We EXPLORE THE ERRORS IN YOUR DATASET
OUR TECH-NOLOGY

WE EXPLORE THE ERRORS IN YOUR DATASET

We optimize the representativeness and diversity of your datasets, to avoid harmful biases in your end-product. A RAD dataset improves machine learning model performance through quantifiable and actionable quality metrics.

OUR TECHNOLOGY
OUR TECH-NOLOGY

WE EXPLORE THE ERRORS IN YOUR DATASET

We optimize the representativeness and diversity of your datasets, to avoid harmful biases in your end-product. A RAD dataset improves machine learning model performance through quantifiable and actionable quality metrics.

Technology

DAta Loops

An annotation process will go through this data loop several times. Every loop will look at a different subset of the data. With each cycle through the loop less data will be annotated.

Process Diagram of the Quality Match data loop.

technology

NANO-TASKS

We break complex annotation needs into nano-tasks that feed into an intelligent decision tree. The process tasks are highly intuitive, quickly solvable, and doable by many crowed/user types.

This process removes the struggle for an annotator to understand the entire context of the taxonomy and specifications.

nano-task example asking user to "Place a point on the insect's head", shown on mobile device

technology

CONFIDENCE
IN NUMBERS

We annotate repeatedly until statistical significance is reached — providing you with a confidence score on every annotation.

Image of panel members from Bosch, Zeiss, Hyundai, the MIT-IBM Watson Lab, and Quality Match.

technology

CONFIDENCE
IN NUMBERS

We annotate repeatedly until statistical significance is reached — providing you with a confidence score on every annotation.

Quality Match confidence score graph based on number of repeats and accuracy percentage

technology

CUSTOM QUALITY

Our Quality Assurance process is transparent, and customized precisely to your product. We detect and correct your most crucial errors.

Annotated image of city street, with errors labeled.

technology

CUSTOM QUALITY Levels

Our Quality Assurance process is transparent, and customized precisely to your product. We detect and correct your most crucial errors.

Image of panel members from Bosch, Zeiss, Hyundai, the MIT-IBM Watson Lab, and Quality Match.

technology

NEW LEVELS
OF SCALE

Our global user base and pipeline design can scale to a level like no other.

Image of panel members from Bosch, Zeiss, Hyundai, the MIT-IBM Watson Lab, and Quality Match.

technology

NEW LEVELS
OF SCALE

Our global user base and pipeline design can scale to a level like no other.

Image of multiple mobile device users, simultaneously submitting tasks

technology

ALL INDUSTRIES

Our solutions suit the needs for all industries with vision-based machine learning needs.

X-ray of human rib cage
Medical
Bird's eye view of city street and apartment buildings.
3D Maps
Man wearing AR/VR glasses in front of cars
Autonomous Driving
Man wearing virtual reality glasses
AR/VR
Zoomed out image of construction workers on rooftop construction site
Construction

Quality Match News and Events.