Translating Suppressed Literature: How I approach my Albanian grandfather’s memoir

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The author's grandfather, Shemsi Mehmeti
The author's grandfather, Shemsi Mehmeti

Translating suppressed literature is an ethical practice that touches history, memory, and accountability. The literary legacy of a people is part of their collective heritage and deserves to survive even when politics tries to erase it. Translation is one of the ways that survival becomes possible, by bringing suppressed voices into the present and giving them access to the world.

These are tenets I’ve kept in mind while translating my grandfather’s unpublished Albanian memoir, A Life Among Letters, which takes place in Yugoslavia under Josip Broz Tito and during the conflicts that followed. The narrative focuses on the Albanian language’s suppression in journalism and education.

During the socialist period, the Albanian press operated inside a state system that shaped what could be said and how it could be said. My grandfather was one of the first journalists for Rilindja, the first Albanian-language newspaper in Yugoslavia and a cultural anchor for Albanian readers in Kosovo. In 1990, Serbian authorities shut Rilindja down, and other Albanian-language outlets faced similar pressure.

My grandfather was also part of the generation that saw Albanian banned from schools in Kosovo, with children forced to learn in Serbian. To keep the Albanian language alive, teachers and community members organized lessons in private homes. My grandfather took part in this underground system, teaching children to read and write in their mother tongue.

These experiences gave his writing a cautious, coded style, where simple phrases carried layers of meaning. Translating those passages means deciding how much to explain and how much to leave for the reader to sense.

What does this mean on the page? The following five principles comprise my approach to translating the memoir.

1. Fidelity and Accessibility Must Be Balanced.

My grandfather often wrote in an indirect register. He used analogy and allusion that his first readers would have understood without gloss. In English, those signals can fade. I handle this with light, purposeful context. A short parenthetical date, a brief note on an institution’s role, or a single-sentence explanation can orient the reader without interrupting the flow.

2. Names and Places Are Anchors, not Decoration.

Rilindja‘s first issue appeared on February 12, 1945, in Prizren. It later moved its operations to Pristina as the paper expanded. These facts matter because they set the stage for the public sphere in which Albanian writers worked. They also explain why references to “the newsroom,” “the press,” or “the building” carry weight that a translator must preserve.

“Prizren” and “Pristina” locate the work in a specific media ecology that included the Rilindja press palace, shared newsrooms, and a broader network of Albanian cultural production. When a passage describes a meeting “at the building,” I do not generalize it to “at headquarters.” I preserve the correct noun, and, when needed, I add a concise cue so the reader understands why that building mattered.

3. Political Context Belongs, but Proportion Matters.

My goal is to make sure the memoir does not lose its footing. For example, where the Albanian original mentions a suspension of broadcasts or a ban on a paper, I retain the reference and — where the narrative requires it — add a time marker. If the main narrative risks slowing, I consolidate context in a short foreword, an afterword, or a glossary entry. This keeps the body of the text readable while protecting accuracy.

4. Contested Episodes and Nuanced Subjects Deserve Care.

Often, sources differ on specific dates or labels. When my grandfather writes about a closure or a dismissal, I keep his perspective, and I avoid inserting my own judgment into his sentences. If a detail needs verification, I check it against public records and reputable histories. Where sources diverge, I avoid false precision in the translation and reserve exact dating for pretext where I can cite it. In this project, external materials such as human rights reporting and media histories help me keep the edges of the story honest.

Some narratives involve nuance that must be preserved. For example, during the mid-20th century, Rilindja evolved from a weekly publication to a daily. This growth was real, and so were the constraints. Translating a memoir from this environment means acknowledging both.

5. The Audience Must Be Considered.

An English-language reader may not know the role Rilindja played for Albanian readers, yet the ethical stakes are wider than one country. Translators working with suppressed or marginalized literatures face parallel issues in many contexts, from former communist states to post-colonial settings and indigenous languages. The question is consistent: How do we carry across tone, risk, and intention when the author wrote under pressure, or for a readership trained to read between the lines? For translators, the takeaway is simple: We are handling not only language, but also evidence. That responsibility should guide every choice we make on the page. 

