Software & Technology

AI Is Reshaping Hiring Strategy And Critical Roles Are Shifting to Permanent Talent

hiring strategy

Artificial intelligence is no longer a future-state discussion—it’s a present-day leadership priority. As enterprises accelerate the adoption of generative AI and automation tools, hiring strategies are evolving alongside broader business transformation. According to McKinsey’s 2025 State of AI report, 88% of organizations now report using AI in at least one business function, underscoring how…

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Latest

CG Infinity
Consulting Reframed: Perspective, Leadership, and Impact Beyond the Client

As organizations navigate accelerating digital transformation, tighter margins, and increasing organizational complexity, the role of consultants is being re-examined. Today’s most effective consulting leaders are no longer valued simply for delivering projects, but for bringing outside perspective, cross-industry insight, and the ability to lead through ambiguity. Most large organizations today are not short on…

Read More
Client Stories - QumulusAI
QumulusAI Provides A Clear Roadmap for Scaling AI Platforms to Thousands of Users

Scaling AI platforms can raise questions about how to expand across locations and support higher user volumes. Growth often requires deployments in multiple data centers and regions. Mazda Marvasti, the CEO of Amberd, says having a clear path to scale is what excites him most about the company’s current direction. He notes that expanding…

Read More
Client Stories - QumulusAI
Complex AI Software Should Be Delivered as a Managed Service

Artificial intelligence software is increasing in complexity. Delivery models typically include traditional licensing or a managed service approach. The structure used to deploy these systems can influence how they operate in production environments. The CEO of Amberd, Mazda Marvasti, believes platforms at this level should be delivered as a managed service rather than under…

Read More
Client Stories - QumulusAI
Facing High GPU Costs and Infrastructure Constraints, Amberd Turned to QumulusAI for Fixed-Cost AI

Providing managed AI services at a predictable, fixed cost can be challenging when hyperscaler pricing models require substantial upfront GPU commitments. Large upfront commitments and limited infrastructure flexibility may prevent providers from aligning costs with their delivery model. Amberd CEO Mazda Marvasti encountered this issue when exploring GPU capacity through Amazon. The minimum requirement…

Read More
Client Stories - QumulusAI
AI Enables Faster Business Decisions, Giving Startups an Edge Over Traditional Companies

Speed in business decisions is becoming a defining competitive factor. Artificial intelligence tools now allow smaller teams to analyze information and act faster than traditional organizations. Established companies face increasing pressure as decision cycles shorten across industries. Mazda Marvasti, CEO of Amberd, says new entrants are already using AI to accelerate business decisions. He…

Read More
Client Stories - QumulusAI
Amberd Delivers Real-Time Business Insights, Cutting Executive Reporting From Weeks to Minutes With ADA

Many organizations struggle to deliver real-time business insights to executives. Traditional workflows require analysts and database teams to extract, prepare, and validate data before it reaches decision makers. That process can stretch across departments and delay critical answers. The CEO of Amberd, Mazda Marvasti, states that the cycle to answer a single business question…

Read More

Latest

employer-sponsored apprenticeships
The Degree That Pays You Back: How Employer-Sponsored Apprenticeships Are Rewriting Higher Ed
March 9, 2026

Higher education is under pressure. Over the past few years, public confidence in the value of a four-year degree has declined significantly, with fewer Americans expressing a strong belief that traditional higher education delivers a worthwhile return on investment. At the same time, employers consistently report that graduates lack job-ready skills—particularly the “durable skills”…

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Denial Data
Turning Denial Data Into Action: How Healthcare Organizations Can Fight Back Against Payer Denials
March 5, 2026

Healthcare providers across the U.S. are facing a growing wave of claim denials that is putting pressure on already strained hospital finances. Industry research from the American Hospital Association shows that nearly 15% of medical claims submitted to private payers are initially denied, forcing hospitals and health systems to spend about $19.7 billion annually attempting…

