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Constructor Named a Leader in IDC MarketScape for Worldwide Knowledge Discovery Software for External-Facing Use Cases 2024

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Report states: “Customers feel that transparency is one of Constructor’s key strengths, in terms of both support and AI technology”

SAN FRANCISCO, Dec. 5, 2024 /PRNewswire/ — Constructor, the leading AI-powered search and product discovery platform for enterprise ecommerce companies, today announced it has been named a Leader in the IDC MarketScape: Worldwide Knowledge Discovery Software for External-Facing Use Cases 2024 Vendor Assessment (Doc #US51813424, Nov. 2024).

In its definition of the market, IDC states that “search and knowledge discovery systems are software that can find, locate, and provide answers, knowledge, and product suggestions.”

The IDC MarketScape evaluated 13 vendors that address “use cases external to the organization, such as public-facing site search, customer support self-service search, and product/ecommerce search” — assessing them on two primary categories: capabilities and strategies.

Improving ecommerce product discovery

Ecommerce companies worldwide — including Under Armour, Petco, Sephora, Target Australia and more — rely on Constructor to create personalized, revenue-generating shopping experiences. With Constructor’s award-winning technology for product search, browse, recommendations and more, it’s easy for buyers to find the best items for them.

The report cited Constructor’s strengths in:

“Transparency: Customers feel that transparency is one of Constructor’s key strengths, in terms of both support and AI technology. Constructor provides proactive customer support, partnering closely with customers on road map features… It also provides strong explainability for its AI, helping admins understand why AI algorithms produce certain results or impacts.””Advanced tech with ease of use: Constructor provides advanced features such as AI-powered personalization, hybrid search reranking, and product catalog enrichment, in the form of easy-to-use tools intended for business users. Customers appreciated the simplicity and ease of use of Constructor’s offering.”

The next generation of product search

The IDC MarketScape further notes that “search and knowledge experiences are increasingly conversational. Natural language conversational interfaces are driving new expectations about user experiences, particularly when it comes to finding, discovering, summarizing, and deriving new insights from knowledge.”

The report cites Constructor’s AI Shopping Assistant (ASA) as an example of this new trend and rising imperative — a tool that “provides AI-powered conversational product search and discovery with personalization capabilities.” Recognized as a groundbreaking solution in the International Business Awards®, Convrt Awards for retail, and more, ASA enables shoppers on ecommerce sites to type their search queries in longform, natural language (e.g., “I’m going to a wedding in the Caribbean in August. What should I wear?”) and get results that make sense contextually, are in-stock, and are personalized to them.

“As generative AI is infused in more knowledge discovery products like Constructor’s, we see the knowledge discovery space changing and evolving,” said Hayley Sutherland, research manager, Knowledge Discovery and Conversational AI at IDC, and author of the IDC MarketScape. “Constructor provides advanced technology balanced with ease-of-use, helping more organizations to take advantage of features such as AI-powered personalization, search reranking, and product catalog enrichment to improve customer experience and commerce outcomes.”

Recent momentum

Constructor’s position as a Leader comes on the heels of other exciting news and momentum. Earlier this year, the company secured $25 million in Series B funding — increasing its valuation to $550 million (nearly triple that from its 2021 Series A round) — and expanded rapidly in Europe, the Middle East and Africa (EMEA). Constructor has won five gold Stevie® Awards in 2024, in recognition of the company as a whole, its product innovation and its leadership.

“At Constructor, we take immense pride in being able to play a part in the search and discovery experiences of hundreds of millions of people every week,” said Eli Finkelshteyn, CEO and co-founder of Constructor. “It’s a privilege to get to work with some of the world’s best and biggest companies and to do everything we can to meet the high bar they require for their customers. We believe this recognition as a Leader in the IDC MarketScape was only possible thanks to the feedback and support of those same companies we’re lucky enough to work with. It’s an honor to be called a Leader by the IDC MarketScape, and my sincere hope is that being recognized in this way only raises the bar for us. We plan to only get better from here, because that’s what our customers deserve.”

Additional report info

The IDC MarketScape concludes its assessment of Constructor, advising companies to “consider Constructor when you are looking for a vendor to partner closely with you on optimizing search, particularly for ecommerce use cases, with the ability to expand into related use cases such as site search and customer support search. Constructor offers strong personalization capabilities that further enhance ecommerce search, product discovery, and conversational search, and the vendor’s customers cited its responsiveness, transparency, and the explainability of its AI.”

For more information on the IDC MarketScape for Worldwide Knowledge Discovery Software for External-Facing Use Cases 2024, please see this complimentary excerpt, courtesy of Constructor: https://bit.ly/constructor-marketscape.

About IDC MarketScape
IDC MarketScape vendor assessment model is designed to provide an overview of the competitive fitness of technology and service suppliers in a given market. The research utilizes a rigorous scoring methodology based on both qualitative and  quantitative criteria that results in a single graphical illustration of each supplier’s position within a given market. IDC MarketScape provides a clear framework in which the product and service offerings, capabilities and strategies, and current and future market success factors of technology suppliers can be meaningfully compared. The framework also provides technology buyers with a 360-degree assessment of the strengths and weaknesses of current and prospective suppliers.

