Our Analysts' Insights

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.

“Mind the gap!” A phrase often heard at railway stations or on the subway: voiced during announcements or indicated by signs, it encourages people to avoid falling between the train and the platform. It refers to a physical distance and a dangerous hole that suitcases, legs, and small children might disappear into. It is the moment of moving between one customer experience and the next: the starting point and solution, the vehicle and the destination, the expectation and the reality. But are t...

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...

For the last few months pundits across the political spectrum have written op-ed columns and long articles questioning whether geopolitical events such as war and polarized politics signal the end of globalization. This post considers those concerns of policymakers but contends that activities to address the growing complexity of a de-globalizing planet raises the bar for any organization operating in multiple countries – and that this reality will create new opportunities for anyone who can ma...

In the late 19th century my great-grandfather, Otto, smuggled the culture for Gruyère cheese from Switzerland to the United States. Thinking about him reminds me of the “Swiss Cheese Model,” an approach to accident prevention that focuses on putting up multiple barriers that should collectively prevent major mishaps even if one or more of them has a hole in it. A similar “Reverse Swiss Cheese Model” applies to international customer experience. To see how, imagine an English-centric company ...

Cold emailing is the equivalent of cold calling – the solicitation of a potential customer who had no prior interaction with a salesperson – and is simply handled by email. It means you reach out to a sales target without them having made the first move. And that’s why it amounts to shooting an arrow in the dark. Why? The prospect doesn’t know you. Your email may land in a spam filter or remain unread even if it was delivered. Cold emailing is a tough exercise. Sometimes your arrow will hit,...

In recent years, there’s been a lot of buzz around “headless” systems – whether for content creation and management or for the translation workflows that feed the global customer experience. The concept being that rather than having a traditional front- and back-end (publishing and creation), these systems allow content to be magically managed, extracted, repurposed, and delivered through a myriad of end points, from mobile apps to corporate websites integrated with a partner’s own custom p...

“Would you pay more for a localized product?” That’s been a core question in CSA Research’s long-running “Can’t Read, Won’t Buy” (CRWB) series of survey-driven reports. Since our first analysis in 2006 we’ve seen a strong preference for local language and localization, even if it costs the buyer more. That partiality for a user experience persisted in our 2020 survey for B2B buyers of technology products but was less of a factor for our B2C respondents whom we quizzed on more than 20 pu...

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.

In January, language service providers are often busy planning the year ahead. This year, we observed that many are putting special emphasis on improving their client care function. We’ve been busy holding online workshops with LSPs to help them refine their approach. Here’s an overview of the core concepts we typically discuss during these sessions.