Case Studies
All Case Studies
Image Annotation Projects
MoonvalleyAI needed clean, attribute-rich captions to train and evaluate a vision-language model. Read More
Remote Sensing Terrain Segmentation
The Non-Drivable Area Classification project focuses on the semantic segmentation of satellite or aerial imagery to distinguish non-drivable terrain from drivable paths. Read More
Car Damage Polygon Annotation
Softechub annotated a large dataset of damaged vehicles to help a client train models that detect and classify car damage. Read More
Text & Language Annotation Projects
Softechub ran a Reading Comprehension Summary project to evaluate how well long-form texts are understood and distilled into clear, faithful summaries. Read More
Project FairVoice Annotation Sample (Test Data)
Softechub executed a Multilingual Bias Annotation project for FairVoice to help their team.Read More
LLM Output Categorization
Softechub led an LLM Output Categorization project to label model responses in a structured spreadsheet for safety and stance analysis. Read More
Aspect-Based Tweet Sentiment Analysis
Softechub executed an Aspect-Level Sentiment Labeling project on a tweet dataset to. Read More
Call Coaching Comment Classification
Softechub delivered a Sales Call Feedback Categorization project that structures coaching notes from call reviews. Read More
AI Assistant Response Categorization
Softechub ran an AI Assistant Response Categorization project to label how well assistant replies follow. Read More
Multi-Dimensional Dialogue Response Scoring
Softechub completed a Dialogue Option Evaluation project to compare two candidate replies for the. Read MoreTrusted by the world's most innovative brands
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