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Constructor Has the Most #1 Rankings in Gartner® Critical Capabilities for Search and Product Discovery Report

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Scoring highest for ‘GenAI Product Discovery,’ ‘Product Search and Discovery,’ and ‘Multisite and Globalization,’ Constructor is the only vendor to be ranked first in 3 out of 5 Use Cases — for 2 years straight

SAN FRANCISCO, July 9, 2026 /PRNewswire/ — Constructor, the leading AI-powered search and product discovery platform for ecommerce companies, has been recognized in the Gartner® Critical Capabilities for Search and Product Discovery report.1

For this research, Gartner evaluated 12 vendors across five Use Cases, with Constructor ranking #1 in three — “GenAI Product Discovery,” “Product Search and Discovery,” and “Multisite and Globalization.”

This is the second year in a row that Constructor has been the only vendor to score highest in three out of five Use Cases.

According to Gartner, “‘critical capabilities’ are attributes that differentiate products/services in a class in terms of their quality and performance. Gartner recommends that users consider the set of critical capabilities as some of the most important criteria for [purchase] decisions.”

The Critical Capabilities report serves as a companion to the Gartner Magic Quadrant™ for Search and Product Discovery, where Constructor was recently named a Leader — placing furthest in Vision and highest in Execution among all vendors evaluated.2

What the report evaluated

In its Critical Capabilities report, Gartner defines search and product discovery (S&PD) solutions as “applications that augment digital commerce solutions to facilitate navigation, filtering, comparisons and, ultimately, selection of products.”

Gartner advises organizations to “choose platforms that can support adaptive UIs that personalize the search experience based on shopper intent” — noting that “digital commerce leaders should prioritize AI-driven capabilities when integrating or replatforming S&PD solutions.”

Constructor was evaluated for its AI-based platform, purpose-built for ecommerce.

“In our view, these rankings reflect Constructor’s commitment to applying AI to solve real challenges for our customers and their shoppers,” said Eli Finkelshteyn, Constructor CEO and co-founder. “As AI continues to transform ecommerce, we’re focused on building technology at the cutting edge and helping invent the best-in-class discovery of the future. We’ve always built technology with the goal of helping retailers, brands, manufacturers, and distributors deliver the most personalized, intuitive and effective product discovery experiences available anywhere. We believe this recognition — together with our placement in the accompanying Magic Quadrant — underscores the strength of our platform today and our vision for what’s next.”

Powering the future of product discovery

Examples of Constructor’s innovation in these areas include:

Product Search and Discovery — At the core of Constructor’s platform is its Commerce Reasoning Engine, trained on terabytes of ecommerce interactions to understand shopper intent — not just keywords — and help people discover items they’ll love. Constructor’s AI connects the right shopper with the right products at the right time and in the right context, enabling retailers to drive stronger engagement, conversions and revenue. Continuously learning, Constructor’s platform powers over 10,000 personalized experiences per second across the shopper journey: from search, browse and recommendations; to agentic commerce; to retail media; to offsite channels and more.

GenAI Product Discovery — Constructor’s shopper-facing agents, AI Shopping Agent (ASA) and AI Product Insights Agent (PIA), enable shoppers to search the way they speak, using conversational, natural-language queries. Together, these agents support shoppers from early-stage discovery and inspiration (e.g., “I’m training for my first marathon; what do I need?”) through product-specific questions and final purchase decisions (e.g., “Is this shoe good for overpronation?”). ASA and PIA surface contextually relevant, personalized, in-stock results — giving shoppers confidence to buy, while helping retailers measurably increase purchase rates and decrease returns. These innovations have received numerous industry accolades, with PIA most recently winning the People’s Choice Stevie® Award for Favorite New Product: Electronic Commerce Solution in The 2026 American Business Awards®.

Multisite and Globalization — Constructor handles massive and complex product catalogs with up to millions of SKUs — helping retailers deliver personalized shopping experiences across multiple brands, storefronts, regions and languages. Whether operating a single ecommerce site or many across brands and geographies, retailers can manage search and product discovery from one platform while easily tailoring experiences to each market.

Recent momentum

Constructor’s placements in the Critical Capabilities and Magic Quadrant reports come on the heels of other recent research inclusions. The company was also recognized as:

A Sample Vendor for agentic commerce in the Gartner Hype Cycle® for Agentic AI, 2026.3A Sample Vendor for guided selling assistants, hybrid search and visual search in the Gartner Hype Cycle for Digital Commerce, 2026.4A Customers’ Choice in the 2025 Gartner Peer Insights™ Voice of the Customer for Search and Product Discovery report — with Constructor the only vendor with that distinction for the market.5A Leader in The Forrester Wave™: Commerce Search and Product Discovery Solutions, Q3 2025.A Leader in the IDC MarketScape: Worldwide Retail GenAI-Driven Product Discovery and Search Tools 2025–2026 Vendor Assessment.6

For more information on how Constructor helps retailers improve shopping experiences and increase engagement and revenue, please see https://constructor.com/customers.

