While everyone obsesses over model architecture, the real bottleneck in AI is data quality. Sama doesn't just annotate data—they're building the industrial-scale workforce that makes LLMs and computer vision models actually work. With nearly 4,000 employees and $1.6B in revenue, they're the infrastructure layer you never see.

"Sama isn't selling software—they're selling certainty at scale. In the data quality game, they're the factory floor, not the assembly line."

The company's tech stack reveals a pragmatic approach: jQuery, Bootstrap, and Slick for front-end—tools that prioritize stability over bleeding-edge innovation. They're not trying to be a sexy startup; they're building a reliable, scalable annotation factory. The presence of Zendesk and Google Analytics confirms they're optimizing for customer support and conversion tracking, not just flashy demos.

• Industrial-scale human annotation workforce (3,873 people)
• Enterprise-grade revenue ($1.69B) with minimal external capital
• Full-stack AI data services for computer vision and generative AI
• Proven impact reporting via their 2024 impact highlights blog
• Global presence with structured local business data