Sama achieves B Corp recertification and releases 2024 impact report
Read Sama's latest Impact Report
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Your AI teams are under pressure to get models to perform while juggling data quality, scale, and short deadlines — all with limited bandwidth. That’s where Sama steps in. When data quality drops, rework puts you over budget, and deployment gets pushed back, Sama provides high-quality annotation that accelerates your path to production and helps keep your model performing reliably.
Poor guidelines, inconsistent review, and unclear definitions of “good” lead to drift and preventable model failures.
When volume spikes, accuracy suffers because teams, QA, and workflows can’t scale quickly enough.
Teams overspend fixing bad data or maintaining internal labeling efforts — delaying launches and inflating budgets.
Internal teams lack scalable annotation and QA capacity, especially under tight deadlines and evolving model needs.
With 16+ years of human-in-the-loop annotation expertise, Sama provides the quality, consistency, and scalable execution that global AI teams trust to improve their model performance.
Expert annotators at Sama label your data with proven workflows and multi-layer QA to ensure quality labeling across 2D/3D CV, text, LIDAR, and sensor fusion.
Humans-in-the-loop perform reinforcement learning from human feedback, direct preference optimization, hallucination detection, A/B evaluation, and error correction.
Sama validates datasets through human review, automated checks, and error analytics that identify class imbalance, data skew, or label mismatch.
With Sama, you get a dedicated team of annotation and QA experts who work as an extension of your engineering and research teams. We deliver the consistent, scalable data your models need to hit accuracy targets and stay performant. Our teams adapt Sama’s proven processes to your project: sampling strategies, calibration cycles, golden-set creation, and ongoing evaluation loops — designed to maintain quality as volume increases.
You’re a few short steps away from getting the data quality, consistency, and throughput that your model requires to perform in production.
We align on your data goals, accuracy targets, edge cases, and timelines. You’ll leave this step with a clear definition of what “good” looks like for your model.
Sama translates your requirements into a detailed scope: data types, volumes, workflows, quality bars, and the team structure needed to hit them.
You get a custom, validated solution design precisely tailored to your model — complete with estimated pricing, QA strategy, and evaluation loops.
Within 2–6 weeks, your project is live. Your dedicated Sama team configures workflows, calibrates quality, and delivers reliable data at scale.
From retail to security, quality data annotation enables businesses to bring valuable results to their customers.
Scale your data process with a team of expert human-in-the-loop annotators – get models live on time and in budget.
