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Intento Publishes The State of Translation Automation 2026, an Interactive Benchmark of 229 AI Translation Solutions in 100 Languages

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The interactive report compares translation quality, cost and translation time across 100 languages. It evaluates 229 solutions built from 57 AI models and machine translation engines, showing which solutions meet different translation requirements.

SAN FRANCISCO, Oct. 16, 2026 /PRNewswire/ — Intento has published The State of Translation Automation 2026 (inten.to/state-of-translation-automation), an interactive report on AI translation solutions in 100 languages. Readers choose their translation requirements, a target language and what to optimize for (quality, cost or translation time), and see which solutions meet those requirements in that language and how they compare.

Language engineers at Intento evaluated 229 solutions built from 57 AI models and machine translation (MT) engines, translating from English into 100 languages. They assessed 10 requirements across three levels of translation quality:

Basic: general translation quality.

Standard: Basic plus terminology, tone of voice and six formatting requirements, such as tag handling, valid JSON and Unicode support.

Advanced: Standard plus gender neutrality.

Each solution combines a model with a harness: prompts, glossaries and other context, and pre- and post-processing. For each language, the team started with an off-the-shelf model and added steps only when a simpler solution could not meet the requirements. This is the same approach Intento uses for clients.

“Automating translation used to mean choosing the ‘less wrong’ machine translation model for your content and language pair,” said Konstantin Savenkov, CEO & Co-founder of Intento. “Now it means building a harness around the models that meets your translation requirements, and you can’t build one without evaluations that check each requirement. In the report we build solutions the way we do for our clients, starting with the simplest one and adding steps only where it falls short, and show for each language what it takes in quality, cost and translation time.”

The 57 models come from 37 vendors, including Alibaba, Amazon, Anthropic, Cohere, DeepL, DeepSeek, Google, Microsoft, Mistral, OpenAI, Tencent, and xAI, and include neural machine translation models, MT systems based on large language models (LLMs), and commercial and open-weight LLMs.

The team evaluated off-the-shelf models and models adjusted with glossaries, tone of voice instructions and tag handling. It also tested two-step solutions that translate and then post-edit with an LLM, three-step solutions that translate, assess quality and repair errors, and multi-agent systems for advanced translation requirements.

AI translation quality depends on the language, the requirements and the workflow around the model

More demanding requirements leave fewer languages with a one-step solution plus a qualifying backup. For Basic translation quality, 54 of the 100 languages have this combination. That number falls to 38 languages for Standard quality and 12 for Advanced quality. The backup may require additional steps. In 18 languages, automated checks are not reliable enough to assess every requirement.

Additional steps help LLM solutions meet the general translation quality requirement. Among the evaluated LLM solutions that initially fall short, 24% meet it after translation and post-editing, and 60% after translation, quality assessment and repair.

Real-time translation comes with a quality trade-off. None of the real-time one-step solutions assessed in 84 languages meets every Standard requirement. Across the 38 languages where a one-step solution does meet those requirements, the fastest qualifying solution takes a median of about 65 seconds per 1,000 source words.

Methodology

Between June and September 2026, language engineers at Intento translated four English business texts totaling 2,978 words into 100 languages: an editorial article, a legal privacy notice, an institutional mission statement and planning guide, and a travel-safety alert.

Two automated quality-estimation metrics were used to shortlist 10 to 13 solutions per language. Intento LQA then assessed the shortlisted translations against the 10 requirements. Three LLM judges from three vendors identified errors by type and severity, and a fourth LLM combined their anonymized findings. The team accepted a result only where the three judges agreed on at least 90% of sentences. The six formatting requirements were checked in code.

Costs use August 2026 list prices in US dollars per million characters of the English source. The same language engineers configure AI workflows for more than 60 enterprise customers across hundreds of language pairs.

The State of Translation Automation 2026 is open to read, with no registration, at inten.to/state-of-translation-automation

Journalists and analysts can request a briefing on the findings at marketing@inten.to.

