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Data collection
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High‑volume data capture across text, audio, image and video – tailored to your model and use case.
Text data collection
Audio data collection
Image data collection
Video data collection
Off-the-Shelf Datasets
Data annotation
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Expert labeling for all data types – delivering the accurate training inputs your ML models need.
Text annotation
Audio annotation
Image annotation
Video annotation
Data evaluation
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Human‑led validation and assessment of data quality and model output – ensuring reliability and compliance.
Training data validation
AI model evaluation
Audio/Speech data evaluation
Search relevance
Surveys (via clickworker)
Data transcription
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Accurate transcription of audio, image and video content – optimized for speech and multimodal AI workflows.
Audio transcription
Image transcription
Video transcription
Gen AI services
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Specialized services for LLMs and generative workflows – from data collection to red‑teaming and RLHF.
LLM data collection
Supervised fine-tuning
LLM red-teaming
RLHF services
Prompt engineering & evaluation
Use cases
Agentic AI
Computer vision
Generative AI
Physical AI
Speech & NLP
Case studies
Resources
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Data collection guide
Generative AI guide
Speech and NLP guide
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Services
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Data collection
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Text data collection
Audio data collection
Image data collection
Video data collection
Off-the-Shelf Datasets
Data annotation
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Text annotation
Audio annotation
Image annotation
Video annotation
Data evaluation
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Training data validation
AI model evaluation
Audio/Speech data evaluation
Search relevance
Surveys (via clickworker)
Data transcription
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Audio transcription
Image transcription
Video transcription
Gen AI services
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LLM data collection
Supervised fine-tuning
LLM red-teaming
RLHF services
Prompt engineering & evaluation
Use cases
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Use cases
AR/VR
Computer vision
Conversational AI
Generative AI
Speech & NLP
Case studies
Resources
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AI data experts
Blog
Data collection guide
Generative AI guide
Speech and NLP guide
Research and reports
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