AI Data Collection Case Studies

November 20, 2025

Johns Hopkins University Uses AI to Study Behavioral Neuroscience Reflected in How Spiders Build Webs

“What would have taken one person 1,500+ hours over a year or more was done in a few weeks by contributors through the ɫ��Ƶ platform (then Figure Eight).” -Andrew Gordus, Assistant Professor of Biology, John Hopkins University

December 4, 2021

Realeyes Accelerates Video Attention and Emotion Analysis with Scalable Annotation Solution

“Our integration with ɫ��Ƶ's platform allowed us to scale up our annotation operations by collecting multiple types of high-quality annotations for thousands of hours of video footage, all in a short amount of time.” -Or Amir, Vice President of Operations - Realeyes

June 22, 2021

Brandwatch Becomes More Agile in Delivery of Digital Intelligence Insights to Customers

“Compared to our freelancing network, ɫ��Ƶ’s platform allows us to iterate quickly with our experimental design and data collection. This is an incredible benefit to us. ” - Hamish Morgan, VP of Data Science, Brandwatch. The Company Founded in 2006, Brandwatch offers a digital consumer

May 19, 2021

Top Gaming Company Strengthens Customer Support Capabilities with AI

“ɫ��Ƶ provided the integration of different tools and options in terms of using our internal labelers. Being able to monitor contributor performance and have a system that's already integrated with that capability was super helpful. Not to mention the scalability of it.” – Gaming company specialist

March 16, 2021

London School of Economics Takes Agile Approach to Data Labeling with ɫ��Ƶ

“ɫ��Ƶ’s platform is really easy to use. What makes it great is you can reach so many different channels because of its global outreach.” – Kenneth Benoit, Director of the Data Science Institute, LSE. The University Founded in 1895, the London School of Economics and Political Science

March 10, 2021

CallMiner Delivers Fast and Accurate Customer Insights with Large-Scale Annotation Solution

ɫ��Ƶ is so fast. Using their platform, we could do overnight what used to take us a month. ɫ��Ƶ is wonderfully efficient. – Rick Britt, Vice President of AI, CallMiner. The Company: Founded in 2002, CallMiner is the pioneer of the artificial intelligence (AI)-powered speech analytics space

February 2, 2021

MediaInterface Expands to France With Pre-Labeled Datasets

We were expanding to a new market. Although we had a fully localized software, we were lacking resources, so our clients could not optimally use it. ɫ��Ƶ helped us out with French lexicon data. – Ines Wendler, Product Manager, MediaInterface

July 13, 2020

Allen Institute for AI; Enhanced Research Experience to Scholars

We were able to quickly go through different iterations of annotation tasks with our crowd workers and understand what was working and what wasn’t. The fact that the quality control features are already built into the ɫ��Ƶ platform makes task setup even easier

May 19, 2020

Adobe Stock: Improves Search Relevance of Massive Asset Profile

Adobe is the global leader in creative software. You’d be hard-pressed to find a professional designer who isn’t well-versed in Photoshop, Illustrator, or InDesign, but Adobe has dozens of other offerings, spanning not just the design space, but e-signatures, analytics, marketing, stock photography

April 14, 2020

Improved Quality and Increased Output of Data Insights With Zefr

With the endless expansion of the digital content universe and growth of video advertising, many companies are leveraging contextual targeting to place ads alongside relevant content, as opposed to targeting ads based on user data. Zefr bridges the gap between the vast amounts of content out there

April 13, 2020

GumGum Finds A Better Way to Annotate and Classify Text and Images

GumGum is an artificial intelligence (AI) company with a focus on computer vision (CV) and natural language processing (NLP). For the past 10 years, it has applied its patented capabilities to solving hard problems in a variety of industries, from professional sports to healthcare

April 13, 2020

Speeds Up Identifying Which Images Need Location Metadata With Shotzr

For us, a big part of the challenge of making machine learning practical has been shrinking the cycle time between idea and production. We knew we were making progress when we could rapidly rebalance our training data and integrate feedback from our ML team into the process

April 8, 2020

FlamingoAI Deploys a Fully Automated Virtual Assistant From Day One

Low online sales conversion rates. Inefficient customer service. These are the problems FlamingoAI is solving with its game-changing technology. With our training data powering its virtual-assistant platforms, the machine learning company now creates better online experiences for its financial

