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Constructor Unveils Retail Media Suite with Personalized Sponsored Listings and Retail Media Network Integrations

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New AI-powered solution is the first to integrate organic and paid listings — showing ads only when they increase key ecommerce metrics; See the tech in action at Shoptalk

SAN FRANCISCO and LAS VEGAS, March 25, 2025 /PRNewswire/ — SHOPTALK — Constructor, the leading AI-powered search and product discovery platform for enterprise ecommerce companies, announced its Retail Media Suite. This includes Sponsored Listings, an offering that dramatically improves retail media performance by making online ads more attractive to each shopper. Now, retailers can serve personalized ads — integrated within search results, browse experiences and product recommendations — that learn from shopper interactions and complement (rather than compete with) organic placements. The result: dramatically higher engagement and revenue, without disrupting the shopper journey.

Retail media — or advertising on a retailer’s properties, such as their website or mobile app — has become a critical revenue driver in ecommerce, with global retail media spending projected to reach $165 billion this year. As brands seek to place ads where customers already are, Constructor has the data and technology to ensure the right placements reach the right shoppers at the right time.

For years, Constructor’s AI-based platform has helped retailers show shoppers the best organic results in search, browse, recommendations and more — powering hundreds of millions of personalized experiences each day. Sponsored Listings marks Constructor’s expansion into retail media, bringing its expertise in personalization and product-ranking to this fast-growing space.

A smarter approach to sponsored placements

Too often today, the sponsored products shown to shoppers are generic and impersonal — shortchanging all parties involved. For example, if a male shopper searches for “black dress shoes” on his favorite department store site, and sponsored listings show women’s heels when the shopper expects men’s Oxfords — then everyone loses: the shopper, the retailer, and the advertiser paying for the listing. Instead, Constructor bakes personalization into what’s displayed. The result is a win-win-win: Shoppers get a more helpful, tailored experience; advertisers target an audience with a higher purchasing intent; and retailers increase revenue from shoppers and advertising partners alike.

“Retail media — including sponsored listings — is a really exciting arena for helping retailers grow their businesses and letting brands surface less well-known products to more shoppers,” said Constructor CEO Eli Finkelshteyn. “Unfortunately, for many sites, this happens at the expense of user experience for shoppers, who are inundated with what feel like irrelevant and annoying ads. Shoppers have a choice for where they shop, and turning them off with a bad experience is not really a long-term option. And a big part of the reason all of this happens is that while organic results are powered by a search engine built for returning relevant and personalized results users want, sponsored results are powered by something else — and the two systems don’t really talk.”

Finkelshteyn continued: “We wanted to create a solution to this problem by taking the best-in-class relevance and personalization algorithms we’ve spent years developing for search, browse, recommendations, and other forms of discovery — and allowing them to be applied to sponsored results as well. Retail media isn’t just a billboard you can sell to the highest bidder. It’s a core part of the user experience for a retailer. The best retail media results are those a shopper is happy to see and wants to interact with — and those are also the only ones that drive return on ad spend (ROAS). We want every result, whether it comes from organic search or from retail media, to feel like a great result to the shopper. That’s what the future of retail media looks like — and it’s a future that drives revenue for the retailer, revenue for the advertiser, and a great shopping experience for the shopper.”

Constructor’s Sponsored Listings product:

Provides a more natural, cohesive shopping experience by integrating sponsored results with organic ones.Balances ad revenue with organic revenue. Constructor is unique in optimizing organic and sponsored listings together. Ads get shown only when they increase a retailer’s target business metric.Shows helpful ads only. Ads shown are optimized not just for “relevance” (e.g.,: Is this a shoe?) but “attractiveness” (Is this a shoe the shopper will want to buy?).Gives retailers full control over ad supply. No limits, no extra fees — retailers can add or swap as many ad slots as needed.Feeds data to, and gets it from, Constructor’s holistic platform. Every search, click, add-to-cart, and conversion makes Constructor’s platform smarter — driving even better personalization across the organic and sponsored results it powers.

Sponsored Listings in action

As it expanded into retail media, home24, a leading European home and living ecommerce company, turned to Constructor. Having already used Constructor’s platform to personalize shoppers’ search and browse experiences onsite — driving double-digit growth in search conversion rate — extending to Sponsored Listings was a natural next step. The results have been impressive, with home24 projecting a seven-figure increase in ad revenue within a year, all without sacrificing organic revenue.