To translate is not only to carry language across borders, but also to guard the memory of a community. That is why accuracy and empathy are not optional, but rather the foundation of cultural continuity — giving a suppressed memoir its second life.

Phrase Named a Leader by Independent Analyst Firm

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The success of its strategy shows in its growth, retention, partnerships and the trend for other vendors in this space

Boston, USA, September 5, 2025 /PRNewswire/Phrase, a leading AI-first language technology platform, today announced it has been named a Leader in the first edition of The Forrester Wave™: Translation Management Systems, Q3 2025

The Forrester Wave™ is Forrester’s established methodology for evaluating enterprise technology and service providers, published across multiple categories. This is the first Forrester Wave(™) report dedicated to the language technology space.

The Forrester report notes:

“The success of its strategy shows in its growth, retention, partnerships, and the trend for other vendors in this space to leverage its infrastructure.” —The Forrester Wave™: Translation Management Systems, Q3 2025

Phrase is addressing the increased demand for multilingual content by providing enterprises with a comprehensive language technology platform built for automation, personalization, and integration across the business.

The Highest Possible Marks in Vision, Innovation, and 19 More Criteria

Vendors were evaluated on Current Offering, Strategy, and Customer Feedback. Phrase is positioned as a Leader, achieving the highest possible score in 21 of 26 evaluation criteria. These include vision, innovation, workflow automation and AI agents, quality standards and estimation, integration breadth and depth for developers, scalability, and roadmap. Phrase views this as a clear signal of its ability to deliver measurable business impact at enterprise scale. 

The breadth and depth of Phrase’s enterprise capabilities allow organizations to scale global content operations with speed, quality, and control.

According to the report: “Reference customers love Phrase’s practical, AI-forward thinking…”— The Forrester Wave: Translation Management Systems Q3 2025.

 

Evaluation findings:

  • Strategy. Phrase is preparing for exponential, AI-driven growth in multilingual content volume. Its superior vision, supported by a focused, transparent roadmap and rapid innovation, is to meet customer demand for speed and hyper-personalization with an intelligent multilingual content automation platform. Its decision to provide whole-platform access to all customers supports the vision.
  • Capabilities. Phrase is best-in-class at multiple complex capabilities, including configurable workflows, continuous localization, audiovisual localization, transcreation/adaptation, and decentralized self-service.
  • Customer feedback. Reference customers lauded the platform and its AI agents for automating 99% of their workflows.
  • Forrester’s take. Phrase is a good fit for medium-to-large enterprises with high localization maturity and complex workflows that want to leverage fully automated, integrated, AI-powered localization.

“Our customers are seizing the opportunity to differentiate themselves and meet rising customer expectations for highly personalized experiences. They are taking advantage of new AI-first capabilities, married with the controls and quality that enterprises need to deliver at massive scale,” said Georg Ell, CEO of Phrase. 

“We believe Forrester publishing its first Wave in this category highlights how essential language technology has become to business success. For us, Phrase’s recognition as a leader with the highest scores in the current offering and strategy categories reflects the trust of our customers, the collaboration of our partners, and the relentless innovation of our people. Together we are transforming how businesses operate globally, creating new revenue opportunities and accelerating growth. To us, this recognition underscores that Phrase is not only executing on a bold strategy, but also delivering measurable impact with brands around the world.”

Access the full Forrester Wave™: Translation Management Systems, Q3 2025 report to see the detailed evaluation

About Phrase

Phrase is a world leader in AI-led language technology, helping organizations open the door to global business by reaching more people, making deeper connections and driving faster growth across languages and cultures.

The cloud-based Phrase Platform comes equipped with all the key capabilities a business needs to drive a multilingual content strategy. From AI-driven machine translation and world-leading translation management, to software and multimedia localization, best-in-class workflow automation, quality evaluation and analytics. The Phrase Platform is designed to connect, streamline and manage every possible translation task across the enterprise.

That’s why brands like Uber, Shopify, Volkswagen, leading LSPs and global SI partners, and thousands of others choose Phrase to help them form meaningful connections with millions of people to accelerate their global growth. For more information, visit phrase.com.

