Partner

How would you like to partner?

QGI works with companies and research teams that want practical AI systems they can trust, explain, and bring into production. Choose the path that best matches your goal.

Track 01 — Enterprise

Enterprise Pilot

Launch practical AI pilots for credit, claims, compliance, risk, and operations teams. QGI runs pilots directly with regulated operators and integrates through enterprise implementation partners where a deployment team is needed.

Enterprise AI pilots for decisions a regulator, auditor, or board must approve
Clear review trails for credit, claims, compliance, and risk teams
AI tools that help operations teams move faster with more confidence
Typical pilot: 8 to 16 weeks with a focused business outcome

Best fit for

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

Request an enterprise pilot

QGI intake form. First response within 1 business day.

Track 02 — Research

Research Collaboration

Joint research on XAI, formal verification, or AI safety. We co-author, co-fund, and co-supervise with universities, labs, and independent researchers pushing the edge of accountable AI.

Formal verification of neural networks
Explainable architectures & uncertainty quantification
Joint publications & arXiv submissions
Visiting researcher & 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 AI partners

AI implementation partners for regulated workflows

QGI works with implementation and integration partners to help customers launch AI pilots, connect data and approval flows, and move from proof of concept to production. Our partner network supports enterprise AI integration, deployment templates, and decision workflows in credit, claims, compliance, and other regulated reviews.

Implementation partner

Enterprise AI and digital twin integration

Supports customers with AI workflow design, systems integration, and deployment support for production environments.

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Lab network partner

Lab testing and compliance network

Connects regulated product, lab testing, and compliance workflows where AI support must stay practical and reviewable.

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AI audit partner

AI audit and quality systems partner

Supports AI-powered audits, readiness scoring, and quality-system workflows for regulated teams.

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Become a partner

Join the QGI partner network

Bring enterprise AI, integration, compliance, or industry expertise to customers building production AI workflows.

Start partner conversation ->

Led by Dr. Sam Sammane

Dr. Sam Sammane holds a PhD in formal verification from Université Joseph-Fourier-Grenoble I, with 20 peer-reviewed academic papers. His research bridges formal methods, neural network verification, and explainable AI.

PhD Formal Verification — Université Joseph-Fourier-Grenoble I (2005)
20 Peer-Reviewed Academic Papers
Forbes Technology Council
4x TEDx Speaker on AI Ethics
Published in IEEE, ACM, Springer

Read founder page Google Scholar profile

Partnership FAQ

Which AI partnership path should I choose?

Choose Enterprise if you want an AI pilot, integration support, or a production workflow. Choose Research if you want to collaborate on AI evaluation, safety, explainability, or academic work.

What industries are best for enterprise AI pilots?

QGI focuses on financial services, insurance, healthcare, and government workflows where teams need AI support they can review, explain, and govern.

Do you offer AI software or implementation services?

Both. QGI provides the AI platform, and pilot projects apply it to a specific business workflow. Implementation partners can help with data connections, process design, training, and rollout.

Do you take on small research collaborations?

Yes. We review focused research ideas from independent researchers, universities, and small labs. A clear question matters more than the size of the institution.

How fast do you respond?

Enterprise AI inquiries typically receive a first response within 1 business day. Research briefs are reviewed weekly and usually receive a reply within 5 to 7 days.

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

Email Sam directly Use contact form