About Constructor
Constructor is the only search and product discovery platform tailor-made for enterprise ecommerce where conversions matter. Constructor’s AI-first solutions make it easier for shoppers to discover products they want to buy and for ecommerce teams to deliver personalized experiences in real time that drive impressive results. Optimizing specifically for ecommerce metrics like revenue, conversion rate and profit, Constructor generates consistent $10M+ lifts for some of the biggest brands in ecommerce, such as Sephora, Petco, The Very Group, home24, Grove Collaborative and Fisheries Supply. Constructor is a U.S.-based company that was founded in 2015 by Eli Finkelshteyn and Dan McCormick. For more, visit: constructor.com

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SOURCE Constructor

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Genedata Expands AI Discovery Workflows with NVIDIA BioNeMo Open Models, Including the New RFD4-Proteina Release

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Bringing next-generation binder design models into production discovery

BASEL, Switzerland, Oct. 22, 2026 /PRNewswire/ — Genedata, a Danaher company, and the leading provider of enterprise software solutions for biopharmaceutical R&D, today announced the addition of the new RFD4-Proteina binder design model into Genedata’s AI-enabled discovery workflows, following the model’s introduction at NVIDIA GTC Berlin. As an early ecosystem partner, Genedata is among the first companies to make RFD4-Proteina available within its production discovery workflows. By connecting AI-generated molecular designs, scientific data, and laboratory results, Genedata helps researchers transform AI predictions into continuous learning cycles that accelerate biologics discovery.

The workflow begins with scientists defining target characteristics and required properties using Genedata’s AI co-scientist. NVIDIA’s open protein design models then generate and evaluate candidate binders within Genedata. As candidates move into laboratory testing, results are captured and linked back to the original designs, helping scientists refine and rank the next round.

“Advances in AI are creating unprecedented opportunities for protein and antibody discovery, but unlocking their full value requires more than access to powerful models alone,” said Othmar Pfannes, Ph.D., President of Genedata. “Researchers need a way to connect molecular design, experimental execution, and scientific data into a continuous learning process. Genedata serves as the digital backbone that brings these elements together, helping scientists evaluate more candidates before testing, preserve the scientific context behind each outcome, and build knowledge from one discovery cycle to the next.”

While advances in generative AI are rapidly expanding what scientists can design, many organizations still struggle to operationalize these models within production scientific research workflows. Genedata provides the orchestration, governance, and scientific data foundation needed to deploy NVIDIA BioNeMo open models, including RFD4-Proteina, directly within the discovery workflows scientists use every day. Researchers can apply AI-generated designs within established processes while maintaining lineage, traceability, and scientific context across the discovery lifecycle.

Within Danaher’s autonomous laboratory initiative, these capabilities connect AI, automation, and scientific data in a closed-loop discovery framework where each experimental outcome informs the next design cycle, creating a continuous learn-and-improve process that advances science while keeping scientists in control.

About Genedata
Genedata, a Danaher company and the leading provider of enterprise software solutions for biopharma R&D, transforms biopharma data into intelligence. Our innovative solutions combine deep science, technology, and AI domain knowledge. Leading biopharma organizations and cutting-edge biotechs partner with Genedata to digitalize and automate complex data workflows. Our advanced analytics and embedded AI enable data-driven decisions. From early discovery through development to the clinic, Genedata solutions drive innovation and maximize ROI being trusted by customers worldwide for more than 25 years.

www.genedata.com
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About Danaher
Danaher is a leading global life sciences and diagnostics innovator, committed to accelerating the power of science and technology to improve human health. Through our connected ecosystem of industry-leading businesses, we work side by side with customers to solve their most complex scientific and clinical challenges—helping move innovations from discovery to delivery faster for patients who depend on them. Powered by the Danaher Business System, our advanced science and technology and proven ability to innovate help enable faster, more accurate diagnoses and reduce the time, cost, and risk required to discover, develop, and deliver life-changing therapies. Through continuous improvement and operational excellence, our approximately 60,000 associates worldwide are focused on delivering lasting impact and improving quality of life around the world, while building a healthier, more sustainable tomorrow. Explore more at www.danaher.com.

Disclaimer

The statements in this press release that relate to future plans, events or performance are forward-looking statements that involve risks and uncertainties, including risks associated with uncertainties related to contract cancellations, developing risks, competitive factors, uncertainties pertaining to customer orders, demand for products and services, development of markets for the Company’s products and services. Readers are cautioned not to place undue reliance on these forward-looking statements, which speak only as of the date hereof. The Company undertakes no obligation to release publicly the result of any revisions to these forward-looking statements that may be made to reflect events or circumstances after the date hereof or to reflect the occurrence of unanticipated events.

All product and service names mentioned are the trademarks of their respective companies.

