“We needed a highly specialized robotics dataset that no one else could provide. Defined.ai delivered 225 hours of annotated human demonstration data, complete with clips ranging from 30 seconds to 30 minutes under diverse conditions. Their ability to source multi-sensor hardware kits gave us flexibility and confidence throughout the project.”
Technical Program Manager, Robotics
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Leading Artificial Intelligence Organization
"The off-the-shelf datasets from Defined.ai have been a game-changer for us. The data provided has significantly improved our ML models, bringing us one step closer to expanding into the LATAM and US markets. Whenever we need high-quality data, Defined.ai will always be our first choice and trusted partner!"

Andrey Brylov
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Sr. Machine Learning Engineer
"As a global creative software leader, we needed a massive library of video content delivered to exacting technical and legal standards. The team provided over 10,000 hours of high-quality video data, with 99.9% compliance across dozens of specifications. Every asset was fully cleared, giving us a trusted, risk-free library to support our creative community."
Principal Scientist, AI/ML & Data
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Global Creative Software Company
"We needed a large-scale dataset collected to exacting standards of quality, ethics, and privacy. The Defined.ai team delivered nearly 40,000 egocentric images from over 300 diverse participants across multiple regions, all fully compliant with strict privacy regulations. Thanks to an improved feedback loop and participant training, invalidation rates dropped by 40% from start to finish. Every milestone was met on time, keeping our development schedule on track and adding significant value to the project."
Director of AI Research
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Global Social Technology Company
"Improving both accuracy and efficiency in AI systems was critical for us. With the introduction of human-in-the-loop evaluation, factual accuracy scores increased by 25%, while the time required for expert corrections dropped by 15% per output—translating into significant annual savings. Our users consistently rate the AI responses highly, with a 9.5-out-of-10 average satisfaction score, often citing factual accuracy and reliability as key strengths."
Head of AI Research
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Global Technology Leader
"We required large-scale, multilingual data collection to power our AI models, with no room for error. The team delivered over 15,000 validated responses across 17 languages, maintaining a 100% acceptance rate with zero rejections. They sourced more than 850 native speakers from 17 countries—including niche markets—to ensure diverse and representative datasets. Everything was completed ahead of schedule, giving our teams a strong foundation for global AI development."
Director of Data Science
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Global eComm Platform
“We are thankful for Defined.ai’s unrelenting efforts in creating video, audio, and word datasets, carefully scripted and crafted yet delivered at an extremely high velocity for our neural networks to iterate and improve continually. We are delighted by their rigor and reliability. When all levers are churning, and engines are firing–music is created.”

Saurabh Saxena, Head of Technology
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VP R&D (EmotionAI)
“Defined.ai provides access to our premium, commercially-safe visual content to help create high-quality GenAI solutions that respect creators’ rights and deliver exceptional performance.”

Peter Orlowsky
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SVP of Global Strategic Partnerships
“I want to thank Defined.ai, through their collaboration with RunPod.io, for helping us get our Word Error Rate from 18% down to 1.7%. Off-the-shelf data like theirs is often not within our budget, so it was a game changer for them to make it affordable via their collaboration with RunPod.”









