Partner

How would you like to partner?

QGI works across two parallel tracks. Pick the one that fits the outcome you need — we keep them deliberately separate so the right team responds.

Track 01 — Enterprise

Enterprise Demo

Deploy Deterministic AI for FS and insurance — underwriting, claims, fraud, compliance. Demos run directly with regulated operators or through implementation partners.

Deterministic, replayable decision engines
Regulator-grade audit trails for credit, claims, compliance
Typical demo: 8–16 weeks, bounded scope

Best fit for

CTOs, Heads of AI, Chief Risk Officers, Compliance leads, Product VPs in regulated industries

Request an enterprise demo

QGI intake form. First response within 1 business day.

Track 02 — Research

Research Collaboration

Joint research on XAI, formal verification, or AI safety. Co-author and co-supervise with universities, labs, and independent researchers.

Formal verification of neural networks
Explainable architectures and uncertainty quantification
Joint publications and PhD mentorship pathways

Best fit for

PhD researchers, Post-docs, PIs, Research engineers

Propose a collaboration

Submit a 1-page research brief. Sam personally reviews every inbound.

Enterprise partners

Implementation & integration network

QGI ships decision infrastructure. Implementation partners handle deep operational integration where needed.

One of multiple enterprise partners

TheoSym

Enterprise implementation partner

Digital twin and enterprise AI integration. Deploys QGI decision infrastructure in mission-critical operations.

Additional partners

Additional partners across financial services and insurance are under NDA during demo phase.

Partners co-sell alongside QGI. Every deployment retains QGI's audit and governance contract.

Not sure which fits?

Pick Enterprise if…

— You have a budget line item and a deployment timeline.
— You need contracts, SLAs, and regulator-facing audit trails.
— The goal is a shipping decision system, not a paper.
— You're replacing a legacy scoring tool or LLM-only approach.

Pick Research if…

— You have a hypothesis, not a purchase order.
— The primary deliverable is peer-reviewed work.
— You need a co-author or technical advisor.
— You're exploring formal methods on neural systems.

Led by Dr. Sam Sammane

PhD in formal verification, 20 peer-reviewed publications. Architect of the QGI deterministic AI stack.

Read founder page Google Scholar profile

Partnership FAQ

Why two tracks?

Enterprise and research run on different clocks and deliverables. Routing you to the right team saves weeks of back-and-forth.

What industries do you demo in?

Financial services and insurance — credit, mortgage, claims triage. Decisions that must withstand regulatory review.

How fast do you respond?

Enterprise: within 1 business day. Research briefs: reviewed weekly, reply within 5–7 days.

Still deciding? A two-minute email to sam@qgi.dev beats a week of deliberation.

Email Sam directly Use contact form