents — for workflows where decisions must be explained, audited, and defended. Evaluation intake is open for financial services and other regulated workflows.
First applications shipping on the QGI stack.
Q6 is the next QGI model. Uniti Q is the first application built on it — a wellness companion for U.S. veterans operated by Colorful Voices, LLC.
Model - EQ and safety
Coming soon · waitlistQ6 — the intelligence with EQ
EQ-first model with Q-Prime memory, time-aware context, safety-aware behavior, and resource navigation. Planned access through OpenRouter and direct API once model card, pricing, and safety materials are approved.
- Q-Prime quantum-structured memory base
- Time-aware context across sessions
- Wellness-not-clinical safety boundary
Flagship application
Powered by Q6Uniti Q — veteran wellness companion
Uniti Q is a mobile-first wellness companion for U.S. veterans and their families. It is operated by Colorful Voices, LLC and powered by QGI and the Q6 model.
- Operated by Colorful Voices, LLC
- Powered by QGI and the Q6 model
- Lanes for veterans, families, employers, clinicians, government partners
Uniti Q backers
Backer announcement coming. Logos will appear here once disclosure is approved.
QGI is an independent AI product company building a deterministic AI stack for regulated decisions.
QGI ships five layers — Q-Prime embeddings, the QAG Engine, Qualtron generation, Quantum Graph Memory, and Neural Symbolic Agents — for teams whose decisions must stand up to a regulator, auditor, or board. Every output is replayable, signable, and defensible.
Headquartered in San Diego, California. Co-founded in 2024 by Dain Ehring (CEO) and Dr. Sam Sammane (Co-Founder & Chief Scientist).
Key takeaways
- Category: Deterministic AI stack — a successor category to RAG for regulated decisions, not a flavor of it.
- Architecture: Quantum-Augmented Generation (QAG) over a quantum-structured hypergraph that preserves polarity, scope, and cross-rule dependencies.
- Hardware: Runs on standard GPU infrastructure — no quantum computer required.
- Anchor vertical: Financial Services (live). Pilot intake is open for regulated workflows in credit, claims, compliance, and related review processes.
- Open artifacts: Q-Prime on HuggingFace, QAG Engine in public preview, Qualtron and QGM waitlist-open, Neural Symbolic Agents enterprise-only.
- Built by: Dr. Sam Sammane — PhD in formal verification (Université Joseph-Fourier-Grenoble I, 2005), 20 peer-reviewed papers.
Five layers.
One reasoning graph.
QGI gives regulated teams a clear AI operating stack. It connects business rules, data, memory, generation, and workflow controls so decisions can be reviewed, explained, and improved before they reach production.
Enterprise Blueprints package the stack into ready-to-launch workflows. Each blueprint connects Q-Prime and the QAG Engine to customer data, rules, and approvals so teams can deploy faster with decision-grade controls.
Deterministic AI stack
- L5 RuntimeEnterprise
Neural Symbolic Agents
Orchestrates multi-agent workflows. Defends decisions end-to-end.
- L4 MemoryComing soon
Quantum Graph Memory
Time-aware graph memory (QGM). Preserves provenance across sessions.
- L3 GenerationComing soon
Qualtron
Composite 4M-context specialized models for regulated output.
- L2 ReasoningPublic preview
QAG Engine
Seven HSC signals: Relevance, Conflict, Overlap, Redundancy, Coverage, Coherence, Topology.
- L1 FoundationLive
Q-Prime
Quantum-structured embedding model. Encodes polarity, scope, conditions, dependencies.
+ Delivery — Enterprise Blueprints ship every layer into production workflows.
Classical RAG vs. QGI — in four rows.