1 Gartner, Inc., Critical Capabilities for Search and Product Discovery, Aditya Vasudevan, Sandy Shen, Mike Lowndes, Noam Dorros, June 23, 2026.

2 Gartner, Inc., Magic Quadrant for Search and Product Discovery, Mike Lowndes, Sandy Shen, Aditya Vasudevan, Noam Dorros, June 22, 2026.

3 Gartner, Hype Cycle for Agentic AI, 2026, Rajesh Kandaswamy, Leinar Ramos, Gary Olliffe, Tom Coshow, Pieter den Hamer, Erick Brethenoux, April 2, 2026.

4 Gartner, Hype Cycle for Digital Commerce, 2026, Sandy Shen, June 2, 2026.

5 Gartner, Gartner Peer Insights Voice of the Customer for Search and Product Discovery, Peer Community Contributors, December 24, 2025.

6 IDC MarketScape: Worldwide Retail GenAI-Driven Product Discovery and Search Tools 2025–2026 Vendor Assessment (Doc #US52989725, December 2025).

Disclaimers

Gartner, Magic Quadrant, Hype Cycle, Peer Insights and Customers’ Choice are trademarks of Gartner, Inc. and/or its affiliates.

Gartner does not endorse any company, vendor, product or service depicted in its publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner publications consist of the opinions of Gartner’s business and technology insights organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this publication, including any warranties of merchantability or fitness for a particular purpose.

Gartner® Peer Insights™ content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

Forrester does not endorse any company, product, brand, or service included in its research publications and does not advise any person to select the products or services of any company or brand based on the ratings included in such publications. Information is based on the best available resources. Opinions reflect judgment at the time and are subject to change. This report is part of a broader collection of Forrester resources, including interactive models, frameworks, tools, data, and access to analyst guidance. For more information, read about Forrester’s objectivity here.

About Constructor
Constructor is the AI-driven search and product discovery platform that scales, learns, and adapts to how shoppers actually buy. Its central reasoning engine uses reinforcement learning to improve with every shopper interaction — delivering the right product to the right person in the right context at the right time. By learning directly from real shopper behavior across a company’s own properties, Constructor continuously drives stronger performance across the metrics that matter most. Purpose-built for ecommerce, Constructor generates consistent $10M+ lifts for leading brands such as Sephora, Petco, The Very Group, home24, Grove Collaborative and Fisheries Supply. Learn more at constructor.com.

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Datex and Elastic Solutions Survey Suggests 3PL Competitive Advantage Is Shifting from Technology Adoption to Execution

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100+ 3PL professionals reveal a growing gap between technology adoption and measurable value, with throughput gains widespread but ROI confidence still limited

CLEARWATER, Fla., Aug. 25, 2026 /PRNewswire/ — Datex, a leading provider of third-party logistics (3PL) warehouse management software (WMS) for complex and regulated storage environments, today released findings from The 3PL AI & Automation Playbook Survey, based on original research conducted by Elastic Solutions and sponsored by Datex. The survey gathered insights from more than 100 3PL logistics, supply chain and warehousing professionals across North America.

The findings point to a shift in the 3PL technology conversation. As adoption of AI and automation grows, simply having the technology may no longer be enough to differentiate. The greater opportunity is in execution: how effectively 3PLs turn those investments into better warehouse performance, measurable business value and stronger customer service. This closely reflects the brief’s central finding that differentiation is shifting from technology adoption to operational execution.

The data illustrates both the progress 3PLs are making and the execution challenges that remain. While 83% of respondents reported increased warehouse throughput from automation and advanced WMS capabilities, only 33% said they are confident or very confident they will achieve positive ROI within their projected implementation timeline. At the same time, 80% said customers expect, or increasingly assume, AI and automation capabilities from their 3PL partners.

The survey also points to a shift in what is driving investment. Among respondents, 84% cited operational efficiency, evolving client demands or competitive advantage as the primary reason for investing in AI and automation, compared with just 6% who primarily cited labor shortages and rising labor costs.

“Competitive advantage doesn’t come from simply having more technology. It comes from what you can accomplish with it,” said Mike Armanious, CEO of Datex. “For 3PLs, the opportunity is to start with the business outcome and make sure every investment contributes to a better operation, whether that means greater productivity, stronger service or the ability to respond faster to new customer requirements. Sometimes that means getting more from the technology you already have. Other times, it means recognizing when the foundation itself needs to change.”