Connect with Phrase: LinkedIn | YouTube 

MEDIA CONTACT

Pamela Ghosal
E: pr@phrase.com
T: +44 20 7150 6886

Editor’s note:

Forrester does not endorse any company, product, brand, or service included in its research publications and does not advise any person to select the products or services of any company or brand based on the ratings included in such publications. Information is based on the best available resources; opinions reflect judgment at the time and are subject to change.

Kató Lomb: Early Simultaneous Interpreter Who Redefined Professional Language Work

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Kató Lomb sits in an interpreting booth beside one other interpreter on the job.

A highly skilled linguist active during the Cold War era, Kató Lomb’s methodical approach to interpreting in an emerging language industry led to her fame as one of the first globally recognized simultaneous interpreters. She is credited with changing not only culturally accepted gender norms in the field of interpreting, but also what it meant to be a professional linguist by bypassing institutional validation in favor of lived fluency. 

Lomb was born in 1909 in Pécs, Hungary, in a post-war political landscape layered with cultural and ethnic diversity — as Hungarians, Croatians, and Swabians all called the city home. Hungarian by blood and a native speaker of Hungarian, she mastered 27 other languages on her own through environmental circumstances and linguistic resources that allowed her to reach self-directed multilingualism.

Despite only being certified in Chinese interpretation through a state-level exam, throughout her career, Lomb was a professional interpreter for 16 languages. She eventually interpreted for United Nations Educational, Scientific, and Cultural Organization (UNESCO) meetings, government bodies, and scientific delegations all around the world — validating cognitive flexibility over formalism in the profession.

Lomb worked in a time when formal linguistic studies outside of clinical or academic settings was quite rare and language work was mostly state-controlled. The concept of a global language services market didn’t existrather than climbing the corporate ladder, she built her career without guiding parameters from agencies, certification bodies, or standardized pricing models that linguists use today to gain verification and credibility.

Lomb published multiple books, including the influential Polyglot: How I Learn Languages, in which she describes her formula for language acquisition as (Motivation × Time) / Inhibition. She continued to acquire new languages well into her 90s through contextual learning and emotional engagement.

Legacy in the Modern Language Industry

Lomb’s techniques were way ahead of their time, with many of them later formalized in interpreter training programs that are still used today. Her methods foreshadowed currently accepted cognitive theories about working memory, semantic mapping, and working under pressure. 

Lomb influenced and encouraged the practice of distinctive strategies that have shaped current interpreting pedagogy for freelancers and autodidacts. Concepts of autolexia (self-reading), autographia (self-writing), and autologia (self-speaking) were strongly implemented throughout her career and therefore heavily studied from a neurological perspective to language acquisition post-mortem. 

Lomb wasn’t just one of the world’s first simultaneous interpreters; she was also the first to prove that mastery of a language could be self-taught outside of institutions, geopolitical privilege, and cultural norms. She serves as an inspiration to many people today who aspire to achieve multilingualism and successful language careers through non-traditional avenues.

John Snow Labs Announces Program and Keynote Speakers for the Applied AI Summit

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John Snow Labs

John Snow Labs, the AI for healthcare company, today announced the keynote speaker lineup and program for the Applied AI Summit, formerly the NLP Summit. Taking place October 14-16 online, the conference remains the world’s largest gathering for the applied artificial intelligence (AI) and Generative AI community. This year will focus on learnings from real-world use cases in generative AI and open source projects, healthcare, and AI governance.

The fundamentals of the summit remain the same: a free, virtual conference that brings together practitioners to share knowledge from an industry-focused perspective on what’s actually working in applied AI. Attendees will gain a broader coverage beyond NLP, including multimodal AI systems, data engineering platforms, MLOps, evaluation techniques, AI governance tools, and more. A strong emphasis on applied methods and real-world use cases across industries will remain.

