Our Analysts' Insights

Artificial intelligence (AI) and caring people are together bringing life-changing services for accessibility and communication, but you must look past the hype and the deep fakes to find them.

Multimedia, transcribed audio, and AI-generated content in all the world’s digital languages join more traditional content types in filling up data centers. Together they create challenges and opportunities across organizations, raise the alarm for more oversight of content, and further the case for aligning enterprise content strategies, investment, and operations.

Large language models have been in the news a lot in November and December and the coverage has been mixed, to put it mildly. Meta posted its Galactica model on November 15 but took it down just three days later in the face of intense criticism. By contrast, when OpenAI released ChatGPT two weeks later, on November 30, the response was much more positive. Examining why the reactions were so different provides insight into the potential and limitations of machine translation (MT) as well as cauti...

Would you encourage a colleague, a friend, or your children to work in a profession that is extremely damaging to their mental health? No, I didn’t think so. However, that’s exactly what we’re doing when hiring people to moderate extremely high volumes of (multilingual) web and social media content, hour after hour, day after day. Being a content moderator (sometimes called a “process executive”) has been cited as “the worst job in technology,” whether you’re contracted at arm’s length ...

All companies have many regulations and business requirements to comply with today – plus additional scrutiny from enforcers and public commentary alike. It may seem like a never-ending list: doing what’s right for the business, humanity, and the planet. Corporate websites have sections for accessibility; commitment to employees; measures for diversity, equity, and inclusion (DEI); global corporate responsibility; ecological sustainability; and more. Many are striving to find ways to use inclu...

As part of an ongoing investigation into multimedia localization tools and practices, CSA Research is examining enterprises’ global use of video. A combination of professional interest while researching marketing content and personal interest because I’ve just moved, led me to view several TV ads and online videos by international energy providers, including EDF and E.ON. These marketing videos took me down the proverbial rabbit hole, trying to figure out the source and target languages. Which...

Technology developments tend to follow a typical pattern of improvement over time, known as an S-curve. Although it is a familiar pattern, it is worth unpacking its five phases and considering how they apply to language technology and forecasts about it. Examining how they have played out with successive generations of machine translation points to a future in which other advanced natural language processing technologies have tremendous potential to deliver useful and innovative capabilities.

Last week, the Washington Post published an article about Blake Lemoine’s claim that his employer Google’s LaMDA language model/chatbot system had achieved sentience and had a “soul.” Lemoine, an engineer in the company’s responsible AI group, based his assertion on a dialogue in which LaMDA expressed human-seeming sentiments and concepts. Google placed Lemoine on leave, thereby sparking renewed discussion about what machine sentience is and what it means. What can the experience of the lan...

Last August when I delivered the opening keynote at the MT Summit on “responsive MT,” one trend that I identified was the emergence of MT as a platform-level service provided by creators of enterprise ecosystems. Although this move has just started, it will be one of the biggest drivers for growth of language services in the coming years as it creates an expectation of ubiquitous multilingualism across a wide variety of services.

Are you ready to implement language as a feature at the platform level? Do you know how to gain executive approval for the business case to achieve that? Do you even know what I’m talking about?! Read on to find out how Airbnb did it and the questions to ask your team to find out if you’re ready to embark on the same journey.