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RedThread Research Unveils New Insights and Big Disconnects on AI in HR Tech

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RedThread Research’s latest report, “AI and People Analytics Technology: Insights from the Starting Line,” explored the evolving role of artificial intelligence in HR technology, highlighting its current role in workforce management and how it can improve efficiency, and help with decision-making. The research reveals a significant disconnect between vendor-stated capabilities and customer perceptions, as well as gaps in ethics and risk management. With insights into how vendors use machine learning (ML) and generative AI (Gen AI), the findings emphasize the need for greater transparency and practical applications to bridge these gaps and deliver meaningful impact.

WOODSIDE, Calif., Dec. 17, 2024 /PRNewswire-PRWeb/ — RedThread Research has unveiled its latest report, “AI and People Analytics Technology: Insights from the Starting Line,” offering a comprehensive look at the evolving role of artificial intelligence (AI) in HR technology. The report explores the evolving role of generative artificial intelligence (Gen AI) and machine learning (ML) across people analytics technology, highlighting both opportunities and challenges for organizations seeking to leverage these tools. It synthesizes eight months of quantitative and qualitative research — drawing on surveys from 48 vendors and 171 customers, vendor briefings, practitioner roundtables, and ongoing discussions with RedThread members.

“Generative AI is transforming HR technology in ways we’re only beginning to understand. It is poised to tackle some of HR’s most persistent challenges — but right now, we are seeing a lot of talk about AI in the tech and less clarity on how AI is solving leaders’ critical business challenges.”

Sponsored by the RedThread Tech Consortium, this research finds that AI is primarily being used to address workforce management challenges, improve efficiency, and enhance decision-making. Vendors are using Gen AI to improve access to data and insights through natural language processing and analyze employee feedback and comments — but there are also critical shortfalls in areas such as risk management, ethics, and customer understanding.

“Generative AI is transforming HR technology in ways we’re only beginning to understand,” said Stacia Garr, co-founder and principal analyst at RedThread Research. “There’s no doubt that it is poised to tackle some of HR’s most persistent challenges — but right now, we are seeing a lot of talk about AI in these technologies and less clarity on how AI is solving leaders’ critical business challenges.”

Key Takeaways from the Report:

Broad AI Adoption — and Customer Skepticism: While 90% of vendors report using AI (ML and Gen AI), only 40% of customers recognize AI within their solutions, highlighting a significant disconnect in communication and implementation. Use Cases Align. Usage Perceptions Don’t: Vendors and customers agree on the top use cases for AI — like NLP and attrition analysis, but customers are less likely to say they’re seeing them in action.Traditional ML vs. Gen AI: Vendors prioritize Machine Learning for workforce management challenges like retention prediction, while Generative AI is more frequently applied to data accessibility and interpretation and optimization tasks. Innovation is Strongest Among Small Vendors: Companies under $1M in revenue are leading experimentation with AI, leveraging agility for faster adaptation. Ethics and Risk Management are Lacking: A notable gap exists in vendors addressing ethical concerns or creating the frameworks necessary to ensure internal and external ethical use of AI. Similarly, only half of vendors are ensuring SOC 2 certification for security and risk management.

“Our findings here highlight a gap between vendor capabilities and customer expectations,” added Priyanka Mehrotra, co-author and analyst. “We see the need for more transparency, risk management, and practical applications of AI if vendors want to deliver more meaningful impact to employers and their employees.”

Explore the Insights Further: RedThread Research invites you to join Stacia Garr and Priyanka Mehrotra for a Tech Consortium-sponsored webinar on February 4, 2025. This event will delve into the report’s findings, offering actionable strategies for leaders across the HR tech ecosystem. Register for the webinar here.

Join the RedThread Community: In a landscape defined by rapid change, staying ahead requires access to the right insights and expertise. Companies and individuals can explore these findings further by joining the RedThread research community or the Tech Consortium. Visit http://www.redthreadresearch.com or email hello@redthreadresearch.com for more information.

About RedThread Research

At RedThread Research, we get it.

Sure, we’re experts in performance, people analytics, learning, and D&I – and we’re well-versed in the technologies that support them. But we’re also truth-seekers and storytellers in an industry often short on substance, and too full of #!%. Our mission (indeed, our very reason for existing) is to cut through the noise, and amplify what’s good. We look for the connections (or red threads) between people, data, and ideas – even among seemingly unrelated concepts. The result is high-quality, unbiased, transformative foresight that helps you build a stronger business.

To learn more, visit: http://www.redthreadresearch.com

Stacia Garr
RedThread Research
202-957-4130
Email > stacia@redthreadresearch.com

Media Contact

Stacia Garr, RedThread Research, 202-957-4130, stacia@redthreadresearch.com, https://www.redthreadresearch.com

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MemoMind Opens Global Pre-Orders for MemoMind One, Its First Everyday AI Glasses

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Designed to look and feel like everyday eyewear, MemoMind One delivers hands-free AI assistance through discreet displays and voice interaction.