“Working with Constructor on our new retail media platform has been a game-changer,” said Gianluca Randisi, chief product and technology officer, home24. “Their dynamic bidding system, which adjusts ad placement costs in real time based on demand and product performance, is truly innovative. This ensures advertisers get maximum ROI without harming organic rankings. For example, the cost of a top spot for a garden chair adjusts automatically based on the day’s temperature and demand. Plus, it simplifies the process for our publishers to identify high-potential ad placements. This partnership has significantly enhanced our platform’s efficiency and value.”

How it works

Constructor factors in attractiveness, personalization, bid amounts, and retailers’ key business metrics when determining whether to place an organic or sponsored result in a given slot. If the projected advertising revenue doesn’t offset the retailer’s organic revenue loss, then a sponsored placement won’t be shown. Unlike with other retail media networks (RMNs), the goal is to maximize overall revenue for retailers.

Constructor can both integrate with a retailer’s existing RMN or operate as an RMN itself — enabling retailers to sell sponsored slots to brands, and displaying the ads across search, browse and product recommendations.

Retailers who use Constructor’s Sponsored Listings benefit from:

Smarter ad pricing: Constructor gives insights into fair bid amounts, so retailers can guide advertisers on competitive pricing for ad placements.Simple campaign management: Retailers can create, adjust and monitor ad campaigns in one place — setting rules for bids, budgets and timing to best balance ad revenue and user experience.Clear performance insights: Retailers get real-time analytics on ad spend, clicks, revenue and ROAS, so they can hone campaigns and maximize revenue.New revenue opportunities: Constructor uncovers search queries and product/category pages where adding Sponsored Listings could drive more ad revenue.

Advertisers, in turn, benefit from:

Transparent performance tracking: It’s easy to see how campaigns are performing — impacting metrics from revenue and ROAS, to clicks and spend — to make data-driven decisions.Easy campaign control: They can adjust bids, budgets and timing to maximize results.Smarter ad placements: Constructor identifies high-potential spots for ads — ensuring they’re shown to the right shoppers, and appear in search results and on pages where that shopper is most likely to convert.

See Sponsored Listings at Shoptalk

Constructor will showcase its full platform, including Sponsored Listings, at Shoptalk Spring, March 25-27, at the Mandalay Bay, Las Vegas. Visit the company at booth #1750, or sign up to book a demo.

During the show, Constructor executives will also lead the following discussions at Shoptalk’s Techtalks Stage, powered by Constructor.

“Minimizing the Tradeoff: Balancing Retail Media ROI with a Seamless Brand Experience” (Tuesday, March 25, from 11:40 a.m. to 12 p.m. PT, with Eli Finkelshteyn, CEO, Constructor)”Beyond Relevance: How Search Attractiveness is Redefining Ecommerce Success” (Wednesday, March 26, from 2:10 to 2:30 p.m. PT, with Dan Buczaczer, VP of marketing, Constructor)

For more information about Sponsored Listings and Constructor’s Retail Media Suite, please see https://constructor.com/solutions/retail-media.

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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SPECTRUM MOBILE INTRODUCES UNLIMITED PLUS PREMIUM WITH BUILT-IN SAVINGS AND EXCLUSIVE FEATURES

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KEY TAKEAWAYS:

Unlimited Plus Premium includes unlimited premium high-speed data, 50 GB high-speed mobile hotspot data, and video streaming up to 4K UHD for maximum connectivity and entertainment.Customers receive built-in savings with up to $10/month phone financing credit (up to $360 value towards a new phone) and an included smartwatch data plan (up to $10 monthly value), plus Anytime Upgrade.Enhanced global connectivity is included, with free international roaming for calls and texts, and 20 GB per month of high-speed data in over 215 countries and destinations.

STAMFORD, Conn., July 22, 2026 /PRNewswire/ — Ready for wireless that does more? The new Unlimited Plus Premium plan from Spectrum Mobile brings residential customers a powerful mix of premium features and built-in savings. The new top-tier plan delivers the most comprehensive suite of benefits across Spectrum Mobile, designed for those who want the best in wireless connectivity and value.

“Unlimited Plus Premium is our most flexible and feature-rich plan yet,” said Danny Bowman, Executive Vice President, Product. “It delivers premium connectivity, savings and exclusive benefits, meeting the needs of customers who expect even more from their mobile experience.”

