Explore Annotation Use Cases
Discover real-world annotation workflows that solve enterprise challenges across industries and modalities.
Clinical Notes Entity Extraction for Diagnostics
Problem
Clinicians struggled to surface key medical entities in unstructured clinical text.
Pedestrian Occlusion Track Annotation for AV Safety
Problem
Autonomous systems misidentified partially occluded pedestrians.
Telehealth Risk Signal Annotation
Problem
Telehealth calls contained ambiguous patient symptom descriptions.
Radiology Tumor Boundary Segmentation
Problem
Automated models could not delineate tumor margins precisely.
Road Sign Condition Classification for ADAS
Problem
ADAS models failed under glare and occlusion conditions.
Product Attribute Extraction for Search Ranking
Problem
Search relevance suffered due to missing structured product metadata.
Shelf Planogram Compliance Analytics
Problem
Retail stores struggled to measure placement fidelity.
Contract Clause Risk Tagging
Problem
Legal risk teams could not systematically identify high-risk contract terms.
KYC Document OCR Validation
Problem
OCR errors in identity docs slowed verification pipelines.
Solder Joint Defect Mapping in PCBs
Problem
Vision models misread subtle PCB joint anomalies.
Worker Safety Zone Breach Annotation
Problem
Robots and humans shared space without reliable behavior tagging.
Sports Player Motion and Action Recognition
Problem
Analytics platforms lacked detailed action labels.
Game Chat Toxicity Annotation
Problem
In-game voice and text chat moderation was ineffective.
Support Ticket Intent & Escalation Tagging
Problem
Automated support routing lacked context.
Call Center Diarization & Emotion Annotation
Problem
Voice analytics missed customer emotion signals.
Satellite Crop Health Segmentation for Aid Planning
Problem
Disaster response models lacked structured agricultural data.
Surveillance Behavior Pattern Annotation
Problem
Automated public safety systems generated high false alarms.
Package Damage Detection in Sorting Lines
Problem
Misrouted or damaged parcels slowed fulfillment.
Conveyor Jam Event Annotation
Problem
Automated tracking of jams was unreliable.
Grounding Signal Annotation for LLM Safety
Problem
LLMs hallucinated unsupported facts in enterprise Q&A.
Multilingual Toxicity Detection
Problem
Harmful content in regional languages was under-detected.