// INSIGHTS
Workflow playbooks, governance patterns, and operating models for enterprise AI teams.
When we founded BergLabs in 2022, we entered a market that looked deceptively simple: companies needed data labeled, and we could provide that service at scale. We were right about…
The AI industry is experiencing a seismic shift. Five years ago, the bottleneck was computing power and algorithms. Today, the new bottleneck is data.
Data quality is the foundation of AI quality. This truth should be obvious, yet it’s systematically ignored in the rush to deploy models. Organizations…
This process is broken at scale. Manual reconciliation doesn’t scale with transaction volume. Spreadsheet-based approaches are error-prone. Rule-based…
Content moderation at scale is one of the most complex operational challenges facing digital platforms today. With millions of posts, comments, images, and…
The data labeling industry has transformed beyond recognition in the past three years. What was once a commoditized service-hire cheap labor to label…
Search has always been central to e-commerce. But the nature of search is changing. For decades, product discovery relied on keyword matching: a customer…
MIT’s research into Robotic Manipulation revealed something fundamental: everyday manipulation tasks require rich understanding of physics, contact,…
If you’ve interacted with a large language model in the past year, you’ve experienced the output of RLHF-Reinforcement Learning from Human Feedback. RLHF is…
This paradox defines modern AI operations. Companies invest millions in state-of-the-art infrastructure and hire elite machine learning talent, only to…
// PILOT
Bring one workflow, one success metric, and a real queue. BergLabs can help turn it into a production operating model.
