Case Study · October 30, 2025
AI-powered Logo Detection for Ad Analytics
How OpenTeams freed a leading ad analytics firm from a black-box trap.
The Problem
Trapped in a system they didn’t own
The firm’s business — AI-powered logo detection, brand valuation, and audience measurement — was taking off. More clients meant more to analyze, more logos to detect, and more data to crunch. But their team discovered a flaw: their system, a third-party SaaS solution, cost a fortune and did not give them the control they wanted.
They were trapped — paying high fees for a “black box” system they didn’t own, couldn’t customize, and couldn’t scale. They needed a way out. They needed OpenTeams.
The Build
Building the Model & Pipeline
The client needed its own model and its own data pipeline. The OpenTeams crew dove in and laid out a new blueprint, strategically blending the best of open source with the scalability of a public cloud.
PyTorch
A flexible, open-source deep learning framework at the core of the custom logo-detection model — fully owned and endlessly customizable.
Amazon Web Services (AWS)
Elastic cloud infrastructure for training and inference, so scaling to thousands of hours of video is a matter of spinning up resources, not a cause for panic.
PostgreSQL
For the database, they stuck with the trusted open-source workhorse — robust, reliable storage without the licensing fees of proprietary alternatives.
Speed, Scale, and Ownership
The results speak for themselves
Challenge
Locked into a black box
Locked into an expensive, inflexible third-party SaaS vendor they didn’t own, couldn’t customize, and couldn’t scale.
Solution
A custom, in-house platform
Built a custom platform blending strategic open-source tools (PyTorch, PostgreSQL) with cloud infrastructure on AWS.
Results
Total ownership & reduced cost
The client now owns its model, data, and software stack — a cheaper, more customizable, and faster system.
The Outcome
Truly in control
The client is now truly in control of their architecture. They own their own intellectual property. They can customize their models, add new brands on the fly, and tweak the logic.
Best of all, they could scale. Onboarding a new client who needed to analyze thousands of hours of video was no longer a cause for panic — it was just a matter of spinning up more resources in the cloud.
Own the layer where your AI runs
Every other implementation partner leaves you dependent. We build your system, train your team, and support you as long as needed.