With 50+ technical sessions, case studies, and deep dives into open-source libraries, model architectures, design patterns, and more, this year’s keynote speakers include: 

  • David Talby, CEO at John Snow Labs and Pacific AI
  • Yuxiong He, Distinguished AI Engineer at Snowflake and co-lead of the Arctic LLM project, formerly the co-founder of Microsoft’s DeepSpeed project
  • Chi Wang, Senior Research Scientist at Google DeepMind and creator of AutoGen (AG2) and FLAML
  • Nigam Shah, Chief Data Scientist at Stanford Health Care
  • Brian Anderson, CEO of the Coalition for Health AI
  • Chang She, CEO of LanceDB and original contributor to the pandas library
  • Timothy Huerta, CRIO at Ohio State University
  • Sarah Gebauer, Senior Consultant at RAND Corporation and founder of Validara Health

“The Applied AI Summit has always been about bringing practitioners together to share what really works in AI—applying state-of-the-art research to real-world applications that deliver impact,” said David Talby, CEO, John Snow Labs. “This year, we’re broadening the conversation beyond NLP to cover multimodal systems—text, images, speech, code, video, and emerging modalities like genomics—because that’s what’s being  built today. Our goal is to provide the global AI community with another channel to learn directly from each other, so we can all innovate faster together.”

Additional Resources

About John Snow Labs

John Snow Labs, the AI for healthcare company, provides state-of-the-art software, models, and data to help healthcare and life science organizations put AI to good use. Developer of Medical LLMs, Healthcare NLP, Spark NLP, the Generative AI Lab, and the Patient Journeys Platform, John Snow Labs’ award-winning medical AI software powers the world’s leading academic medical centers, pharmaceuticals, and health technology companies. Creator and host of the Applied AI Summit (formerly the NLP Summit), the company is committed to further educating and advancing the global AI community.

Phrase Achieves AWS Retail Competency Status

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Phrase Earns AWS Retail Competency Recognition

Recognition from AWS highlights Phrase’s success in helping retailers create and deliver multilingual content for personalized customer experiences at scale.

Phrase, a global leader in AI-driven language technology,  today announced it has achieved the Amazon Web Services (AWS) Retail Competency status. This designation recognizes Phrase’s technical expertise and proven success in helping retailers build scalable, secure, and customer-focused solutions on AWS.

AWS Retail Competency status identifies AWS Partners that deliver specialized solutions designed to help retailers accelerate digital transformation, improve operational efficiency, and create personalized customer experiences. For enterprise retail buyers, the competency serves as an AWS-backed proof point of quality, scalability, and reduced risk.

“Retailers are under more pressure than ever to connect with global audiences quickly and effectively,” said Jason Hemingway, CMO at Phrase. “Achieving the AWS Retail Competency underscores and effectively certifies how we help retail brands deliver personalized, culturally relevant experiences that strengthen customer engagement, build lasting relationships and drive revenue.”

Earning the AWS Retail Competency means Phrase is now more visible and accessible to enterprise retail buyers through AWS Marketplace and industry initiatives. Retailers working with Phrase benefit from:

  • Reduced risk and faster procurement: AWS validation assures enterprise procurement teams of industry-standard quality and security.
  • Seamless integration: Phrase works across AWS services to enable efficient, global-scale content and translation workflows.
  • Accelerated customer engagement: Phrase has demonstrated proven outcomes helping retail brands connect with customers worldwide in their preferred language.

For more information about Phrase’s AWS Retail Competency, visit  the AWS Solutions for Retail.

About Phrase

Phrase is a world leader in AI-led translation technology, helping organizations open the door to global business by reaching more people, making deeper connections and driving faster growth across different languages and cultures.

The cloud-based Phrase Platform comes equipped with all the key capabilities a business needs to drive a comprehensive localization strategy. From AI-driven machine translation and world leading translation management to software localization, best in class workflow automation, quality evaluation and analytics. The Phrase Platform is there to connect, streamline and manage every possible translation task across the enterprise.

That’s why brands like Uber, Shopify, Volkswagen, leading LSP and global SI partners, and thousands of others choose Phrase to help them form meaningful connections with millions of people to accelerate their global growth. For more information, visit phrase.com.

Connect with Phrase: LinkedIn | YouTube

Acolad Named Crown Commercial Service Supplier

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Acolad joins Crown Commercial Service

Recognition strengthens Acolad’s position as a trusted partner for multilingual content and communication for public sector organisations 

Acolad, a global leader in language and content solutions, has been named as a supplier on the UK’s Crown Commercial Service (CCS). This strategic designation reinforces Acolad’s longstanding commitment to serving the public sector with secure, high-quality, and technology-enabled language and content services.  