The resulting executive brief, The Execution Advantage, looks at what the survey findings may mean for 3PLs as they continue investing in AI, automation and warehouse technology, including considerations around ROI, workforce productivity, changing customer expectations and the role of the WMS in supporting these initiatives.

The findings represent the perspectives of more than 100 survey respondents and should be viewed as a snapshot of their experiences and priorities rather than a representation of the entire 3PL market.

Download the full executive brief, The Execution Advantage: How AI, Automation, and Modern WMS Platforms Are Shaping the Next Competitive Advantage for 3PLs, here.

About Datex
Datex helps third-party logistics providers simplify the complexity of multi-client warehouse operations. Footprint® WMS combines real-time inventory visibility, client-specific workflows, advanced billing and low-code configurability to help 3PLs operate more efficiently and adapt faster. Complemented by Footprint Analytics and Datex Studio, the platform delivers trusted insights, streamlined operations and seamless integration. The result is greater agility, stronger customer service and a foundation for scalable growth.

For more information, visit https://datexcorp.com/.

About Elastic Solutions
Elastic Solutions is a leader in targeted marketing, research and demand generation services for the B2B high-tech community. Elastic Solutions was responsible for generating and analyzing the data presented in the executive brief.

For more information, visit www.elasticroi.com.

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ECRI Expands Problem Reporting Network and Calls for More Data on AI Errors in Patient Care

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As the adoption of AI in healthcare continues to accelerate, ECRI calls on healthcare providers, systems, and clinicians nationwide to report AI-related incidents

FORT WASHINGTON, Pa., Aug. 25, 2026 /PRNewswire/ — Global patient safety nonprofit ECRI announced an expansion of its Problem Reporting Network to specifically capture and investigate errors, malfunctions, and near misses involving artificial intelligence (AI) tools and AI-enabled devices used in patient care.

ECRI is calling on healthcare providers, health systems, and clinicians nationwide to submit reports of any incident where an AI-enabled tool may have contributed to an error or introduced risk into care delivery. ECRI triages and investigates those reports and shares findings with each submitter. This program compliments the ECRI and ISMP Patient Safety Organization (PSO) which has gathered and analyzes more than 8 million reports of safety events from healthcare providers nationwide.

AI’s promise comes with a data gap

AI is actively transforming healthcare, with immense potential to improve clinical outcomes and efficiency. However, clinical AI tools and AI-enabled medical devices are being deployed at a pace that has challenged the safeguards designed to prevent, identify, and respond to failures.

AI now assists with everything from diagnostic imaging and clinical decision support to personal chatbots, but there is no centralized, healthcare-specific mechanism tracking how often these tools produce incorrect or misleading outputs, and how often those outputs reach a patient.

“ECRI has persistently emphasized the risk of adopting AI with insufficient scrutiny,” said Scott Lucas, PhD, ECRI’s Vice President of Devices, Therapeutics, and Technology. “Although we appreciate AI’s tremendous potential, we don’t yet have a clear picture of its downstream impact in healthcare. Without a robust reporting dataset and analysis, the industry cannot sufficiently improve the design and integration of AI tools and devices. We must look to evidence and data to understand the evolving risks and associated system factors, to enable the use of the safest, most effective technologies.”

Survey shows a mix of AI errors & uncertainty  

In a recent ECRI survey of 124 respondents — mostly quality, safety, risk or compliance leaders — nearly one-third said they encountered an AI output they believed was incorrect or misleading over the past year (31%), while 34% had not, and 35% were unsure. Nine percent reported an AI error reached a patient or impacted a care decision. Ambient scribes were the most commonly encountered AI tools in the survey (37%), ahead of EHR-embedded clinical decision support (31%) and clinical LLM assistants or chatbots (31%).

ECRI has evaluated the effectiveness and clinical evidence surrounding numerous AI-enabled devices and AI tools, including applications in imaging, fall prevention, anesthesia, wearable technology for chronic disease management, cardiovascular diagnoses, colonoscopy systems, and behavioral therapy.

How ECRI’s Problem Reporting Network works

ECRI’s Problem Reporting Network has served the healthcare community since 1972, offering a free, confidential channel for reporting medical device and technology problems. Every submission is triaged and investigated by ECRI’s clinical and engineering experts, and ECRI follows up directly with the submitter to share what was found.

