Leverage a managed workforce of thousands of subject matter experts to improve model safety and alignment or delight users with new functionalities.
Set up an end-to-end program for dataset creation, search, curation, evaluation, and constant iteration over time. Duco partners clients with an experienced account manager to ensure consistent and timely delivery.
Develop high-quality datasets to train and refine pre-trained models for specific task taxonomies. Duco manages global rosters of expert annotators and domain specialists to create large-scale training datasets and high-precision golden datasets for supervised fine-tuning.
Identify vulnerabilities, strengthen defenses, and ensure your models are ready for real-world deployment. Expert red teamers and evaluators rigorously test AI models for safety, compliance, and robustness. Duco teams can expose weaknesses, assess failure modes, and provide actionable insights to optimize performance against adversarial attacks, bias, and unintended behaviors.
Ensure high-quality, domain-specific annotations to power AI model precision. Specialist expert annotators accurately label image, video, LiDAR, text, documents, audio, and speech data. Duco’s managed service approach provides scalable, reliable, and tailored annotation services without the complexity of sourcing, training, or managing annotators in-house.
Leverage expert human feedback to refine model behavior, reduce hallucinations, and handle edge cases with precision. Duco provides specialized raters and domain experts who deliver high-quality reinforcement learning from human feedback (RLHF) to fine-tune your models. Our managed teams ensure ongoing, structured feedback at scale.
Develop proprietary model evaluations with exclusive, high-quality test sets that go beyond publicly available benchmarks. Duco’s expert researchers design custom evaluation frameworks that rigorously assess model performance, safety, and alignment. Our proprietary tests are not published to the public domain to uncover hidden failure modes, and provide deeper insights into real-world deployment.
Unlock hard-to-find datasets with expert-driven data search. Domain specialist researchers go beyond web scraping to source niche datasets from academic institutions, government archives, industry databases, and other gated or relationship-based sources. Expert teams can engage data sources on your behalf to ensure models are trained on the most relevant, high-quality data.
Speak with our team to learn more about how Duco helps leading organizations solve complex challenges.