The Crown Commercial Service helps the UK public sector achieve maximum commercial value when procuring common goods and services. Acolad’s inclusion in the CCS supplier framework enables central government, local authorities, NHS bodies, and other public institutions to access its full portfolio of language services through a simplified and compliant procurement route. 

Being named an approved supplier to the Crown Commercial Service is a significant milestone for Acolad in the UK,” said Chris Stypula, Head of Sales for Acolad UK. “We’re thrilled to contribute to the vital work of UK public sector organisations, ensuring their communications are inclusive, accessible, and effective across all languages and communities.” 

As part of the CCS RM6302 Framework for Language Services, Acolad will support UK public organisations in achieving their communication, compliance, and service delivery goals in today’s complex and multilingual environment. Acolad has been awarded multiple Lots under the framework, including:  

  • Lot 1 – National Managed Services, including consulting, translation, transcription, phone, video and in-person interpreting. 
  • Lot 2 – Translation and Support Services. 
  • Lot 3 – Transcription, Stenography and Recording Services. 
  • Lot 5 – Overseas and UK Interpreting Services, including spoken in-person interpreting services throughout the UK and overseas. 

A Global Public Sector Partner 

 Acolad’s proven track record supporting public institutions is an assurance of its ability to meet the sector’s unique requirements – from regulatory compliance to confidentiality and accessibility. Its work with government bodies, international organisations, and healthcare systems has consistently improved citizen engagement, streamlined multilingual communication, and expanded access to essential services. The recent CCS appointment stands as a strong recognition of this ongoing commitment and impact. 

Acolad’s collaboration with the public sector spans continents and decades – from ministries and judicial systems to international organisations and public health agencies,” said Madalina Gavrila-Milliot, General Manager for the Public Sector at Acolad. “Our commitment is to support public institutions with solutions that empower them to serve citizens more efficiently and equitably, regardless of language or location.” 

Learn more about Acolad’s work with public organizations all over the world here.  

About Acolad 

Acolad is the global leader in content and language solutions. Its mission is to support companies in every industry to scale across markets and enable growth through cutting-edge technology and localization expertise. Established in 1995, the group is present in 22 countries across Europe, North America, and Asia, with over 1,600 employees supported by a network of  +10.000 linguists around the world. www.acolad.com  

About Crown Commercial Service 

Crown Commercial Service (CCS) is an Executive Agency of the Cabinet Office, supporting the public sector to achieve maximum commercial value when procuring common goods and services. 

To find out more about CCS, visit: www.crowncommercial.gov.uk 

Twitter: @gov_procurement 

LinkedIn: www.linkedin.com/company/2827044 

How Vendors Can Bring Accessibility Into Every Localization Project

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Accessible content

Accessibility is still too often overlooked when content is created, translated, and delivered to global audiences — despite the fact that it is a business essential and a moral imperative. As localization vendors, we are in a unique position to support a shift towards accessibility — not only because we work with words, but because we understand how people from various cultures, backgrounds, and contexts interact with content.

We see the gaps between what gets published and what people actually need. That is where we can step in and add real value. If we want to create inclusive, high-impact content, accessibility must be part of our mindset from the beginning and carried through every step of the process.

Why Prioritize Accessibility?

There is a strong business case for accessibility: It reduces user frustration, increases engagement, improves conversion rates, and builds trust. It also improves search engine optimization (SEO), impacts usability metrics, and ensures alignment with growing legal requirements across global markets. Several well-known brands have faced public criticism or legal action because of inaccessible content or poorly localized platforms.

Additionally, accessibility not only accommodates disability, but also makes content easier to use for everyone. This includes people who speak another language, use a mobile phone in bright sunlight, navigate with one hand, read at a lower literacy level, or live in an area with limited internet access. When we make content more accessible, we improve it for all users. Accessibility is about making every user feel included, respected, and empowered.

From a vendor’s point of view, accessible content means more meaningful work and stronger partnerships with clients. From a client’s point of view, it means better performance and brand perception.

