Sama · 0 reviews

Sama

Enterprise-grade data annotation for high-performing AI models at scale

Data Labeling Software

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About Sama

Sama is a precision data annotation platform purpose-built for enterprise AI success. With over 15 years of industry expertise, Sama combines human expertise with advanced quality assurance workflows to deliver highly accurate labeled datasets for computer vision and generative AI models. The platform serves Fortune 500 companies and leading AI innovators globally, handling complex annotation tasks including object detection, semantic segmentation, image classification, and text labeling at scale. Sama's rigorous quality control processes ensure model accuracy and performance from day one. Through AiDOOS marketplace integration, Sama enables seamless deployment across enterprise governance frameworks, supports multi-vendor annotation orchestration, and provides transparent workflow management. Organizations leverage Sama to accelerate AI model development cycles while maintaining strict quality standards and compliance requirements essential for production-grade AI systems.

Challenges It Solves

AI models underperform due to poor quality, inconsistent training data annotation
Manual annotation processes are slow, expensive, and difficult to scale globally
Enterprise organizations struggle to maintain annotation quality standards and compliance
Building in-house annotation teams creates operational overhead and talent challenges
Complex computer vision tasks require specialized expertise and rigorous quality control

Reduction in model retraining cycles through precise annotation

Faster time-to-production for enterprise AI applications

Annotation accuracy achieved through multi-layer quality assurance

Use Cases

Autonomous Vehicle Development

Annotate road scenes, pedestrians, vehicles, and traffic signs at scale for training perception models. Sama's expertise in autonomous driving annotation ensures safety-critical accuracy requirements.

96% Safety-grade annotation accuracy for autonomous systems

Medical Imaging AI

Label medical scans including X-rays, MRIs, and CT images for diagnostic AI model training. HIPAA-compliant workflows with expert medical annotators ensure clinical-grade precision.

98% Clinical-grade accuracy for medical AI datasets

E-commerce Product Recognition

Train computer vision models to recognize products, attributes, and defects across catalog images. Sama scales annotation to handle millions of product images maintaining consistency.

87% Consistent product recognition across massive catalogs

Generative AI Model Training

Create high-quality training datasets for large language models and multimodal AI with specialized text annotation, image captioning, and preference labeling workflows.

91% Superior model performance through precise training data

Industrial Quality Control

Annotate manufacturing defects, product anomalies, and quality issues to train inspection AI systems. Domain expertise ensures accurate identification of critical manufacturing problems.

94% Reduced manufacturing defects through AI precision

Pricing

Pricing available on request

Sama pricing is customized based on your team size, integrations, and requirements. AiDOOS will get you a scoped proposal — for free.

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Key Features

Global Annotation Workforce

Access vetted, trained annotators across 50+ countries

Scale annotation projects from thousands to millions of images instantly

Multi-Layer Quality Assurance

Rigorous consensus and expert review processes

Achieve 94%+ accuracy on complex computer vision tasks

Advanced Annotation Tools

Specialized interfaces for segmentation, detection, classification, 3D annotation

Support diverse annotation types and complex labeling workflows seamlessly

Real-Time Quality Monitoring

Live dashboards tracking accuracy, throughput, and compliance metrics

Identify quality issues in real-time and adjust workflows instantly

Enterprise Security & Compliance

SOC2, GDPR, ISO 27001 certified with data residency options

Meet strictest enterprise governance and data protection requirements

API-First Architecture

RESTful APIs and webhooks for workflow automation

Integrate seamlessly with existing ML pipelines and data platforms

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Enterprise Readiness

SOC2 Type II Certification

GDPR Compliance

ISO 27001 Certification

Role-Based Access Control

End-to-End Encryption

Integrations

7 total apps

Direct integration for automated data labeling workflows within AWS ML platform

Seamless annotation pipeline integration for Google Cloud ML model development

Native integration with Microsoft Azure for enterprise ML workflows

Dataset export compatibility for training transformer-based AI models

Interoperability for managing annotation workflows across multiple platforms

Workflow notifications and quality alerts integrated into team communication

Enterprise data governance and audit trail integration for compliance tracking

AiDOOS Managed Deployment

Deploy Sama in

AiDOOS handles setup, CRM integration, SSO config, and user provisioning. Your team goes live — not your IT department.

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Adoption rate

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Time to value

Prerequisites

Configuration Options

Virtual Delivery Center · A new delivery category

A Virtual Delivery Center for Sama

Pre-vetted experts and AI agents in the loop, assembled as a delivery pod. Pay in Delivery Units — universal pricing across roles, seniority, and tech stacks. No hiring, no contracting, no procurement cycle.

Plans from $2,000 — Starter Pack, 10 Delivery Units, 90 days
Refundable on unused Delivery Units, anytime — no questions asked
Re-delivery guarantee on acceptance miss
Pre-flight delivery sizing — you see the plan before you commit

Get a delivery plan for Sama What’s a Virtual Delivery Center?

How a Virtual Delivery Center delivers Sama

Outcome-based delivery via AiDOOS’s VDC model. Why VDC vs traditional consulting? →

Outcome-Based

Pay for results, not hours

Milestone-Driven

Clear deliverables at each phase

Expert Network

Access to certified specialists

Implementation Timeline

Discover

Requirements & assessment

Integrate

Setup & data migration

Validate

Testing & security audit

Rollout

Deployment & training

Optimize

Performance tuning

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Frequently Asked Questions

What types of annotation does Sama support?

Sama supports bounding box detection, semantic segmentation, instance segmentation, polygon annotation, polyline annotation, image classification, text labeling, 3D point cloud annotation, video frame annotation, and custom annotation types. Through AiDOOS, you can orchestrate multiple annotation types across complex AI projects.

How does Sama ensure annotation quality?

Sama employs multi-layer quality assurance including consensus among multiple annotators, expert review, automated quality checks, and continuous monitoring. Domain-specific annotators and rigorous training protocols achieve 94%+ accuracy on complex computer vision tasks.

Can Sama handle sensitive data like healthcare or autonomous vehicle data?

Yes. Sama is HIPAA-compliant for healthcare data, SOC2 certified, and has extensive experience with safety-critical autonomous vehicle annotation. Data residency options and encryption protocols meet enterprise security requirements.

How does Sama integrate with our ML pipeline?

Sama provides RESTful APIs and webhooks for direct integration with ML platforms like SageMaker, Vertex AI, and Azure ML. AiDOOS marketplace enables governance-layer orchestration across your annotation and ML infrastructure.

What is the typical turnaround time for annotation projects?

Turnaround depends on project complexity and volume. Sama's global workforce enables rapid scaling from thousands to millions of images. Rush projects can be prioritized; average projects see results within 1-4 weeks depending on annotation complexity.

Does Sama offer pricing flexibility for enterprise deployments?

Yes. Sama offers custom pricing based on project volume, complexity, turnaround requirements, and service level agreements. Contact their enterprise sales team for tailored quote. AiDOOS partnerships can optimize cost structure across annotation and ML workflows.