The same question answered by two different stacks. One retrieves and composes a story. The other reasons against the actual rules and defends every signal it produced.
| Dimension | Classical RAG + LLM Retrieve, prompt, hope. | QGI (QAG) Reason against the rules. | Why it matters |
|---|---|---|---|
| Reasoning | Retrieve nearest-neighbor documents. Ask an LLM to compose an answer from what it guessed was relevant. | Rules, contracts, and records encoded into a quantum-structured hypergraph. The answer is computed against the actual policy. | The decision is made against the real rulebook, not an approximation of it. |
| Explanation | Post-hoc narrative. The LLM writes a story about why it answered — after it already answered. | Explanation is the decision. Generated from the same graph that produced the answer. | A regulator asks "why?" — you show the graph, not a story. |
| Contradictions | Hidden. The LLM smooths over conflicting evidence and ships a confident answer anyway. | Surfaced as seven explicit signals — Hilbert-Space Compacting exposes every conflict before generation. | You stop shipping decisions that quietly violate a rule you forgot to retrieve. |
| Replay | Approximate. Re-running the same query can produce a different answer, with a different rationale. | Deterministic. Same graph, same signals, same decision — replayable bit-for-bit. | Audit asks for the exact decision from last quarter. You reproduce it. |
Build with us, or deploy in your enterprise.
The stack is designed for two audiences. Engineers who want to evaluate quantum-structured embeddings and deterministic reasoning start on the open layers. Regulated teams with a live decision problem start with a scoped pilot.
For engineers & researchers
Start on the open layers.
Review Q-Prime, explore the deployment templates, and request QAG Engine preview access when you are ready to test a workflow.
For regulated teams
Start with a scoped pilot.
Tell us the business decision you want to improve. We define a focused pilot, connect the right data and approval steps, and show how QGI makes the process easier to review and trust.
Financial Services first.
Regulated next.
Every "RAG + LLM" workflow in a regulated vertical becomes QAG — deterministic reasoning over the actual rules, contracts, and records that decide the outcome.
Financial Services is live today. Insurance, Healthcare, and Government are on the 2026 roadmap with open pilot intake through the contact form.
Vertical
LiveFinancial Services
Mortgage compliance, credit, claims, AML/KYC, insurance, capital markets
Read vertical →Vertical
Coming soonInsurance
Underwriting, claims adjudication, fraud investigation
Request pilot intake →Vertical
Coming soonHealthcare
Clinical decisioning, regulatory reasoning, payer-provider workflows
Request pilot intake →Recent announcements.
Product launches, enterprise evaluations, and press coverage.
QGI launches the deterministic AI stack
Five layers — Q-Prime, QAG Engine, Qualtron, QGM, and Neural Symbolic Agents — delivered through Enterprise Blueprints. Built for regulated workflows where decisions must be defended.
QAG Engine public preview
Quantum-Augmented Generation — QGI’s successor category to RAG — opens to application-based access. GA targeted for June 21, 2026.
QGI unveils Q-Prime on HuggingFace
Q-Prime introduces quantum-structured embeddings for rule-heavy enterprise data, available through the QGI managed API.
In the press: Quantum Zeitgeist AiThority
Dr. Sam Sammane — Co-Founder & Chief Scientist
PhD, Formal Verification · 20 peer-reviewed papers · Architect of the QGI stack
QGI is architected by an engineer whose PhD was the formal verification of real hardware — the discipline of proving, not hoping, that a system behaves correctly. The stack you see is that discipline applied to AI: quantum-structured encoding, reasoning that exposes contradictions, and a runtime that preserves provenance end-to-end.
Most systems deliver answers from inside a sealed box.
You are told the result.
You are asked to trust it.
We reject the box.
At QGI, the intelligence is the decision,
the explanation,
and the evidence —
all at once.
No guessing.
No faith.
Only what can be seen.
The company behind the stack.
Founder-led. San Diego-based. Built for regulated AI. Read how we think, who we are, and what we're hiring for.
About QGI
Mission, the 5-layer stack, and how we got here.
Read the story →Team & Founders
Dain Ehring (CEO), Dr. Sam Sammane (Chief Scientist), Research Council.
Meet the team →Blog
Deep dives from the people who build the stack. New
Read technical posts →Careers
Three full-time roles plus internships in AI coding, legal research, empathy research, and security.
See open roles →Trust
Deployment, data handling, and compliance posture.
See guarantees →News
Product launches, enterprise evaluations, press coverage.
Read announcements →Press Room
Boilerplate, bios, fact sheet, and press release archive.
Open press room →Philosophy
The principles behind every layer of the QGI stack.
Read "That Cat" →Ready to deploy intelligence that can be trusted?