Chemin

Case studies

See how enterprises move AI ambition to AI impact.

Solving document fragmentation to power freight AI

Solving document fragmentation to power freight AI

Enabled a logistics payment company to rapidly scale high-accuracy data labeling for fragmented, handwritten shipping documents to drive smarter freight cost optimization.

Data Stack
Taming workflow chaos in generative design data

Taming workflow chaos in generative design data

Delivered a complete data pipeline from sourcing and curating to labeling and final delivery, expediting the training of a Generative AI model to produce diverse design assets.

Data StackDesign Stack
Turning mission-critical data into waste intelligence

Turning mission-critical data into waste intelligence

Accelerated waste recognition AI by delivering 1 million high-accuracy, compliance-ready annotations monthly through expert-driven workflows and rapid data turnaround.

Data Stack
Solving cross-border talent gap for medical annotation across SEA

Solving cross-border talent gap for medical annotation across SEA

Mobilized qualified medical professionals across multiple countries in Southeast Asia to power an AI model for thyroid diagnostics, bridging the gap between clinical expertise and machine learning needs.

Data Stack
Screening UI experts to tackle AI talent noise

Screening UI experts to tackle AI talent noise

Identified and recruited UI designers through custom screening to meet complex criteria for a high-fidelity UI dataset development.

Data Stack
Solving language blind spots with culturally fluent AI

Solving language blind spots with culturally fluent AI

Engaged multilingual Asian talents to capture local language and cultural nuance, accelerating high-accuracy training for an AI communication model.

Data StackModel Stack
Enhancing high-stakes autonomous systems with contextual fidelity

Enhancing high-stakes autonomous systems with contextual fidelity

Enabled precise and context-appropriate recognition in an autonomous driving system through custom data labeling and AI annotation process

Data StackSkill Stack
Driving rapid throughput of validated data to power global agri-tech

Driving rapid throughput of validated data to power global agri-tech

Designed an extensible AI annotation verification infrastructure for the client’s data labeling team to meet high demands and seasonal surges.

Design Stack
Orchestrating in-depth classification for structural complexities in oil and gas

Orchestrating in-depth classification for structural complexities in oil and gas

Enabled effective AI model deployment with an expert-processed and validated data pipeline in an intricate environment.

Data Stack,Design StackSkill Stack
Enriching the retail experience with pixel-perfect semantic segmentation

Enriching the retail experience with pixel-perfect semantic segmentation

Improved the precision in augmented reality (AR) for the footwear segment of the client’s AR garment try-on tech platform.

Data Stack
Optimizing mobile screen taxonomy for always-evolving UI

Optimizing mobile screen taxonomy for always-evolving UI

Accelerated AI model training and deployment by ramping up classification efforts across hundreds of categories with a custom data labeling workflow.

Data StackDesign Stack
Championing STEM progress through linguistic accessibility

Championing STEM progress through linguistic accessibility

An initiative to build a bilingual dataset that challenges AI to reason more effectively in the fast-evolving world of STEM.

Data Stack

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