Multilingual chat and LLM data
Labelled conversations and preference data for chatbots and language models serving Malaysian, Singaporean and Indonesian users, including Manglish and Malay–Mandarin code-switching.
- language ID per token
- intent & slots
- sentiment
- response ranking
- translation review
Shariah-aware classification
Text labelled against compliance guidelines you provide or co-define with your Shariah advisers, for Islamic finance products, halal commerce and content moderation.
- product & contract text
- prohibited-element flags
- advisor review loop
E-commerce product data
Categories, attributes and image tags for marketplace catalogues, written in the mix of languages sellers in the region actually use.
- taxonomy mapping
- attribute extraction
- image tagging
- duplicate matching
Construction-site imagery
Images and video from working building sites in the Klang Valley, collected with site owners' consent and labelled for safety, progress and inspection models.
- PPE compliance
- equipment detection
- worker activity
- defects & cracks