The new plan offers several exclusive features:

50 GB of high-speed mobile hotspot data – five times more than Unlimited Plus. Ideal for streaming, gaming, remote work, travel and multi-device households.Video streaming up to 4K UHD on cellular, letting customers enjoy their favorite content in full 4K detail when away from WiFi.Built-in savings with up to $10 per month credit for financed Spectrum Mobile phones (up to a $360 value).Included smartwatch service for one eligible paired smartwatch, a $10 monthly value.Enhanced global connectivity with free international roaming with calls and texts, and 20 GB of high-speed data per month in more than 215 countries and destinations, including Canada and Mexico.

Unlimited Plus Premium also includes all the benefits of Spectrum Mobile’s current plans: unlimited high-speed data, unlimited talk, text and WiFi calling, straightforward pricing, coast-to-coast 5G coverage, and access to Speed Boost when connected to the Spectrum Mobile Network’s approximately 45 million secure WiFi access points nationwide. As with Unlimited Plus, customers who signed up for Unlimited Plus Premium also have access to Anytime Upgrade, allowing them to upgrade their phone without traditional wait times.

Unlimited Plus Premium is available to residential customers for $50 per month per line (multi-line) or $60 per month (single-line) with no contracts, added taxes or hidden fees.

More information about Spectrum Mobile Unlimited Plus Premium is available at www.spectrum.com/mobile.

About Spectrum
Spectrum is a suite of advanced communications services offered by Charter Communications, Inc. (NASDAQ: CHTR), a leading broadband connectivity company available to nearly 59 million homes and small to large businesses across 41 states. Founded in 1993, Charter has evolved from providing cable TV to streaming, and from high-speed Internet to a converged broadband, WiFi and mobile experience. Over the Spectrum Fiber Broadband Network and supported by our 100% U.S.-based employees, the Company offers Seamless Connectivity and Entertainment with Spectrum Internet®, Mobile, TV and Voice products. 

More information can be found at corporate.charter.com

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SOURCE Charter Communications, Inc.

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Harness Launches AppSec Alliance to Unite Best-of-Breed Partners for End-to-End Application, API & Agent Security

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Harness AppSec partner ecosystem gives resellers, systems integrators, and technology partners a single platform to deliver AI-era application security

SAN FRANCISCO, July 22, 2026 /PRNewswire/ — Harness, the AI Software Delivery Platform™ company, today announced the Harness AppSec Alliance, a strategic partner ecosystem that brings together best-of-breed application security, API and Agent security capabilities on a single platform. The Alliance is designed to help resellers, systems integrators, and technology partners capture a fast-growing and largely unaddressed share of security spend as agentic AI accelerates both software delivery and the vulnerabilities that come with it.

As enterprises accelerate AI adoption, the attack surface has fundamentally shifted and expanded. AI agents, LLM-powered microservices, and MCP-enabled integrations introduce new vectors that traditional security tools were not built to address. According to Harness’s State of AI-Native Application Security report, 62% of organizations have no visibility into where LLMs are in use across their environment, and 74% say AI sprawl will outpace API sprawl when it comes to risk. Partners without application security or secure-deployment offerings are leaving a substantial share of that spend on the table because they have nothing to quote. Customers select point solutions that create gaps in coverage and challenges in operationalization.

“Every partner conversation we’re having right now starts the same way: customers are already spending on AI-driven security, but their reseller or integrator can’t follow the budget into application security,” said Tom O’Reilly, Senior Vice President, Worldwide GTM Partnerships at Harness. “The Harness AppSec Alliance closes that gap. We’re bringing partners application security technology, built into one platform, so they can walk into an existing account and pick up spend they were never able to compete for before.”

Why Now: The Bottleneck Has Moved to Application Security

While the attack surface has expanded, the real crisis is no longer just discovering vulnerabilities. It is the speed at which organizations can respond to them. Modern AI systems can surface vulnerabilities far faster than security teams can triage, validate, and patch. This creates an operational bottleneck where organizations are flooded with findings but lack the capacity to remediate them, leaving them exposed despite having “visibility.” 

That shift is showing up directly in how customers buy. 75% of security professionals believe shadow AI will eclipse shadow IT as the defining enterprise security threat, yet most organizations still have no way to track it (Harness). Analysts and vendors alike are pointing to the same inflection point on recent investor calls: security budgets are reallocating toward the tools that can keep pace with AI-accelerated vulnerability discovery and AI-generated code.

