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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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Taiwan’s Smart Tolling Technology Goes Global as Thailand Launches AI-Powered M81 Motorway System

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TAIPEI, April 22, 2026 /PRNewswire/ — Sightings of electronic toll collection (ETC) gantries resembling those used on Taiwan’s freeways have recently drawn attention on social media along the Bangkok–Kanchanaburi highway. Far Eastern Electronic Toll Collection Co., Ltd. (FETC) confirmed that the system is part of Thailand’s newly launched M-Flow multi-lane free-flow tolling system on the Intercity Motorway No. 81 Bang Yai – Kanchanaburi Route (M81).

Developed in collaboration with FETC International (Thailand) Co., Ltd. (FETCi Thailand) and the BGSR81 Co., Ltd, the system has officially entered operation, marking a significant milestone in Thailand’s transition toward smart, digitally enabled highway infrastructure.

The launch also strengthens connectivity between Bangkok and Kanchanaburi, effectively creating a “one-day travel corridor” and supporting regional tourism and economic activity.

AI-Driven Tolling Cuts Travel Time to 48 Minutes

According to Kenny Chen, Managing Director of FETCi Thailand, the M81 project demonstrates the flexibility and scalability of Taiwan’s ETC technology in complex international environments.

FETCi Thailand led the design, installation, and implementation of the tolling system and its Traffic Operations Center (TOC). The platform integrates artificial intelligence (AI) and Internet of Things (IoT) technologies to enable data-driven traffic management and operational decision-making. It is also designed for future expansion, including applications such as weigh-in-motion enforcement.

Thailand’s diverse vehicle types and more complex license plate formats presented technical challenges. These were addressed through advanced AI-powered automatic license plate recognition (ALPR), ensuring high accuracy in vehicle identification. Combined with multiple digital payment options, the system allows vehicles to pass through toll points without stopping.

Since its launch, travel time between Bangkok and Kanchanaburi has been reduced from nearly two hours to approximately 48 minutes. Weekend traffic volumes have reached around 55,000 vehicles per day, improving both tourism access and logistics efficiency in western Thailand.

M9 Experience Highlights Strong Economic and Environmental Benefits

FETC has also supported Thailand’s Department of Highways (DOH) since 2022 in deploying and operating the M-Flow system on the M9 motorway, including gantry design and operational consulting.

According to DOH data, the system has increased traffic throughput fivefold and saves motorists an estimated 3.33 million hours annually. It has achieved a benefit-cost ratio of 6.94, meaning each dollar invested generates nearly seven dollars in overall societal value.

In environmental terms, the system reduces fuel consumption by approximately 13.91 million liters per year and cuts carbon emissions by more than 36,000 metric tons, contributing to more sustainable transportation.

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/taiwans-smart-tolling-technology-goes-global-as-thailand-launches-ai-powered-m81-motorway-system-302748486.html

SOURCE FETC International

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Critical Link Launches World’s First AI-Driven SOM Recommendation Engine, Powered by Rapidflare

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Critical Link and Rapidflare have jointly launched the world’s first AI-driven System on Module Recommendation Engine. Engineers can now describe their requirements in plain language and receive accurate, tailored SOM recommendations in seconds. Together, the two companies are redefining how electronics teams discover and select embedded solutions.

SAN JOSE, Calif., April 21, 2026 /PRNewswire-PRWeb/ — Critical Link LLC, a leader in system-on-module solutions, has introduced the world’s first AI-driven System on Module Recommendation Engine, powered by Rapidflare’s Rapid Product Selection Agent. The new engine advances Critical Link’s mission to help customers bring embedded products to market faster and more cost-effectively.

Together, Rapidflare and Critical Link are combining their strengths to make the journey from concept to product faster, smarter, and more closely aligned with customer needs. – Amber Thousand, Sr. Director of Marketing, Critical Link

In the electronics industry, selecting the right product often requires manually comparing hundreds of pages of datasheets or relying on rigid parametric search tools. Critical Link’s SOM Recommendation Engine is set to change that. With Rapidflare’s conversational AI agent, customers can describe their requirements in natural language and receive tailored recommendations in a fraction of the time.

“For years customers have asked for a better way to find the right SOM for their application. Launching this AI-driven engine with Rapidflare’s technology is a game changer,” said Amber Thousand, Sr. Director of Marketing at Critical Link. “Their accuracy, domain expertise, and speed of integration made them the clear choice to support our mission.”

