Case Studies

OpenTeams Case Studies

How top teams reclaimed their AI stack.

In Production

Owned AI, in the real world.

01 / BioTech

Jupyter Everywhere in the Classroom

A 501(c)(3) nonprofit improving data literacy and math outcomes in underserved schools went from a 2% AP Statistics pass rate to teaching data science with Jupyter across the classroom.

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02 / Ad Analytics

AI-Powered Logo Detection for Ad Analytics

See how OpenTeams freed an ad analytics firm from black-box SaaS. We built a custom AI logo detection solution using PyTorch and AWS for total control and scale.

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03 / Government · JATIC / DoD

Open Source Isn’t the Real Risk in National Defense

Government contracts aren’t immune to AI hype. Most defense teams face the same wall: slow-moving, locked-in systems built by vendors who sell mystery, not control.

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04 / AI Company

How a Fast-Growing AI Company Rebuilt from the Stack Up

This team had built something remarkable: intelligent agents that could parse documents in seconds, respond around the clock, and surface insights from oceans of unstructured data — then rebuilt the foundation to own it.

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05 / Investments

Inside a $1T Firm’s Fight to Build Real AI Infrastructure

The biggest threat to your AI rollout isn’t the tech. It’s the gap between vision and execution. We built an auditable system this investment firm truly owned.

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06 / Energy

Open Source Looks Risky. That’s Why It Works

The codebase behind half the web is open source — OpenSSL guards passwords, medical records, and critical infrastructure. A lean energy team got the exact owned solution they needed.

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The Pattern

What You’ll See in These Stories

01

AI Readiness

We assess where you are and chart the path to production-grade, owned intelligence.

02

Open SaaS

Transparent, inspectable systems your team can audit, extend, and truly control.

03

Ownership

Every model, workflow, and data source stays inside your environment — and grows more valuable over time.

Your Story Starts Here

We build your system, train your team, and support you as long as needed — no lock-in required.

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