Most security partners are well positioned on network, endpoint, and cloud security, but few have application security and secure software delivery in their portfolio. That leaves four customer problems largely unaddressed:

Gaps in runtime protection. Agentic attacks are biased toward APIs and increasingly use chained attack paths. Traditional WAFs are blind to attacks that unfold over time and aren’t built to secure APIs at scale.Signal overload. The volume of vulnerabilities surfaced by AI-powered scanning is overwhelming security teams, and traditional scanners compound the problem with high false-positive rates.Slow exposure audit and triage. When a vulnerability is disclosed in a widely used open-source package, it can take customers days to a year to find every instance of that package across their estate, while attackers exploit it in hours.Delayed patch windows. None of the above matters if it still takes weeks to ship a fix. Finding a vulnerability faster is only useful if the organization can patch just as fast.

A Single Platform Built for the AI Threat Era

The Harness AppSec Alliance is anchored on Harness’s application security capabilities, which partners can now package, resell, and deploy as part of the broader Harness AI Software Delivery Platform:

Shift left with SAST & SCA. AI-powered static analysis with reachability analysis, prompt and skill scanning, built natively into the CI/CD pipeline, cutting false positives through deduplication and intelligent prioritization.Software and AI Supply Chain Security. SBOM and AIBOM generation, provenance tracking, and attestation so every artifact is tracked, vulnerable artifacts are automatically quarantined, and responses to zero-day vulnerabilities can be accelerated.Web Application & API Protection (WAAP). Runtime protection purpose-built for the microservices era, combining WAF, API discovery, bot defense, and runtime attack blocking in a single, API-native control — not a legacy WAF bolted on.AI and Agent Security. Holistic offering that includes discovery of all AI endpoints and agents, adversarial AI testing, and an AI firewall enforcing policy at runtime, with agent trace preserving the record of all of it.

What Alliance Partners Get

The Harness AppSec Alliance is built around a co-sell-first model rather than a traditional tiered program with steep upfront certification requirements. Partners get:

A self-service partner portal with role-based enablement for sales, presales, and delivery teamsDeal registration protections and incentives that reward both partner-sourced and partner-influenced pipelineCo-marketing resources and joint go-to-market campaigns to help partners open new application security conversations inside existing accountsA path for best-of-breed technology partners to integrate their capabilities directly into the Harness platform and reach the Harness customer baseAccess to the same Software Delivery Knowledge Graph and platform context that powers Harness AI, so partner-delivered findings and fixes carry full provenance and audit trail

Where the Alliance Stands Today

Security and delivery have historically lived in separate tools, owned by separate teams, with fixes passed manually between Engineering, DevOps, and Security. Gartner named Harness a Leader in its 2026 Magic Quadrant™ for DevSecOps Platforms for closing that gap, recognizing the shift toward a single platform spanning delivery and security instead of three disconnected teams handing work back and forth. The Harness AppSec Alliance extends that same model to partners, turning security and delivery into one automated motion rather than a manual handoff.

That model is already taking shape in the field. Harness’s EMEA team has built a strong regional foundation so far, working directly with resellers, systems integrators, and technology vendors across the UK, DACH, France, Benelux, and the Middle East with a goal to line up more than 30 partner organizations. It’s a model Harness plans to replicate across its other regions as the Alliance scales globally.

Availability

The Harness AppSec Alliance is open now to resellers, systems integrators, and technology partners worldwide. Interested partners can apply at www.harness.io/partners.

About Harness
Harness is the AI Software Delivery Platform™ company, enabling engineering teams to build, test, and deliver software faster and more securely. Powered by Harness AI and the Software Delivery Knowledge Graph, the platform brings intelligent automation to every stage of the software delivery lifecycle after code — removing toil and freeing developers from manual, repetitive work. Companies like United Airlines, Morningstar, and Choice Hotels use Harness to accelerate releases by up to 75%, cut cloud costs by 60%, and achieve 10x efficiency across DevOps. Based in San Francisco, Harness is backed by Goldman Sachs, Menlo Ventures, IVP, Unusual Ventures, and Citi Ventures.

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SOURCE Harness

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DriveNets and AMD Publish Reference Architecture to Maximize AI Cluster Performance and Efficiency

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End-to-end blueprint enables cost-efficient high-performance AI infrastructure based on AMD Instinct™ MI350 series GPUs and DriveNets AI Fabric

RA’ANANA, Israel, July 22, 2026 /PRNewswire/ — DriveNets, a leader in large-scale networking solutions, today announced the publication of an end-to-end reference architecture, that defines a validated design blueprint for building high-performance AI infrastructure using AMD Instinct™ MI350 series GPUs and DriveNets AI Fabric. The combined solution supports scale-out and scale-across architectures, including front-end and storage networking based on a single networking solution. When combined with automated orchestration and full-stack integration services, it also supports rapid deployment and efficient end-to-end scaling.

