End-to-End Deterministic AI Chunkless RAG for regulated teams.
For FS and insurance teams whose decisions must hold up to regulators, auditors, and boards.
Five layers. One graph. Every decision replayable and defensible.
Q-Prime, QAG, Qualtron, QGM, and custom agents — one stack for auditable decisions. Demos in progress — see announcements.
QGI is an independent AI product company building an end-to-end deterministic AI platform for regulated financial and insurance decisions.
QGI ships encoding, Chunkless RAG, custom agents, and blueprint delivery — for teams whose decisions must stand up to a regulator, auditor, or board.
San Diego, CA · Co-founded 2024.
Key takeaways
- Category: Chunkless RAG (QAG) — reasoning over full rulebooks, not retrieved chunks.
- Stack: Q-Prime → QAG Engine → Agents → Blueprints. Qualtron & QGM on roadmap.
- Hardware: NVIDIA CUDA-Q on commodity GPUs — no QPU required.
- Verticals: Financial services & insurance. Evaluations in progress.
End-to-end.
One reasoning graph.
Q-Prime encodes rules and records. The QAG Engine applies Chunkless RAG. Custom Agents orchestrate workflows. Enterprise Blueprints deliver to production.
Deterministic AI stack
- L5 RuntimeEnterprise
Neural Symbolic Agents
Orchestrates multi-agent workflows. Defends decisions end-to-end.
- L4 MemoryRequest demo
Quantum Graph Memory
Time-aware graph memory (QGM). Preserves provenance across sessions.
- L3 GenerationRequest demo
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.
Traditional RAG vs. Chunkless RAG — in four rows.
One chunks and composes a story. The other reasons against the full rulebook.
| Dimension | Traditional RAG Chunk, retrieve, hope. | Chunkless RAG (QAG) Reason against the rules. | Why it matters |
|---|---|---|---|
| Reasoning | Chunks documents, retrieves neighbors, asks an LLM to compose an answer. | Encodes the full corpus as a graph. Reasons over structure — not fragments. | Decisions against the real rulebook. |
| Explanation | Post-hoc narrative written after the answer. | Explanation is the decision — from the same graph. | Show the graph when a regulator asks "why?" |
| Contradictions | Hidden — conflicting evidence smoothed over. | Seven explicit decision signals before generation. | Stop shipping decisions that violate unseen rules. |
| Replay | Same query can yield different answers. | Same graph, same decision — replayable bit-for-bit. | Reproduce last quarter's decision on audit request. |
Build with us, or deploy in your enterprise.
Engineers evaluate the open layers. Regulated teams start with a scoped demo.
For engineers & researchers
Start on the open layers.
Pull Q-Prime from HuggingFace. Request QAG Engine preview access. Evaluable without a sales call.
For regulated teams
Start with a scoped demo.
Bring a decision that must stand up to examination. We scope a demo and deliver a replayable, defensible outcome.
Financial services and insurance first.
Credit, compliance, and claims workflows become Chunkless RAG — deterministic reasoning over actual rules and records.
Financial services is live. Insurance demo intake is open.
Vertical
LiveFinancial Services
Mortgage, credit, underwriting, claims, fraud, AML/KYC, insurance
Read vertical →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.
Enterprise evaluations in progress
Regulated financial-services teams are evaluating QGI inside AI Governance frameworks — explainability and audit-grade decision trails at the individual-decision level.
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
Architected by Dr. Sam Sammane — PhD in formal verification, 20 peer-reviewed papers. Structured encoding and Chunkless RAG applied to regulated AI.
Most systems ask you to trust a sealed box. At QGI, the intelligence is the decision, the explanation, and the evidence — all at once.
The company behind the stack.
Founder-led. San Diego-based. Built for regulated AI.
About QGI
Mission, stack, and company story.
Read the story →Team & Founders
Dain Ehring (CEO), Dr. Sam Sammane (Chief Scientist).
Meet the team →Blog
Technical deep dives from the team.
Read posts →Careers
Open roles and internships.
See open roles →Trust
Deployment, data handling, compliance.
See guarantees →News
Launches, evaluations, press.
Read announcements →Press Room
Boilerplate, bios, fact sheet.
Open press room →Philosophy
Principles behind the QGI stack.
Read "That Cat" →Ready to deploy intelligence that can be trusted?