SHENZHEN, China, April 28, 2026 /PRNewswire/ — MemoMind, the new AI hardware brand incubated by XGIMI, today announces the opening of global pre-orders for MemoMind One, its first AI glasses. Ahead of the product’s official launch in May, customers can now reserve MemoMind One on the website and unlock limited-time benefits, including preferred campaign pricing and exclusive bonuses.

First introduced at CES 2026 in Las Vegas and later showcased at MWC 2026 in Barcelona, MemoMind One marks XGIMI’s expansion beyond projection technology into AI-powered wearables. Drawing on more than a decade of expertise in optics and consumer hardware, MemoMind is bringing a new approach to all-day smart glasses designed to blend into everyday life.

AI Glasses Designed for Natural, Everyday Use

MemoMind One is designed to look and feel like a regular pair of glasses, making it comfortable for all-day wear. With discreet displays, speakers, and microphones built into the frame, it provides hands-free access to helpful information without interrupting daily routines. By placing information directly within the user’s field of view, MemoMind One offers a more natural way to interact with AI throughout the day.

Key features include:

Memo AI

An on-device AI assistant that provides real-time support throughout the day, including Q&A, live translation, navigation guidance and contextual assistance. An adaptive teleprompter feature helps users stay on pace while speaking or presenting.

Idea Notes

Captures voice notes instantly and converts them into organized, searchable texts helping users preserve ideas and stay focused without interruptions.

AI Recorder

Records meetings, lectures, and conversations, then generates structured summaries within seconds, making it easier to review key points and to-do lists.

Three Frame Styles with Customizable Color and Prescription Options

Because eyewear is as much about personal style as it is about technology, MemoMind One will be available in three frame styles – Nomad (Square-Round), Archive (Round), and Gotham (Square) – along with seven customizable color options. Each frame is designed for optimal  comfort, fit, and durability, with prescription lens options available.

Pricing and Editions

MemoMind One will be available in two editions:

The Standard Edition starts at $599, or $699 with prescription lenses.
The Custom Edition starts at $749, or $849 with prescription lenses.

To mark the start of pre-orders, MemoMind is offering customers a chance to unlock benefits valued at up to $340. By placing a $30 deposit, customers will receive early access to the Kickstarter campaign, preferred pricing, and exclusive items, including a pair of clip-on sunglass lenses and one year of premium MemoMind app membership.

The deposit is risk-free and fully refundable after the campaign ends.

Availability

Customers worldwide can reserve MemoMind One now at MemoMind.com.

The Kickstarter campaign will launch on May 28, 2026, with first deliveries expected later this summer.

To learn more about XGIMI’s latest innovations, visit the XGIMI website, or follow @XGIMItech on Instagram, Twitter, and LinkedIn.

About XGIMI

Since 2013, the state-of-the-art XGIMI projectors have helped countless people worldwide to create genuinely immersive audio-visual experiences. Working with reputable partners like Google, Harman Kardon, and Texas Instruments, XGIMI builds all-in-one entertainment devices, perfected due to their user-oriented philosophy. Through industry-leading innovation, streamlined setups, and unique designs, XGIMI always strives to develop the best home and portable projectors for everyone to enjoy. Learn more at XGIMI Projector Technology.

About MemoMind

MemoMind is an AI hardware company incubated by XGIMI, the world’s leading smart projector brand. Built on years of optical engineering expertise and a refined design philosophy, Memomind brings a hardware-first approach to everyday AI.

Designed to feel natural rather than intrusive, MemoMind focuses on delivering AI that works quietly in the background, supporting users with clarity, context, and intention. Every product is crafted to be comfortable, intuitive, and seamlessly integrated into daily life, enabling AI to become more effortless, more personal, and more human.

Crafted for the mindful, MemoMind believes the most powerful technology is the kind you barely notice – until you need it.

 

View original content to download multimedia:https://www.prnewswire.com/news-releases/memomind-opens-global-pre-orders-for-memomind-one-its-first-everyday-ai-glasses-302755822.html

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Barsys Shaker Pro Now Available Following Successful CES 2026 Debut

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The Crowd Favorite from CES is Now Ready to Bring Bar-Quality Cocktails to Homes Nationwide

NEW YORK, April 28, 2026 /PRNewswire/ — Barsys, the leading app-driven automated cocktail brand, today announces that the Barsys Shaker Pro is now widely available for purchase on Barsys.com and TikTok Shop. After generating significant buzz at the January CES launch, cocktail enthusiasts everywhere can now get their hands on the smart, portable cocktail device that’s redefining how drinks are made at home.

Designed for modern drink lovers, the Shaker Pro is a smart, app-controlled device that guides users step-by-step through thousands of cocktail recipes, delivering bar-quality drinks from anywhere. Building on the beloved technology of the Barsys Coaster 2.0 — which reached #1 in its category on TikTok Shop during the last holiday season — the Shaker Pro takes that same hardware and adds full portability with a built-in rechargeable battery and USB-C charging.