When a safety risk is identified in a device or technology, ECRI informs relevant stakeholders including manufacturers, providers, and regulatory agencies by issuing hazard reports that describe the problem and provide actionable recommendations to reduce risk. The Problem Reporting Network also contributes to the top health technology hazards and patient safety concerns in research reports ECRI publishes for the public each year.

With this most recent expansion, the Problem Reporting Network now explicitly includes a pathway for reporting suspected AI-related errors, incorrect outputs, or unsafe AI behavior encountered in clinical or operational use. Healthcare providers, systems, and professionals who have encountered a suspected AI error, whether it reached a patient or was caught beforehand, are encouraged to submit reports through ECRI’s Problem Reporting Network. 

In addition, ECRI encourages healthcare organizations to submit safety reports through all applicable required reporting channels, including state and federal reporting, and through Patient Safety Organizations.

For more information about the safe use of AI in healthcare, visit ECRI’s AI Resource Hub.

About ECRI

ECRI is an independent, nonprofit organization improving the safety, quality, and cost-effectiveness of care across all healthcare settings. Over the past six decades, ECRI has built its reputation on integrity and disciplined rigor, with an unwavering commitment to independence and evidence-based insights. ECRI is designated an Evidence-based Practice Center by the U.S. Agency for Healthcare Research and Quality. The ECRI and Institute for Safe Medication Practices PSO is a federally certified Patient Safety Organization (PSO) as designated by the U.S. Department of Health and Human Services. ECRI is the only organization worldwide to conduct independent medical device evaluations. ECRI acquired The Institute for Safe Medication Practices (ISMP) in 2020 to address one of the most prolific causes of preventable harm in healthcare, medication errors; then acquired The Just Culture Company in 2024 to transform healthcare workplace cultures – thus creating one of the largest healthcare quality and safety entities in the world.

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Murrieta the Gem of the Valley TV Series Spotlights Southern California Real Estate and Lifestyle on REAL Shows Network

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Locally hosted series led by Tiffany Williams highlights the people, neighborhoods, businesses, and stories that make Murrieta the Gem of the Valley.

PALM SPRINGS, Calif., Aug. 25, 2026 /PRNewswire/ — REAL Shows Network (RSN), the national TV platform dedicated to elevating real estate and lifestyle storytelling, has added Murrieta the Gem of the Valley, a new locally hosted series serving Southern California, to its lineup. The real estate and lifestyle TV series is hosted by local real estate leader Tiffany Williams and produced by RSN’s Emmy-nominated, Telly Award-winning team.

Viewers can learn more about the series and watch episodes of Murrieta the Gem of the Valley at realshows.tv.

The series captures the spirit of Murrieta by blending real estate, local culture, and community stories into a vibrant viewing experience. Each episode features Tiffany Williams:

Highlighting notable neighborhoods and distinctive propertiesCelebrating local businesses and community organizationsSpotlighting the people and stories that give the area its unique characterSharing insight into how real estate can help families build long-term wealth and legacy

“After nearly 30 years serving this valley, we’ve learned that real estate isn’t just about property. It’s about the people, businesses, and neighborhoods that give a place its soul,” said Tiffany Williams, host of Murrieta the Gem of the Valley. “Murrieta is truly the Gem of the Valley, and through this show, we want to spotlight those stories while teaching families how a home today can become a legacy tomorrow. Wealth via real estate isn’t just a strategy. It’s how you pass something priceless down to your children’s children.”

Murrieta the Gem of the Valley is part of REAL Shows Network’s growing lineup of locally branded series that highlight communities across the United States.

As part of RSN’s national network of locally branded shows, Murrieta the Gem of the Valley gives its host a full 30 minutes to build a recognizable, personality-driven brand while authentically representing the people and communities she serves. The show provides local organizations, including nonprofits and philanthropic initiatives, along with entrepreneurs and community influencers, a high-quality platform to share their stories through cinematic, lifestyle-driven segments.

Rooted in RSN’s mission of positive media, Murrieta the Gem of the Valley focuses on authenticity, connection, and the everyday experiences that make communities stand out. It uplifts the people, businesses, and causes that make the region extraordinary, offering viewers fresh insight along with engaging, professionally produced entertainment. High-resolution images and video clips from Murrieta the Gem of the Valley are available upon request.

About REAL Shows Network

REAL Shows Network (RSN) is a national TV network for top real estate professionals and influential local leaders, giving select hosts in each market the exclusive opportunity to lead a full 30-minute show that showcases their expertise, partners, and community. Created by an Emmy-nominated, Telly Award-winning production team, RSN delivers cinematic, lifestyle-driven storytelling and strategic media exposure that builds authority, deepens community connection, and elevates positive stories in each market. For more information, visit realshows.tv.

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