Unlike generic AI agents, Rapidflare’s technology is purpose-built for complex product selection workflows. It combines knowledge graph-based reasoning, domain-specific intelligence, and industry guardrails to deliver recommendations that are both fast and reliable for electronics teams.

“The best partnerships happen when your mission aligns with your partner’s mission,” said Navanee Sundaramoorthy, CEO and Founder at Rapidflare. “We’re proud to partner with Critical Link to help make SOM product selection more seamless, intuitive, and efficient for their team and customers.”

Beyond accelerating product selection, the AI engine gives engineers a new way to engage with Critical Link. “We’ve always offered thorough documentation and product support to customers via our website, our engineering wiki, and personal contact. Adding the SOM Recommendation Engine creates a more efficient path for self-discovery, which we see as a growing trend,” said Thousand. “Together, Rapidflare and Critical Link are combining their strengths to make the journey from concept to product faster, smarter, and more closely aligned with customer needs.”

To explore Critical Link’s SOM Recommendation Engine, visit https://www.criticallink.com/som-recommendation-ai-agent/.

To learn more about Rapidflare and its AI-powered product selection solutions, visit Rapidflare’s website: https://www.rapidflare.ai/

About Rapidflare

Rapidflare builds AI-powered domain specific agents for electronics, semiconductors, and other technically complex industries. Its product intelligence powered AI platform gives teams natural-language access to product and engineering knowledge, making it easier to find accurate answers, support customers, and move faster across critical workflows. Rapidflare multiplies the impact of GTM teams by making critical technical knowledge instantly accessible, helping sales, solutions engineering, product marketing, support, and customer success teams move faster and operate with confidence. For more information, visit rapidflare.ai

About Critical Link

Critical Link designs and manufactures CPU-based, FPGA-based, and DSP-based system-on-modules (SOMs) for industrial electronic applications. Its production-ready embedded solutions help customers bring products to market faster and at lower cost by reducing development complexity, risk, and time spent building core processing subsystems from scratch. With a focus on product quality, long-term availability, lifecycle support, and close customer engagement, Critical Link serves OEMs across a wide range of industrial and technically demanding applications. For more information, visit the website: criticallink.com

Media Contact

Balpreet, Rapidflare, 1 2068614231, balpreet@rapidflare.ai, rapidflare.ai

View original content to download multimedia:https://www.prweb.com/releases/critical-link-launches-worlds-first-ai-driven-som-recommendation-engine-powered-by-rapidflare-302749279.html

SOURCE Rapidflare

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COMAU SHOWCASES AUTOMATION SOLUTIONS FOR SOUTHEAST ASIA’S COMMERCIAL VEHICLE INDUSTRY AT GIICOMVEC 2026

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SHANGHAI, April 22, 2026 /PRNewswire/ — Comau participated in the Indonesia International Commercial Vehicle Expo (GIICOMVEC 2026), held in Jakarta, where it engaged with local OEMs and supply chain partners on manufacturing upgrades and the application of automation technologies. During the event, Comau presented its capabilities in body-in-white automation, flexible production systems for multi-model manufacturing, and digital manufacturing solutions, drawing on its experience in managing complex automotive production environments.

Through its participation at GIICOMVEC 2026, Comau further expanded its engagement with the Southeast Asian market. Leveraging its global project experience and strong presence in China, Comau supports complex, high-volume automotive production for both domestic and international OEMs, and combines this experience with local insights to address evolving regional manufacturing requirements.

GIICOMVEC 2026 featured 14 leading commercial vehicle brands from multiple regions, showcasing developments in light commercial vehicles, heavy-duty trucks, buses, and specialty vehicles. As demand continues to grow and industrial modernization accelerates, Indonesia is becoming an increasingly important production base and end market for commercial vehicles in Southeast Asia. At the same time, the expanding presence of Chinese automakers is contributing to a more competitive landscape and a shifting supplier ecosystem.

In this context, manufacturers are managing broader product portfolios and short production cycles. As a result, greater emphasis is being placed on automation solutions that enable efficient multi-model production, improve consistency in body-in-white manufacturing, and support the adoption of digital production management systems.

At the policy level, initiatives such as Making Indonesia 4.0 and the national push toward vehicle electrification are reinforcing the transition toward efficient and sustainable manufacturing. Comau’s proven track record in e-Mobility and battery assembly solutions further aligns with these developments, creating new opportunities to add value across the entire commercial vehicle value chain in Southeast Asia.

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/comau-showcases-automation-solutions-for-southeast-asias-commercial-vehicle-industry-at-giicomvec-2026-302748494.html

SOURCE Comau

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