Arafa Group Competitors

What Does Sama Do Sama gets your AI project to production—and helps you stay there. Sama is chosen by high-performing GenAI and CV teams across the full AI development lifecycle, combining expert services with reliable execution that scales—delivering results, dependable datasets, and continuity even as things change. Our services cover the full AI lifecycle: ● Data Strategy & Consulting – Aligning data needs to model goals, defining quality standards, and setting the foundation for faster, more confident development ● Annotation & Labeling – Using full-time, domain-trained teams with built-in QA to deliver precise, production-ready training data. ○ Annotation Workflows: Validation, Classification, Tagging, Enrichment ○ GenAI Workflows: Prompt Engineering, RAG embedding, Retrieval-Augmented Generation (RAG), Content Moderation & Filtering… ● Model Evaluation – Scoring, ranking, and validating model outputs through structured, rubric-based evaluation and human-in-the-loop review We don’t just deliver data—we embed in your workflows. Our dedicated teams, integrated QA, and platform support accelerate time-to-quality and give you the control and flexibility needed to iterate with speed and confidence.

Zamil Group is a family-owned investment holding company with a diverse portfolio of Wholly Owned, Joint Venture and Publicly Listed businesses engaged in Building Materials, Manufacturing, Offshore, Petrochemicals, Trade and Services, Real Estate and Investment. Established in 1920, Zamil Group has a rich, 100-year history of building the business while adding real value to the economies and societies in which it operates and serves. The Group’s sustainable approach, together with an expert team, strong core values, and pragmatic strategies, has been key to the Group’s longevity over the last century and continues to drive its growth today. © 2022 Zamil Group Holding Company. All Rights Reserved. The Zamil Group Holding Company name and logotype and inverted green triangle graphic shape are trademarks and/or registered trademarks of Zamil Group Holding Company.

Aldrees Petroleum and Transport Services Company is a leading provider of petroleum and logistics services in Saudi Arabia. Established in 1957, the company has grown to become one of the most prominent companies in the fuel distribution and transportation industry. Petroleum Services Aldrees owns and operates an extensive network of fuel stations across Saudi Arabia, providing high-quality petroleum products and related services. The company ensures that customers receive fuel efficiently, conveniently, and at competitive prices. Logistics & Transport Services Aldrees is a leader in logistics and transportation services, managing a specialized fleet equipped with the latest technologies to provide seamless operations. MISSION: To achieve a leadership position in the fuel and logistics sector by managing and operating fuel stations, service centers, and transport networks with excellence. We strive to enhance quality, ensure customer satisfaction, and meet shareholder expectations while fulfilling our corporate social responsibility. VISION To be recognized as one of the leading companies in the management and operation of fuel stations, logistics services, and transportation, while integrating advanced and innovative technologies to enhance service quality.