Akshet Tewari, CEO and founder of Barsys, shares, “The Shaker Pro is everything our customers have been asking for — the same precision and quality they know from Barsys, in a device they can take anywhere. Over the past year we’ve seen tremendous growth, and launching the Shaker Pro feels like a natural next step in that journey. We’re continuing to push the boundaries of what home bartending can look like.”

Users select a drink in the Barsys app, and the device’s interactive lighting guides them through each pour — signaling exactly when to start and stop for perfectly balanced measurements. As ingredients are added, the Shaker Pro simultaneously mixes and aerates the drink, cutting down effort and delivering a consistently great result every time.

The Shaker Pro is an all-in-one device that measures, mixes, and guides every pour from a single sleek system. Fully rechargeable via USB-C, it untethers you from the kitchen counter so you can host anywhere. Color-coded lighting takes the guesswork out of every pour, signaling exactly when to start and stop for perfectly balanced results every time. Paired seamlessly with the Barsys app, it delivers a guided, low-effort experience — from timeless classics to creative craft cocktails — with smart recommendations built around your taste and what’s already in your bar.

The Barsys Shaker Pro is available now at Barsys.com and TikTok Shop at its pre-order price of $49.99 through May 8, before increasing to $79.99.

About Barsys

Barsys is a leading app-driven cocktail technology company redefining how drinks are made at home and beyond. Known for its precision, personalization, and ease of use, Barsys combines innovative hardware with intelligent software to deliver consistently high-quality cocktails. The brand empowers users of all experience levels to explore, customize, and create drinks with confidence. With a growing ecosystem of connected products and digital experiences, Barsys continues to push the future of cocktail-making forward.

Media Contact: grace@barsys.com

View original content to download multimedia:https://www.prnewswire.com/news-releases/barsys-shaker-pro-now-available-following-successful-ces-2026-debut-302754862.html

SOURCE Barsys

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Coheso Announces AI Enhancements Across Slack, Teams, Outlook, and Gmail

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NEW YORK, April 28, 2026 /PRNewswire/ — Coheso, the AI-native legal front door and work management platform for in-house legal and compliance teams, today announced a series of recent AI-native enhancements across its Slack, Teams, Outlook, and Gmail integrations. The updates make it easier for organizations to connect the channels employees use every day with structured legal intake and work management.

Many legal requests still begin informally in a quick chat or email to in-house counsel. That has long created a tradeoff between asking employees to leave their workflow to fill out a form and allowing requests to arrive unstructured for legal to sort out later. Coheso’s AI now interprets the content and context of the original message in Slack, Teams, Outlook, or Gmail, identifies the right intake workflow, and populates request forms automatically, reducing manual effort while preserving the structure legal needs. From there, Coheso keeps the related conversation synced with the request so that, while legal can triage through the Coheso platform, business can still work in chat and email.

In Slack and Teams, employees can also ask routine questions directly in the flow of work, and Coheso’s AI determines whether an interaction should be addressed through self-service or converted into formal legal work. The result is faster answers for the business and fewer routine interruptions for legal.

Coheso has also expanded its AI agent capabilities for legal and business teams. As part of automated workflows originating from Slack, Teams, Outlook, or Gmail, these agents can take on a wide range of tasks, from extracting key details to reviewing submissions against internal guidelines. When appropriate, agents can respond directly to business users within these same integrations, combining faster self-service with more intelligent escalation.

By capturing requests more consistently across the organization, regardless of where they originate, Coheso gives General Counsels and business leaders a more complete view of how work is flowing through the department, where demand is increasing, and the measurable impact legal is having across the business.

“Legal teams need structure around incoming work, but the business is going to keep working in email and chat,” said Chirag Mehta, Head of Product and Co-Founder of Coheso. “Our recent AI enhancements make those channels far more effective by helping Coheso understand intent, capture context, guide users into the right workflow, and reduce the manual effort required to get legal work into the system.”

Taken together, these enhancements reflect Coheso’s broader approach to legal operations: meeting the business where it already works while giving legal a centralized system for triage, ownership, and follow-through. The result is a better experience for employees and a stronger foundation for managing growing volumes of requests.

Demos are available upon request through https://www.coheso.ai/

About Coheso

Coheso is an AI-native legal front door and work management platform for in-house legal and compliance teams. The platform combines centralized intake, including automated responses to routine questions, an efficient workflow for complex cross-functional tasks, and agentic capabilities that enable work to move forward automatically. Headquartered in New York, the company is backed by leading venture capital firms including Tola Capital, Crew Capital, Character, and FirsthandVC, as well as Carnegie Mellon University.

Contact:

Manish Agnihotri
Co-Founder & Head of Artificial Intelligence
manish@coheso.ai
+1 646-452-4490

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SOURCE Coheso, Inc.

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