The Accessibility Mindset for Vendors

Bringing accessibility into localization work does not require reinventing the wheel; it just requires a shift in attention and intention. Here are a few ways vendors can make a difference right now:

  • Flag accessibility issues early. If the source content has accessibility problems — such as text embedded in images, complex jargon, no “alt” text, or instructions based only on color — we should flag them. A short note like “this may not work with screen readers” is enough to open the conversation.
  • Adapt content thoughtfully. We can use simpler, more direct language when appropriate. We can avoid idioms or expressions that confuse readers. We can check for layout issues caused by text expansion or font incompatibility. We can make sure date and number formats are localized accurately.
  • Add accessibility to our quality-assurance (QA) checklist. If you are reviewing content, add a few accessibility questions. Do the links have meaningful labels? Are subtitles available? Can the content be understood without visuals? Is the reading order logical?
  • Suggest inclusive alternatives. Offer to create captions for videos. Recommend adding text labels to graphics. Propose simplified onboarding materials. You do not need to be an expert to spot a potential barrier and offer a better solution.
  • Lead accessibility conversations. During kickoff meetings or content reviews, we can ask questions such as, “Do we have alt text for the visuals?” “Will this be used with assistive technologies?” “Are we complying with accessibility guidelines in all target markets?” These questions are not disruptive, but rather where real change begins. Even if the client says no, you have planted a seed and they might come to you first next time.

Involving Vendors in Accessibility Efforts

Too often, localization vendors are seen as external resources, brought in at the end of the project. We receive the source, translate it, deliver the files, and the job is done. But that model is outdated. Localization professionals bring deep insight into how content is perceived and used across borders, devices, and communities — insights that should be welcomed early on. If we are not invited to the table earlier, or consulted after delivery, something important gets lost.

Vendors are not just translators — we are language consultants, user experience (UX) testers, QA specialists, and user advocates. Many of us are trained in inclusive language practices, plain language standards, and accessibility workflows. We are often the first to spot issues that could affect accessibility. We know what works and what creates friction. We are connected to the reality of how people use digital content. That makes us invaluable partners, not just vendors.

Clients and language service providers (LSPs) need to rethink how localization is managed so that vendors are included in discussions before and after the localization process. Letting us interact with the final product allows us to highlight risks, suggest improvements, and ensure the content is not only linguistically accurate, but also user-friendly and inclusive. This prevents costly rework and builds trust.

Accessibility in Practice

Localization is not enough without accessibility. You can have translated content, great design, and ambitious outreach, but if users can’t access the content, it all falls apart. 

As localization vendors, we have the knowledge, the perspective, and the voice to help build a more accessible digital landscape. Let us use it. Let us speak up. Let us lead by example, not only for the sake of good business, but because people deserve better content.

Argos Multilingual Presents Global Ambitions 2025: Insights from 31 Industry Leaders on the GenAI (R)Evolution

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Argos Multilingual Releases 2025 Global Ambitions

Over its 132 pages, Global Ambitions: (R)Evolution in Motion offers vital perspectives on the ongoing impacts and influences of GenAI on the language services industry

Argos Multilingual is pleased to announce the immediate release of the 2025 edition of the Global Ambitions publication. It is available online and in print and is included with the September 2025 issue of MultiLingual magazine.

The digital version of the Global Ambitions: (R)Evolution in Motion publication is available for free at: https://info.argosmultilingual.com/2025-global-ambitions-publication-revolution-in-motion.

The 2025 edition is the largest one to date, with 31 industry experts and thought leaders weighing in with their perspectives on the ongoing AI-spurred (r)evolution.

Over its 132 pages, it prompts the reader to pause and consider just where we currently stand on the AI evolution track, what they have learned during almost three years with GenAI in their lives, and what questions remain to be asked and answers to be found.

It presents an industry that is in motion. Split into three acts, the publication tracks present-day challenges and solutions, redefines the meaning of progress, and, lastly, looks forward, raising crucial questions about the future and the next generation of language professionals yet to enter the industry. Here is what you can expect in the publication:

  • It emphatically addresses lingering questions about stagnation of an industry that is at pains to redefine itself — the language services industry is evolving.
  • This is a transition period: the current crop of GenAI-powered solutions is being bolted onto frameworks that were built 10–15 years ago. So, before rushing headlong into AI deployment, it is advisable to start with a simple question: “Why?”
  • It showcases stories of enterprises pushing the boundaries of what their localization programs can achieve with the help of GenAI, ultimately benefiting the end-users.
  • The industry is redefining expectations of progress and the magazine shows that progress will mean different things to different people in various parts of the world: A one-size-fits-all AI-powered solution cannot be blindly copy-pasted and expected to work.
  • It highlights the reality of the AI-first world: the relentless pace of technology is taking its toll on our well-being. Talent attrition is a genuine concern, but the good news is that there are solutions to mitigate it — and they start with you.
  • It asks the most important question of them all: Who comes next? It examines the shared responsibility the industry has to attract and nurture the next generation of talent that will lead us into the AI era.