March 27, 2020

Improved Search Quality From Microsofts' Bing In Multiple Markets

Microsoft Corporation is an American multinational technology company with headquarters in Redmond, Washington. It develops, manufactures, licenses, supports and sells computer software, consumer electronics, personal computers, and related services

March 27, 2020

Top Software Provider Develops Global CLDR through Trusted Partnership

A major international software provider looking to update its Unicode Common Locale Data Repository (CLDR) approached us to provide in-market resources for 66 markets

March 27, 2020

eCommerce Company Accelerates Feature Testing with Support for Ad-Hoc Evaluations

A major global eCommerce company turned to us to help solve key ad-hoc evaluation needs and scale feature evaluation capabilities without taxing internal resources

March 27, 2020

Data Collection Improves Leading Social Media Companies ɫ��Ƶ

A social media company needed large amounts of training data to improve its tool to better understand user-generated messages by identifying user intent, sentiment, and entities (people, places, events) from natural language

March 27, 2020

Improved Search Engine Listings with Local Content Evaluation

A leading multilingual search engine and mobile app provider tasked us to improve the quality of its local business listings, including addresses, phone numbers, hours of operation, maps, and directions

March 27, 2020

Search Functionality Improved With Search Evaluation From Social Network

A major social network provider looking to improve the search functionality on its site—allowing users to successfully search for people, posts, news, and other items of interest

March 27, 2020

Leading Search Engine Expands Internationally with Vendor-Neutral Quality Analysts

A leading multilingual search engine provider ready to invest in building out its search engine across 25 markets teamed up with us, thanks to proven track record as a reliable source for quality management and high-quality data

March 27, 2020

Leading Social Media ɫ��Ƶ Improves Content Relevance with Personalization

A leading social media platform working to keep on top of user demands for more relevant content needs a partner that can provide a geographically and demographically diverse pool of raters, ramp global operations quickly, and meet strict data flow requirements all while working within a complex quality

March 27, 2020

Leading Software Provider Optimized its Global eCommerce Transaction Funnel

The software provider engaged with us to design and deploy a usability study gathering user feedback from its target global markets, in multiple languages. A top-10 multinational software provider with a global SaaS eCommerce platform looked to us for help optimizing its eCommerce funnel

March 27, 2020

Mobile Device Manufacturer Achieves Greater Accuracy for Map Software with In-market Raters

A leading software and hardware company partnered with us to test accuracy of its new, confidential mapping software for an upcoming major release of its mobile phone operating system.

March 27, 2020

Global Tech Firm Expands into New Markets with Enhanced Speech System

A leading multinational technology company teamed up with us to help develop an automatic speech recognition (ASR) system designed from the ground up to specifically cater to children’s applications

March 27, 2020

Top Automotive OEM Uses Speech Training Data to Power its Connected Car

A leading global OEM has worked with us for over 10 years to develop the data needed to train its voice recognition systems for more than 20 languages

July 24, 2019

Wellio Turns Raw Data Sets Into AI Training Data for Nutrition and Cooking

Learn how Wellio leverages the ɫ��Ƶ platform to power the first intelligent platform that helps people plan, shop, prepare and enjoy healthy meals at home

May 21, 2019

Tier 1 Automotive Software Provider Creates Smarter In-Car Infotainment Systems

A leading provider of vehicle electronics software approached us to collect audio and linguistic data to help develop automatic speech recognition (ASR) capabilities for its in-car infotainment system

September 21, 2018

Maps Faster Than Ever: HERE Technologies Creates Fine Tune Maps

HERE Technologies powers mapping, navigation, and location solutions for enterprise customers. Their mission is to create a digital representation of reality to radically improve the way everyone and everything lives, moves, and interacts. Their maps, data, and products power solutions for self-driving cars

September 7, 2018

GuildLink Text-to-Speech Translation Case Study

“ɫ��Ƶ’s text-to-speech conversion has been pivotal in helping us provide more information in more ways and helping patients understand what they’re taking.” — Anna Paonne, Key Account and Business Development Manager, GuildLink

September 7, 2018

GuildLink Makes Consumer Medicines Information More Accessible

It’s so important that patients understand what medicine they’re taking and how to take it. GuildLink ensures consumers have the latest information—and now, thanks to our text-to-speech conversion services, they also have it in audio format