ABOUT INTENTO

Intento (inten.to) automates translation for global enterprises using AI agents. The Intento Enterprise Language Hub is a multilingual AI harness built on patent-based AI routing technology. It covers every touchpoint — websites, apps, help centers, support, and internal tools — in 650 languages. The agents, built from 50+ specialized LLMs, produce, validate, and repair translations against the requirements of each company: terminology, tone of voice, formatting, compliance. Intento Language engineers implement everything end-to-end — identifying requirements, configuring translation and quality workflows, integrating with existing systems — so no in-house AI expertise is needed. The result: a scalable, automated translation program trusted by 60+ global enterprises, including Indeed, Hexagon, Strava, and Agilent.

MEDIA CONTACT

marketing@inten.to

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SOURCE Intento

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As AI Speeds Up Marketing, Louisville’s RedTag Bets on Strategy

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Independent agency unveils new brand and website, and co-hosts Louisville’s PROOF AI Workshop

LOUISVILLE, Ky., Oct. 17, 2026 /PRNewswire/ — RedTag, an independent Louisville-based marketing agency, this month unveiled new positioning, marking its evolution from a digital performance agency into a strategy-first marketing partner. The move comes as AI makes execution faster than ever, and RedTag is betting that strategy, not speed, is what will set businesses apart. Clients can now choose from outcome-based programs that best fit their marketing needs. 

“Clients don’t come to us needing more tactics. They come to us needing a path,” said Russ Renbarger, founder and CEO of RedTag. “Our new brand says out loud what our work has shown for years: We start with strategy and build everything on that foundation.”

RedTag built its reputation on high-performing paid digital campaigns. Over the years, the agency expanded into strategy, creative, video production and website development, giving clients one partner for the full scope of their marketing. Most recently, a team of automation specialists has integrated AI across the agency to speed up production and analysis, guided by an internal AI policy that keeps people accountable for quality. The time AI saves goes back into strategy: knowing what to say, who to say it to and why.

“Our best client relationships have always been partnerships, where we’re in the room when the big decisions get made,” said Alison Conway, chief client officer at RedTag. “This evolution is about bringing that strategic partnership to every client.”

On Oct. 14, RedTag co-hosted the PROOF AI Workshop with Slingshot, Vsimple and Advanced Business Solutions. The hands-on event gave Louisville business leaders practical experience applying AI to their own work. RedTag led the event’s AI in Marketing and Branding track, with four sessions ranging from AI search optimization to a playbook for adopting AI across an organization.

“AI can produce hundreds of ads in an afternoon, but it can’t tell you which one your brand actually needs and why,” Renbarger said. “The faster the tools get, the more valuable human-led strategy becomes.”

RedTag was named the agency of record for the Commonwealth of Kentucky in 2025. Its client list includes PGA of America, Castle & Key Distillery, Bourbon Barrel Foods, ShopCaterpillar and American Beverage Marketers. Since 2023, RedTag’s work has received two Emmy Awards and more than 35 ADDY and AIGA awards. The agency is a four-time Louisville Business First Fast 50 honoree and was named one of the 2026 Best Places to Work in Kentucky.

To learn more about its outcome-based programs, visit RedTag Programs

About RedTag

RedTag is an independent, strategy-first marketing agency based in Louisville, Kentucky. Established in 2008, the agency starts every engagement by understanding the goal before recommending tactics. With a foundation rooted in discovery, RedTag delivers full-scale marketing campaigns built around each client’s business goals. RedTag serves organizations across hospitality, sports, agriculture, government, retail and consumer packaged goods. Learn more at redtag.agency.

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SOURCE RED TAG LLC

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The National Association of Mortgage Brokers Announces its Launch of MORE, New Mortgage Education and Professional Development Platform

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NAMB MORE brings training, credentials, professional development and daily mortgage market information together in one place

LAS VEGAS, Oct. 17, 2026 /PRNewswire-PRWeb/ — The National Association of Mortgage Brokers (NAMB) the first and only national volunteer-led and membership-driven organization representing the interests of mortgage brokers and home buyers since 1973, today announced the launch of NAMB MORE(Mortgage Originator Resources and Education), a new learning and professional development platform designed to give mortgage professionals the education, resources and information they need to grow throughout their careers.