The reference architecture and the companies’ growing strategic relationship reflect a shared vision for open, multi-vendor AI infrastructure. AMD recently participated as a strategic investor in DriveNets’ $410 million Series D financing round, reinforcing a strong commitment to their joint customers.

The reference architecture, available here, is accompanied by a complementary deployment guide that outlines a system-level approach for designing, deploying, and fine-tuning large AI GPU clusters. Together, the documents cover compute and networking design, as well as end-to-end optimization across the full-stack, including AMD ROCm™ software ecosystem, RCCL collective communications, network plugins, NICs, servers, and system-level orchestration to maximize training and inference performance.

Validated performances at scale

The reference architecture includes comprehensive benchmarking across inference, training, network isolation, and fabric resiliency workloads on AMD Instinct MI355X GPU clusters – providing validated, reproducible evidence of the platform’s readiness for production-scale AI deployments.

The architecture includes multiple network topology options, along with detailed technical guidance and best practices for optimizing performance, scalability, isolation, and resiliency.

Benchmark results show that DriveNets’ AI fabric delivers approximately 5% higher throughput and 10–15% lower time to first token (TTFT) compared to publicly available industry results. At multi-node scale, the platform meets strict production service-level objectives, including sub-20 millisecond inter-token latency and a minimum of 50 output tokens per second per user.

Resiliency testing demonstrated stable collective communication performance under concurrent RDMA traffic, with no degradation during transient link disruptions. Fabric bandwidth remained consistent, with no observable recovery delays. The results also demonstrate RCCL collective performance on AMD platforms comparable to leading publicly available NCCL benchmarks on equivalent configurations.

High performance with improved efficiency

These results validate the joint architecture as a scalable foundation for the full LLM lifecycle, enabling high utilization and consistent performance across training and inference workloads.  The solution is designed to maximize GPU efficiency, reduce total cost of ownership, and deliver strong cost-per-token performance, offering an open alternative to vertically integrated AI infrastructure stacks.

“AI infrastructure is moving from single-vendor stacks to open, multi-vendor systems, and the network makes that shift work,” said Ido Susan, co-founder and CEO of DriveNets. “This reference architecture with AMD turns that into a validated blueprint: AMD Instinct GPUs and our AI fabric deliver higher throughput and lower time to first token than publicly available results — with the resiliency and consistency that production AI clusters require. This gives customers building on AMD Instinct a validated, end-to-end blueprint to maximize GPU utilization and lower cost-per-token, on open Ethernet.”

“Production AI clusters are defined by how well compute, network and software work together at scale,” said Arvind Balakumar, corporate vice president, Global Cluster Engineering, AMD. “Our collaboration with DriveNets gives customers a validated, open Ethernet reference architecture that pairs AMD Instinct MI350 series GPUs with DriveNets AI Fabric to help maximize GPU utilization, improve workload efficiency and simplify deployment across training and inference workloads.”

A better AI infrastructure choice

The deployment guide provides step-by-step instructions covering compute, network interface card (NIC), networking, collective-communications libraries and workload setup, configurations, and performance optimizations.

AMD and DriveNets are closely collaborating to ensure end-to-end software stack optimization, from NIC behavior and collective communications to system-level tuning. The companies are working with joint customers across production and proof-of-concept deployments, including LLM developers and NeoCloud providers. The companies also established a joint lab to enable customers to run proof-of-concept (PoC) tests using their own workloads.

About DriveNets

DriveNets is a leader in large-scale networking solutions for AI infrastructure and service providers. The company’s disaggregated networking architecture transforms the economics of large-scale infrastructures while maximizing performance, utilization, and operational efficiency. Its high-performance AI fabric maximizes GPU utilization and accelerates deployments by optimizing the AI stack end-to-end, resulting in higher tokens-per-second and lower cost-per-token. DriveNets’ solutions power production networks for global tier-1 operators like AT&T and Comcast — supporting nearly 50% of total U.S. internet traffic — and scale multi-vendor AI infrastructures at foundation model labs, NeoClouds, and enterprises. Learn more at https://www.drivenets.com.

About AMD

AMD drives innovation in high-performance and AI computing to solve the world’s most important challenges. Today, AMD technology powers billions of experiences across cloud and AI infrastructure, embedded systems, AI PCs and gaming. With a broad portfolio of AI-optimized CPUs, GPUs, networking and software, AMD delivers full-stack AI solutions that provide the performance and scalability needed for a new era of intelligent computing. Learn more at www.amd.com.

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SOURCE DriveNets

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