June 22, 2018

Dialpad Creates Data That Powers ML Models for Human Conversation at Scale

Dialpad improves conversations with data. They collect telephonic audio, transcribe those dialogs with in-house speech recognition models, and use natural language processing algorithms to comprehend every conversation. They use this universe of one-on-one conversation to identify

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How Nearmap Scaled AI Data Labeling for Aerial Imagery

How Cohere Scaled Preference-Based Fine-Tuning for Enterprise LLMs

Enhancing an AI Video Description Generator with Human Validation

Accelerating Music Generation for Leading AI ɫ����Ƶ

Rapid-Sprint LLM Evaluation & A/B Testing in Multiple Complex Domains

Improving Multilingual LLM Performance with Supervised Fine-Tuning

Training an LLM Image Generator for Graphic Design in 20+ Languages

How ReflexAI Empowers Veterans with AI Mental Health Support

How Microsoft is Advancing Equitable Knowledge Access with AI Translation

How Onfido Optimized AI Fraud Detection

Improving Safety on the Internet Through Search Relevance

EmPushy Leverages ɫ����Ƶ Data Annotation Services to Improve User Experience

CLEAR Global and Sheng Language

Creating a Safer Web Experience

Combating Wildfires with Computer Vision

Leading Search Engine Provider Enhances Ad Relevance

Preserving Language Through Useable Data and Phonetic Annotation

Infobip Creates Conversational AI Chatbots Using High Quality Datasets

Johns Hopkins University Uses AI to Study Behavioral Neuroscience Reflected in How Spiders Build Webs

Realeyes Accelerates Video Attention and Emotion Analysis with Scalable Annotation Solution

Brandwatch Becomes More Agile in Delivery of Digital Intelligence Insights to Customers

Top Gaming Company Strengthens Customer Support Capabilities with AI

London School of Economics Takes Agile Approach to Data Labeling with ɫ����Ƶ

CallMiner Delivers Fast and Accurate Customer Insights with Large-Scale Annotation Solution

MediaInterface Expands to France With Pre-Labeled Datasets

Allen Institute for AI; Enhanced Research Experience to Scholars

Adobe Stock: Improves Search Relevance of Massive Asset Profile

Improved Quality and Increased Output of Data Insights With Zefr

GumGum Finds A Better Way to Annotate and Classify Text and Images

Speeds Up Identifying Which Images Need Location Metadata With Shotzr

FlamingoAI Deploys a Fully Automated Virtual Assistant From Day One

Improved Search Quality From Microsofts' Bing In Multiple Markets

Top Software Provider Develops Global CLDR through Trusted Partnership

eCommerce Company Accelerates Feature Testing with Support for Ad-Hoc Evaluations

Data Collection Improves Leading Social Media Companies ɫ����Ƶ

Improved Search Engine Listings with Local Content Evaluation

Search Functionality Improved With Search Evaluation From Social Network

Leading Search Engine Expands Internationally with Vendor-Neutral Quality Analysts

Leading Social Media ɫ����Ƶ Improves Content Relevance with Personalization

Leading Software Provider Optimized its Global eCommerce Transaction Funnel

Mobile Device Manufacturer Achieves Greater Accuracy for Map Software with In-market Raters

Global Tech Firm Expands into New Markets with Enhanced Speech System

Top Automotive OEM Uses Speech Training Data to Power its Connected Car

Wellio Turns Raw Data Sets Into AI Training Data for Nutrition and Cooking

Tier 1 Automotive Software Provider Creates Smarter In-Car Infotainment Systems

Maps Faster Than Ever: HERE Technologies Creates Fine Tune Maps

GuildLink Text-to-Speech Translation Case Study

GuildLink Makes Consumer Medicines Information More Accessible

Dialpad Creates Data That Powers ML Models for Human Conversation at Scale

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Accelerating Music Generation for Leading AI ɫ��Ƶ

EmPushy Leverages ɫ��Ƶ Data Annotation Services to Improve User Experience

London School of Economics Takes Agile Approach to Data Labeling with ɫ��Ƶ

Data Collection Improves Leading Social Media Companies ɫ��Ƶ

Leading Social Media ɫ��Ƶ Improves Content Relevance with Personalization