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Jabra
ISE 2026: Jabra Unveils Scalable Room Solutions for the Hybrid Workplace
March 5, 2026

At ISE 2026, Jabra highlighted how meeting technology is evolving to support the realities of hybrid work, where the experience must be equally effective for people inside and outside the room. In a conversation with Craig Durr, Chief Analyst and Founder of The Collab Collective, Jabra’s VP of Video Product Olly Henderson explained that…

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Marketing AI Pulse
The Marketing AI Pulse Brief for Feb 2026: Trust in the World of LLM Ads, OpenClaw, Reddit & More!
March 3, 2026

Starting in 2026, The Marketing AI SparkCast alternates between the Marketing AI Pulse Monthly Brief and in-depth interviews with leading marketing AI innovators. This episode is the February 2026 edition of the Monthly Brief and focuses on trust and authenticity in an AI-driven world. Aby Varma and Matt Cyr explore the emergence of advertising inside…

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Latest Articles Software & Technology

Marketing Cloud Implementation
Articles Software & Technology
How Thoughtful Experience Design in Marketing Cloud Implementation Leads to Better Business Outcomes
February 1, 2026

Salesforce gives organizations the ability to automate marketing, personalize outreach, and manage leads at scale—but those benefits only materialize when complex capabilities are implemented cohesively. A successful Marketing Cloud implementation requires more than individual features working in isolation. Through its Salesforce Practice, CG Infinity brings together Marketing Cloud capabilities—including Email Studio, Automation Studio, and…

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How CG Infinity’s Focus on Customer Advocacy Drives Better Delivery Outcomes

Strong delivery starts with advocacy—making sure customer priorities are clearly represented, consistently elevated, and never lost as work moves forward. At CG Infinity, that advocacy shows up through proactive thinking, idea-sharing, and a commitment to pushing for better outcomes at every stage of an engagement. Customer voices remain front and center, shaping decisions and…

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How Rapid Response Consulting Turned Team Misalignment Into Forward Motion

When organizations hit critical pressure points—missed timelines, overloaded teams, stalled initiatives, or growing team misalignment—Rapid Response Consulting provides immediate reinforcement to stabilize operations and restore momentum. At CG Infinity, rapid response isn’t just about deploying expertise quickly; it’s about integrating with intention, protecting delivery, and reducing friction when stakes are high. That philosophy is…

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Small Margins, Big Risks: How Fraud Hurts Texas Energy Retailers

Fraud has quietly become one of the most existential threats in Texas’s deregulated retail electricity market—because the business runs on razor-thin margins and delayed payment. Under the non-POR system overseen by the Electric Reliability Council of Texas (ERCOT), retail energy providers assume the full risk of nonpayment. With profit margins often measured in just a…

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SMB
Articles Software & Technology
Big-Brand Marketing, SMB Scale: Start with Strategy, Build on Trust and Measure What Matters
October 22, 2025

Small and medium businesses (SMBs) are facing a defining paradox in today’s digital marketplace. Access to powerful marketing technologies — from automation and CRM platforms to AI-driven analytics — has never been greater, yet cutting through the noise has never been harder. According to Salesforce’s Digital Marketing Guide for SMBs, even as these tools…

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Human Skills Power Real-World Marketing in the AI Era

As marketing teams adapt to tighter privacy regulations, the decline of traditional ad tracking, and the rise of social commerce, the profession is navigating a period of rapid transformation. Generative AI, automation, and data-driven personalization are reshaping how brands communicate and compete. Amid these shifts, marketers and educators alike are reexamining the skills and values…

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From Innovation to Impact: Corporate Success, Tech Patents, and Mentoring the Next Generation with David C. Williams

What does it mean to move beyond success into true significance? In this powerful episode of the Undisputed Podcast, Ty Bledsoe sits down with David C. Williams, tech innovator, best-selling author, and mentor who’s redefining what impact looks like. From growing up in one of the poorest corners of Dallas to leading billion-dollar automation…

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Securitas: Driving Success Through Client-Centric Security Strategies

