A real-world case study from one of the world’s top investment firms (anonymized for compliance).
The biggest threat to your AI rollout isn’t the tech. It’s the gap between vision and execution.
That’s not a leadership failure.It’s a structural one. And that’s what Quansight and OpenTeams were brought in to fix.
AI models with nowhere secure to live
Compliance hurdles nobody scoped
Security questions no one can answer
A shiny demo without substance or practical solutions
Sales-Led AI rollout
No secure Infrastructure
No Ownership
AI Infrastructure by internal internal devops team with low exposure to the unique demands of AI
This investment firm needed:
An AI-powered way to search their 150,000+ internal documents
Security strong enough for SEC-grade scrutiny
A rollout simple enough to use—without retraining a floor of analysts
They didn’t want an empty pitch.They wanted something that worked.
We started with the questions most teams skip:
01
AI models with nowhere secure to live
02
Who gets access—and who shouldn’t
03
What happens when this scales?
From there, we built what their system actually needed: a secure, modular system with analyst-friendly interfaces and audit-ready compliance logs.
Everything stayed behind their firewall
Everything integrated with their current stack.
Nothing was handed off without real-world readiness
Because we didn’t just ask, “What do you want to build?”
We asked, “What happens if this doesn’t scale?”
And then we built it to scale.
No rush jobs. No lock-in. No waiting for someone else to figure it out.
OpenTeams and Quansight are the teams behind some of the most trusted open source infrastructure in the world—tools like Jupyter, PyTorch, scikit-learn, Nebari, and more.
We help enterprise leaders:
Deploy AI infrastructure that’s visible, secure, and sustainable
Avoid lock-in and shadow systems
Scale without compromising security or compliance
Air-gapped deployment
Inference Privacy
Workflow-aligned agents
Reproducibility & Training
Reproducibility & Training
GUI admin interfaces
We know the pattern: Big AI promises. Bigger price tags. Little to show for it.
That’s not us.
We build systems that survive real-world scrutiny.
If you’re done shopping for slide decks and ready to build infrastructure that works,