MORE officially launches today during NAMB National 2026, being held October 16–19 at Caesars Palace in Las Vegas. The platform is designed as a long-term resource for mortgage professionals at every career stage, bringing training, credentials, professional development and timely industry information together in one place.

Mortgage professionals can learn more and access the platform at nambhasmore.org. Access to MORE will be free through NAMB Focus, January 7–9, 2027. Users must have a NAMB member profile to access the learning management system.

“NAMB MORE represents a significant investment in the future of mortgage professionals and the continued advancement of our industry,” said Michael Farrell, President of NAMB. “We wanted to create more than a collection of courses; we wanted to build a resource that professionals can turn to throughout their careers. NAMB MORE delivers valuable education, professional development and practical information members can apply to their businesses daily. ‘NAMB has MORE’ is a mantra the entire organization embraces, reflecting our commitment to providing the industry with innovative tools that support professional growth, strengthen advocacy and help foster our members’ success. “MORE was developed with the mortgage industry in mind, with NAMB and subject-matter experts contributing to the platform’s educational content.”

The platform is designed to support mortgage professionals from their first year in the business through experienced production, management and leadership roles. Educational resources span foundational mortgage knowledge, loan origination, mortgage programs and products, business growth, sales and marketing, borrower experience, professional development and more.

The MORE course library includes content across core categories such as:

Business Strategy & GrowthLoan OriginationMortgage FoundationsMortgage Programs & ProductsProfessional Development & Workplace SkillsSales, Marketing & Borrower ExperienceGeneral

Additional learning resources and credentials are designed to help mortgage professionals continue developing their skills as their careers evolve.

A key component of the new platform is the MORE Daily Dashboard, which serves as the home screen members see when they log into MORE. Rather than requiring members to visit the platform only when completing a course or pursuing a credential, the Daily Dashboard is designed to give mortgage professionals a reason to return every day.

The Daily Dashboard currently features:

Mortgage Rate Alert Widget: Provides information about the factors affecting mortgage rates and refreshes at least hourly.Upcoming Events: Highlights NAMB events and opportunities so members can stay connected to the association and industry.Daily Access to MORE: Provides a central starting point for accessing education, professional development and other resources.

“The Daily Dashboard is an important part of what makes MORE different,” added Farrell. “We want MORE to become part of a mortgage professional’s daily routine. Whether someone is checking the latest rate information, looking for an upcoming NAMB event or continuing their professional education, MORE puts useful resources in one place.”

About NAMB: The National Association of Mortgage Brokers has been the only national volunteer-led and membership-driven organization representing the interests of mortgage professionals and homebuyers since 1973. NAMB provides mortgage professionals with advocacy, education, and rigorous certification programs to recognize members with the highest levels of professional knowledge and education. NAMB’s active lobbying and advocacy efforts focus on national and state issues, protecting the interests of its members and borrowers. As the leading national trade association for the mortgage industry, NAMB is affiliated with state associations throughout the country and represents the interests of more than 546,800 licensed and registered Mortgage Loan Originators and 49,100 licensed Mortgage Broker and Mortgage Lender businesses throughout the U.S. www.namb.org

Media Contact

Joshua Steinfeld, Steinfeld Consulting, 1 339-225-1581, steinfeldconsulting@gmail.com

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SOURCE The National Association of Mortgage Brokers

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The United States Golf Association Selects Gupta Media as Paid Media Agency of Record

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The appointment comes as the USGA looks to continue to strengthen brand equity and increase awareness and engagement with golfers nationwide

BOSTON, Oct. 17, 2026 /PRNewswire-PRWeb/ — The USGA, the non-profit governing body of golf in the United States, has named Gupta Media its paid media agency of record following a competitive pitch process that began in February. Gupta Media will lead paid media strategy, planning, buying and reporting in support of the USGA’s Championship ticketing and broader commercial initiatives, while helping grow brand equity, awareness and engagement across the organization. Its work will span key USGA priorities, including golf’s official Handicap Index® and GHIN app; the Rules of Golf and the USGA’s governance of the game; Membership; and initiatives that advance golf through sustainability, research and innovation, and greater access and inclusion. The relationship expands beyond media execution to include audience strategy, first-party data integration, measurement and optimization.