The Global Ambitions: (R)Evolution in Motion publication showcases an industry that is as alive as ever. It is home to some of the most brilliant, passionate, and creative professionals and lovers of language, culture, and communication. Whether by design or circumstance, they are now at the forefront of helping to develop and adapt AI-powered solutions to the benefit of all.

The publication complements the Global Ambitions podcast, available at https://globalambitions.net. The podcast — featuring short, 15-minute, information-packed recordings — brings insightful guests who share their expertise on localization and international go-to-market strategies.

About Argos Multilingual

Argos Multilingual provides global language solutions. With over 30 years of experience, we serve clients in the high-tech, life sciences, human resources, and financial industries. We make it easy for businesses to grow globally and connect with expert talent anywhere. With production centers in Europe, the Americas, and Asia, we build robust programs for continuous translation and localization. You can expect a long-term and transparent partnership backed by innovative solutions around technology, AI & data, creative content, and quality assurance. For more information, please visit us at www.argosmultilingual.com.

AI Adoption Deepens in United States Legal Sector According to Research From DeepL

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DeepL Report Highlights Legal AI Adoption Trends

New research from DeepL uncovers current and future AI trends in the legal field, including rapid adoption, the widespread use of Language AI, shifting workflows, and emerging risks.

Artificial intelligence (AI) is reshaping the legal profession at a breakneck speed, with nearly half (47%) citing it as essential to their daily workflows and over 96% of legal professionals confirming the use of AI tools in their work. Additionally, 77% said their organizations increased AI spending over the past year – a strong signal of deepening investment and reliance across the sector. This is according to new research from DeepL, a leading global Language AI company, which recently surveyed 1,000 US legal professionals spanning law firms, in-house legal departments, independent practitioners, and public sector teams to understand how AI adoption is transforming the industry.

The findings are clear: Legal AI adoption is widespread and accelerating. But the data also shows that this transformation comes with mounting pressure to navigate risks, rethink staffing and resolve language challenges that are reshaping how legal work gets done.

DeepL Report Highlights Legal AI Adoption Trends

  • AI has transitioned from experimental to essential in the legal sector, with 96% of legal professionals utilizing AI tools, and nearly half (47%) saying it’s essential to their daily workflows.
  • The most commonly used AI tools include legal research and analytics, general-purpose AI, contract review/document automation, and Language AI to cover translation and writing improvement.
  • 77% of legal professionals said their organization increased spending on AI in the past year.
  • Adoption among legal organizations is also rapidly increasing, with almost 46% of respondents reporting formal use of AI tools across their teams, while over 31% are conducting limited pilots or isolated use cases.
  • Only 4% of those surveyed have no plans to adopt AI, highlighting its swift integration into legal work.

“These findings certainly align with what we’re seeing from both current and prospective legal customers here at DeepL. More and more legal teams are looking for and embracing AI tools – in our case, Language AI – to solve daily operational challenges and improve efficiency, as long as they meet security and compliance standards, ” said Frankie Williams, Chief Legal Officer, DeepL. “Even within DeepL, our own legal team is leveraging AI to drive efficiencies. For example, we’ve been successfully using a chatbot to answer routine and repeated questions in relation to our customer contracts and also general legal questions, which has saved my lawyers’ time for more complex and strategic work. We also use DeepL Write, which helps us improve the quality of our communications internally and externally.”