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SOURCE Genedata

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Bybit AI Empowers Users with Their Personal Financial Edge, Adding Personalization and Memory

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DUBAI, UAE, Oct. 22, 2026 /PRNewswire/ — Bybit, the New Financial Platform trusted by more than 80 million users worldwide, has announced new personalization and memory features for Bybit AI, its in-app intelligent conversational layer. Bybit AI now builds a profile from each user’s assets, positions, behavior and risk profile, connecting wealth, markets and trading across the Bybit ecosystem.

Launched in September, Bybit AI organically unifies Bybit’s core services within a single chat interface. The newly added features extend its capacity from responding to individual requests to maintaining a continuous understanding of the user, giving each user their personal financial edge.

Putting the user at the center, Bybit AI is evolving on three pillars:

Personalized: With permissions granted and limits set, Bybit AI analyzes actual account information, including financial behavior and risk profile alongside assets and positions, to generate outputs tailored to the individual.Connected: Bybit AI links Markets, Trading, Earn, Card and other Bybit products, drawing on the full picture of a user’s holdings and activity rather than a single product.Remembered: Users can proactively share their preferences with Bybit AI, which retains this context through long-term memory so that each conversation builds on the previous one.

The release also introduces Featured, a set of customized entry points for specific use cases. Each entry point offers predefined prompts, such as generating a wealth management plan based on a user’s assets and risk tolerance, and returns structured analysis with key data, clear insights and suggested next steps.

Bybit AI supports main account operations while giving users the option to deploy it within a dedicated Bybit AI sub-account. The AI-powered assistant is built on a security-first architecture. Outputs are provided for informational purposes only and do not constitute investment advice. Instructions are executed in chats only after customer authorizations.

Bybit expects to introduce further updates to Bybit AI as it continues to build toward AI-native financial services, with conversational intelligence positioned as core infrastructure.

To explore Bybit AI and learn more about how it works, users may visit: Bybit AI  – Learn how to use Bybit through conversation.

#Bybit  / #NewFinancialPlatform 

About Bybit

Bybit is The New Financial Platform.

We believe every person should have access to every financial opportunity on earth. That’s why we’re building the first intelligent platform that connects anyone, anywhere to the world’s finance.

Trusted by more than 80 million users worldwide, Bybit brings together investing, trading, payments, and wealth-building in a single secure and intelligent ecosystem. Through the combination of AI-powered technology, deep global liquidity, robust security, and transparent operations, Bybit makes global finance more accessible, efficient, and empowering for everyone.

Built for everyone. Powered by intelligence. Open to the world.

Learn more at Bybit.com.

For more details about Bybit, please visit Bybit Press

For media inquiries, please contact: media@bybit.com

For updates, please follow: Bybit’s Communities and Social Media

Facebook | Instagram | LinkedIn | Reddit | Telegram | TikTok | X | Youtube

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Poq is now a Shopify Certified Technology Partner

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LONDON, Oct. 22, 2026 /PRNewswire/ —  poq, the native mobile app platform for retail brands, today announced it has been recognised as a Shopify Certified Technology Partner. Shopify’s certification is reserved for app partners that meet Shopify’s standards for quality, security, performance and support. poq is now listed in the Shopify Technology Partner Directory and the Certified Technology Partner App Store Collection, making it easier for enterprise Shopify merchants to find and adopt a proven native app platform.

poq already powers native iOS and Android apps for joint customers including Ardene, Steve Madden UK, e.l.f. Beauty (globally), Horze (pan-European), Mamas & Papas (UK) and ECO. Modern Essentials (ANZ and UK). Across the poq platform, shoppers convert at 1.8 times the rate of mobile web, based on the median across 21 brands from January 2025 to January 2026.

“Certification from Shopify is independent validation that poq meets the high standard Shopify sets for its technology partners,” said Jay Johnston, CEO of poq. “Our customers use their apps to build loyalty and drive repeat purchases from their most valuable shoppers. This recognition means more Shopify merchants can launch a high-performing native app with confidence, on a platform already proven at scale across four continents.”

Results for Shopify Brands

European equestrian retailer Horze moved to Shopify and chose to stay with poq for its native app. “After choosing to continue working together, I can confidently say that this was absolutely the right decision. The level of motivation, ownership, and commitment the poq team demonstrated throughout the project was truly impressive,” said Dominik Schlag, CFO of Horze.

In the UK, Mamas & Papas uses its poq app to make shopping easier for busy parents. “Our poq app makes shopping with us quick and easy wherever they are, and drives loyalty and repeat purchases,” said Jo Molineux, Digital Director at Mamas & Papas.

About poq

poq is a leading Software-as-a-Service (SaaS) platform that empowers retailers and brands to create and maintain engaging, high-performance native mobile apps. With a focus on driving customer engagement and revenue, poq’s platform enables seamless integration, powerful personalisation, and an enhanced shopping experience for businesses worldwide. Learn more at poqcommerce.com.

Media contact
Emma Williams, Marketing Lead
emma.williams@poqcommerce.com  

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SOURCE Poq

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