“Gupta Media stood out for its ability to connect the dots between data, audience strategy, media and creative to real business outcomes, so we’re incredibly excited for this next chapter.”

The relationship comes at an important moment for the USGA, with the organization focused on continuing to expand its reach and deepening brand affinity across the ever-growing, diverse golf community. Gupta Media will help drive ticket sales for some of the sport’s biggest events, including the 2027 U.S. Open at Pebble Beach Golf Links, the 2027 U.S. Women’s Open at Inverness Club, the 2028 U.S. Open at Winged Foot Golf Club and the 2028 U.S. Women’s Open at Oakmont Country Club. The agency will also support the USGA in creating greater awareness and brand recognition for its corporate Partners through co-branded content and paid media.

Golf has an enormous network of people who love the game, creating a growing opportunity to build a deeper, more direct relationship between golfers and the organization. That challenge is exactly what Gupta Media is built to strategically address — from growing membership and promoting ticket sales for major live events to reaching new audiences and understanding customer lifetime value. By bringing together audience insights, first-party data and media performance, Gupta Media will help the USGA create more relevant, effective marketing that drives measurable business results while strengthening its connection with the next generation of golfers.

“We were looking for an agency that could bring a deep understanding of our audiences, a genuine enthusiasm for our mission and the strategic expertise to work with us through this next phase of golf’s growth,” said Lynn LaRocca, USGA’s Managing Director of Brand & Marketing. “Gupta Media stood out for its ability to connect the dots between data, audience strategy, media and creative to real business outcomes, so we’re incredibly excited for this next chapter.”

“There’s a personal element to this partnership that makes it especially rewarding. My golf journey began 30 years ago when I first visited Pebble Beach as a teenager, long before I could imagine actually playing on the course,” said Gogi Gupta, Founder, Gupta Media. “To now have the opportunity to connect that lifelong passion for the game with the work we’ve spent years building and fine-tuning our agency to do feels like kismet. We’re eager to bring our proficiency to an organization that plays a leading role in the great game.”

The relationship brings together Gupta Media’s deep experience in sports marketing with its data-driven approach to audience strategy, media and creative. The agency has developed a specialized set of tools and processes to address data and analytics challenges of sports and live events, including TallyTickets.com, its proprietary ticketing analytics platform that helps teams understand sales trends, forecast demand and make more informed marketing and media decisions. Gupta Media’s experience spans sports, entertainment, premium events, and pop culture, giving the agency a comprehensive understanding of the audience models and fan behaviors that shape the industry.

About the USGA:

The USGA is a mission-based golf organization whose purpose is to unify the golf community through handicapping and grassroots programs; to showcase the game’s best talent through the U.S. Open, U.S. Women’s Open, and 13 other national championships and our museum; to provide unbiased global governance with The R&A through the playing, equipment and Amateur Status rules; and to advance issues important to golf’s future, with a focus on driving sustainability.

About Gupta Media:

Gupta Media, a certified Minority Business Enterprise, is a strategic consultancy at the intersection of creative strategy, digital media, advanced analytics, and performance marketing. We drive growth for professional sports franchises, global tech leaders, DTC brands, major music labels, and other high-profile organizations by building intelligent media plans, best-in-class reporting tools, and custom enterprise technology. Founded 25 years ago by Cornell grad Gogi Gupta, the agency is known for developing new methods of maximizing advertising efficiency in a digital-first world. Harvard Business School’s case study on Gupta Media was taught to all incoming students for three years and is still taught around the globe.

Media Contact

Carly Carioli, Gupta Media, 1 617-682-3733, ccarioli@guptamedia.com, guptamedia.com

View original content:https://www.prweb.com/releases/the-united-states-golf-association-selects-gupta-media-as-paid-media-agency-of-record-302911621.html

SOURCE Gupta Media

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