Prompt Engineering, Data Labeling, and Annotation for Generative AI
GENERATIVE AI
Your trusted partner for generative AI
Whether you’re innovating, experimenting, or prototyping, DDD’s data preparation team and generative AI experts accelerate your development process by building NLP datasets, providing prompt engineering and support, and evaluating your model’s output so it can learn.
Our humans in the loop prepare data, validate and improve the output of your generative AI models
Doing data work so you can differentiate—and delight
We support all generative AI use cases.
Text to Text
Image to Text
Audio to Text
Text to Speech
Text to Video
Prompt engineering
DDD’s prompt engineers help you get the most from your chatbots, from conversation flow design to content localization and hyper-localization, and from chatbot personalization to chatbot performance optimization and beyond.
Prompt improvement
If you’re not getting the outputs you expect from your generative AI model, consider using RLHF by working with our prompt engineers, who use their knowledge of prompt design and improvement strategies to guide your AI toward desired results.
Field data validation
Ensure data integrity and downstream output accuracy for your generative AI system by working with DDD’s data experts, who verify and validate data before it enters your system.
Foundation model customization
Whether you’re tapping LLMs or foundation models in computer vision or speech, our generative AI experts help you fine-tune and customize so you can create new products and services or tackle specific use cases and tasks.
Content moderation
Prevent harmful content, ensure outputs meet guidelines, and train your model to have situational awareness and understand context and intent by partnering with DDD. Our team is here to moderate user inputs and AI-generated materials in real time.
Fact-checking
Improve the quality and credibility of generated content for chatbots, virtual assistants, article writers, ad-copy generators, and data analysis and decision-making systems as our humans in the loop verify the accuracy, relevance, and ethics of output.
Information extraction
Validate and correct system output and refine and optimize your model over time by working with DDD’s generative AI team. We identify and extract important information and insights your model may have missed and validate and correct system output.
Other generative AI use cases
Our generative AI experts are also equipped to handle other generative AI use cases, including but not limited to named entity recognition, speech recognition, sentiment analysis, classification, and translation. Visit our natural language processing page for more information.
Learn how we can help with your generative AI programs
Prompt Engineering, Data Labeling, and Annotation for Generative AI
Training Data Considerations
Expert Training Data Pipeline for Computer Vision and Natural Language Processing
The DDD Difference
Strategic
We are more than a data labeling service. We bring industry-tested SMEs, provide training data strategy, and understand the data security and training requirements you need to experience better outcomes.
Reliable
Through our global workforce, we deliver high-quality work, 365 days a year, across 100s or 1000s of data labelers in multiple countries and time zones. With 24/7 coverage, we agilely respond to changing projects.
Consistent
We are lifetime project partners. Your assigned team will stay with you—no rotation. And as your team becomes experts over time, they train more labelers. That's how we achieve scale.
Flexible
Being platform agnostic, we don’t force you to use our tools. Instead, we integrate with the technology stack that works best for your project.
Secured, for ease of mind
Data and information security is a mission critical business function at DDD. Our clients depend on us to keep their valuable and confidential information secure, and we take this responsibility seriously.