Language challenges are pervasive and costly, with AI emerging as the top solution

  • Language and translation problems are nearly universal in the legal field, with over 85% of professionals reporting that translation issues have adversely affected their work outcomes.
  • Among those impacted, 39% had to write off billable hours to correct errors, 38% experienced internal inefficiencies and 37% cited poor translations as a factor in lost cases, deals, or client relationships.
  • AI has emerged as the most popular method for tackling legal translation workflows, with 49% of professionals using general-purpose AI tools and 43% relying on specialized tools like DeepL.
  • However, despite AI’s growing adoption to address these challenges, concerns still persist. Primary concerns raised by legal professionals using AI for translation workflows include security and compliance risks (26%), loss of legal or cultural context (18%), and inconsistent or incorrect terminology (18%).

“Language and context are the foundation of all legal work, so it’s both interesting and expected that translation has emerged as one of the most impactful use cases for AI in the sector,” said André Barrow, DeepL’s Director of Legal Operations. At DeepL, we understand how much precision this demands and we are committed to delivering Language AI tools that meet the speed, nuance and security that legal teams need. Our tools have a number of enterprise-grade protections in place, including GDPR compliance, SOC 2 Type II certification and more, so that legal teams can trust that our AI not only works effectively, but is also safe and secure.”

AI is reshaping legal workflows, staffing, and strategy

  • Nearly all respondents – over 99% – who use AI in their legal work shared that the technology has had an effect on their day-to-day work, with less than 1% claiming it had “no impact”:
    • 59% say AI helps them complete routine work faster.
    • 57% developed new skills to work effectively with AI.
    • 54% are now able to spend more time on strategic, high-judgment tasks.
    • 36% rely less on their junior staff for basic work
  • 42% of all respondents say they’re delivering more work with the same headcount, while 37% report a shift toward fixed-fee or value-based billing as a result of AI.

Shadow AI use is prevalent and largely unmanaged

  • Despite widespread adoption, the vast majority (71%) of legal professionals admit to using AI without formal approval, with 35% doing so frequently.
  • Interestingly, unclear policy is not the leading cause for this unapproved use, mentioned by only 24% of respondents. The main drivers include: pressure to deliver faster (35%), insufficient functionality in approved tools (32%), and recommendations from managers or senior colleagues (30%).
  • Translation remains a significant area of shadow AI use, with 38% of respondents reporting unapproved use for legal translation.

Future outlook: embracing the future of AI while managing risks

  • Training and preparedness are top of mind – 42% of professionals cite training staff on AI ethics, risk, and compliance as their top strategic priority for 2025.
  • New and innovative AI tools are gaining momentum, with 65% of legal organizations currently evaluating agentic (autonomous) AI solutions, and an additional 27% planning to do so in the near future.
  • Looking ahead, AI is seen as a driver of scale and inclusion. Over the next three years, the top-ranked areas where AI is expected to deliver impact over the next three years include: cost reduction and improved access to legal services (34%), 24/7 research and document review (34%), real-time multilingual support (32%) and new AI-powered service models (31%).
  • At the same time, the top risks anticipated over the next three years include: data privacy and cybersecurity concerns (35%), lack of transparency or explainability in AI decisions (30%), over-reliance on AI for critical decisions (30%), and AI misuse or hallucination in high-stakes litigation(30%).

DeepL has become the preferred specialized Language AI platform for many enterprises worldwide, with a rapidly expanding network of over 200,000 business customers, including legal industry leaders like Taylor Wessing, LegalOn Technologies and more. To learn more about the DeepL platform and how it is transforming legal workflows, www.deepl.com/industries/legal-and-professional.

Methodology

This research was conducted by Censuswide on behalf of DeepL, with 1,000 Legal professionals based in the United States. The survey was conducted in June 2025. Censuswide abide by and employ members of the Market Research Society which is based on the ESOMAR principles.

About DeepL

DeepL is on a mission to break down language barriers for businesses and individuals everywhere. Over 200,000 business customers and millions of individuals across 228 global markets trust DeepL’s Language AI platform for human-like translation in both written and spoken formats, as well as natural, improved writing. Designed with enterprise security in mind, companies around the world leverage DeepL’s AI solutions, specifically tuned for language, to transform business communication, expand markets, and improve productivity. Founded in 2017 by CEO Jaroslaw “Jarek” Kutylowski, DeepL now has over 1,000 passionate employees and is supported by world-renowned investors including Benchmark, IVP, and Index Ventures.