RWS Data Services for AI
AI training data you can trust

RWS Data Services for AI

Who are our data services for?
Data scientists looking to build reliable, scalable AI models with clean,accurate training data.
With our services, data scientists are freed from the time-consuming
task of cleaning data, allowing them to focus on the actual work ofML modelling, and enabling their organizations to deliver high-quality
products and services to global audiences.

2 | AI training data you can trust

RWS Data Services for AI

RWS data services – providing
trustworthy AI training dataArtificial intelligence (AI) is a vital part of any modern business strategy. Machine learning(ML) models are integral to improving operations, streamlining processes and deliveringa more personalized customer experience.
The issue – time-consuming
data management

The solution – RWS Data Services
for AI

Training an AI and ensuring reliable,
relatable performance requires
high-quality data and effective
data management – and for manyorganizations, the difficulties that
accompany the collection, preparationand optimization of data for ML
modelling are all too familiar. Finding
the right resources, sufficient
high-quality data and data service
providers trustworthy enough to meetcompliance requirements is a struggle.

Our data services solve thesedifficulties. We provide an
all-in-one solution for high-quality
data collection, data annotationand data validation for all media
types and languages.

This is a major problem for data
scientists, who don’t want to spend alltheir time collecting and cleaning dataand instead want to focus on actuallydeveloping their AI model – and forbusiness leaders, who want to ensurethat the AI products they build arecompetitive and cost-effective.

3 | AI training data you can trust

Whether you’re deploying global
smart devices, piloting voice-activatedtechnology, evaluating machinetranslation quality, removing
policy-violating content, or justbeginning your machine learningjourney, our community of linguists
and annotators will improve yourmachine learning operations withhigh-quality training data.

RWS Data Services for AI

High-quality AI training data in any language, at any scale
At RWS, we help you achieve optimal results from your AI solutions with our portfolio of services,which we tailor to your specific needs. We offer:Data collection

Data validation

Anywhere in the world, for any data type – text, audio,
image or video – we can acquire the content youneed for AI training. Our managed and vetted poolof global workers can collect complete datasets for
improving chat responses and dialogue, thematic
photos and videos, selfies, acoustic data andmultilingual content.

Using our data validation processes and tools,
and our pool of in-market data evaluators, we
increase the accuracy and quality of training content,saving you time and ensuring your models provide
the expected outcome.

Data annotation and labelling
Our certified experts deliver the highest quality oftranscription, annotation and classification so thatyou can rapidly train and fine-tune your AI models.
Whether it’s transcribing text or speech, tracking
objects, segmenting images, identifying speakers or
grading responses, our labelled datasets enable you
to train best-in-class AI models.

4 | AI training data you can trust

Consulting
If you want to evaluate your current AI strategy,
our team of experts can help you identify whereand how to improve.

RWS Data Services for AI

Multilingual data services for any media type
Different types and structures of training data are needed for each AI solution.
At RWS, we have the resources and expertise to derive valuable training data fromraw data of all kinds.
For all media types, we provide the full range of services – from collection to annotationand labelling through to validation – in the many languages, cultures and markets
demanded by today’s global world. We cover over 300 languages and variants andestablish a customized solution to provide the data services you need.

Yourbusiness

Data collection
and generation•Text•

Text generation•

Collection ofintent variations•
AudioImage

Collection of chatbot
and conversational
AI training data•

Collection of audio
and speech data

Collection of image
and video data

Video
5 | AI training data you can trust

Data annotationand labelling•

Entity annotation•

Text classification•

Handwritingtranscription•

Transcription•

Annotation•

Classification•

Transcription•

Annotation•

Classification•

Semantic
segmentation

Data validation
and review

Your MLapplications

Improved
performanceand userexperience•

Annotated datavalidation•

Machine translation
quality evaluation•

Content moderation•

Content evaluation•Geospatial dataevaluation

RWS Data Services for AI

Connect with a global audience
At RWS, we help you reach a global audience.
We’ve been solving global data quality and model evaluation problems for the big tech companies
for more than 25 years. As an experienced, world-leading language service provider, we have theindustry knowledge and global reach to provide the data services you need in any language, at any scale.
Our tech-enabled processes ensure you derive value through productivity and cost-efficiency withoutcompromising on scale or fairness around data.
By partnering with RWS for AI data services, you benefit from:

Global scalability
With over 1,400 in-house linguistic
resources, an extensive talent pool ofexternal professionals and coverageof over 300 languages and dialects,
we can quickly scale our operations
to meet your needs. Our global reachenables us to provide services for eventhe most underserved languages
and dialects.

Certified experts
We work with carefully vetted, managed
professionals with experience providing
AI data services to big tech companies,
along with ready-to-deploy linguistic
and non-linguistic talent.

Best-in-class technology

Ability to manage complexity

Through consultation, we ensure that
all of our processes and yours make thebest use of technology, based on yourrequirements. We combine automation
and a human-in-the-loop approachto maximize efficiency and reduce
error, and offer strategic insights into
automation, standardized workflows
and productivity via reporting tools.

For fully end-to-end AI/ML lifecycle
services, we offer solutions beyond datalabelling. We have offerings to help
you build your AI and improve your ML
operations, such as technology andconsulting services that deliver thecomplete AI/ML package.

Our talent sourcing is also tech-enabled– resources are recruited and managed
through an end-to-end platform.

6 | AI training data you can trust

RWS Data Services for AI

Reliable, relatable AI performance
The golden rule of building top-quality AI products is to use reliable training data.
With our extensive experience and global pool of talented professionals, our dataservices for AI provide you with peace of mind. Whatever your goals for your AI, you canrest assured that the data you’re using to get there is high quality, reliable and relevant.

Find out more
rws.com/ai/data-services

About RWS
RWS Holdings plc is a unique, world-leading provider of technology-enabled language, content and intellectual property services.
Through content transformation and multilingual data analysis, our unique combination of technology and cultural expertise helps
our clients to grow by ensuring they are understood anywhere, in any language.
Our purpose is unlocking global understanding. By combining cultural understanding, client understanding and technicalunderstanding, our services and technology assist our clients to acquire and retain customers, deliver engaging user experiences,maintain compliance and gain actionable insights into their data and content.
Our clients include 90 of the world’s top 100 brands, the top 20 pharmaceutical companies and 19 of the top 20 patent filers.
Our client base spans Europe, Asia Pacific, and North and South America. We work in the automotive, chemical, financial, legal,medical, pharmaceutical, technology and telecommunications sectors, which we serve from 80+ global locations acrossfive continents.
Founded in 1958, RWS is headquartered in the UK and publicly listed on AIM, the London Stock Exchange regulated market (RWS.L).
For further information, please visit: www.rws.com© 2022 All rights reserved. Information contained herein is deemed confidential and the proprietary information of RWS Group*.
*RWS Group shall mean RWS Holdings PLC for and on behalf of its affiliates and subsidiaries.
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