 In today’s rapidly evolving business landscape, B2B customers expect more than just reliable services—they want proactive partners who deliver personalized value. A Deloitte study found that 62% of B2B customers made additional purchases after a positive customer service experience, underscoring how deeply customer satisfaction influences growth and retention. For security firms, this reinforces…

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women in security
Articles Software & Technology
Breaking Barriers: Women Leading in the Security Industry
May 26, 2025

Despite growing gender diversity in many industries, the security field continues to be largely male-dominated. However, that landscape is evolving as more women in security step into leadership roles, challenge long-standing norms, and contribute to a more inclusive culture. Through mentorship, development programs, and increased visibility, this shift is not only empowering individuals but…

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Securing the Future: AI, Risk Intelligence & The Protection of High-Value Assets

From AI-driven surveillance to dynamic mobile guarding, the way we secure commercial real estate, corporate campuses, and critical infrastructure is undergoing a major transformation. As high-value assets face increasingly complex threats, security is no longer just about cameras and guards—it’s about predictive insights, global awareness, and resilience planning. According to a Securitas discussion,…

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Unveiling Innovative Training for Specialized Data Center Security

As global reliance on data centers surges, so do the demands for highly trained security personnel to protect these mission-critical infrastructures. The complexity of modern data centers—ranging from physical access requirements to AI-integrated systems—requires a new caliber of officer. According to Uptime Institute, 60% of data center outages cost more than $100,000, emphasizing the…

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Applied Digital Ellendale AI Data Center: April 2025 Update

Progress continued throughout April at Applied Digital’s Ellendale AI Data Center, as construction efforts advanced across multiple fronts. With favorable weather conditions and a clear focus on critical infrastructure, the ELN02 site remains on track to support the growing demands of high-performance computing (HPC) and artificial intelligence. Key developments from April include: Metal jacketing installation…

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Latest GeoMax

GeoMax
Why Baseline Surveying uses X-PAD field software for road work
May 26, 2023

X-PAD Ultimate field software, from GeoMax, has increased productivity for Baseline Surveying by 15-20% because of how easy it is to use and its intuitive design that works like a surveyor thinks. They use multiple commands in the X-PAD software road module for tasks such as horizontal and vertical alignments, super elevation, road widening, cross…

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GeoMax Zenith60 GNSS smart antenna – Product Highlight

The Zenith60 GNSS Smart Antenna is the new flagship solution in the GeoMax GNSS receiver product line. Experience the value of all the new features on your next construction layout or land surveying job, including: • hot swappable batteries • durable magnesium housing • waterproof rating of IP68 • calibration-free IMU technology • tilt capability…

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GeoMax Zoom95 Robotic Total Station – Product Highlight

The new Zoom95 robotic total station, from GeoMax, is faster, more accurate and will make your job easier than ever before. This flagship total station features a larger WVGA display, faster processor, more data storage, multiple on-board software options, built-in Wi-Fi, and an additional long-range Bluetooth handle for a consistent, reliable connection, even on your…

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Construction Surveying and Layout Product Highlights

GeoMax delivers a full line of high-quality construction measurement products. We manufacture manual and robotic total stations, GPS/GNSS receivers, rotating lasers, pipe lasers and more. See what benefits some of our most popular instruments have to offer you on the job as we dive into the specs of our Zone60 DG rotating laser, our Zoom90…

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GeoMax
US dealers share experiences working with GeoMax products and staff
May 26, 2023

There are many reasons to become a GeoMax dealer. From working with a trustworthy team to having confidence in the performance of products like X-PAD software and the Zenith35, these US dealers share their experiences working with GeoMax products and staff.

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X-PAD Ultimate reviewed by surveyor & dealer with 40+ years experience

US dealer Mark Silver, from iGage Mapping Corporation, shares his perspective on X-PAD Ultimate and how it compares to his experience with other field software. See what he has to say.

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Construction layout and surveyor company uses X-PAD software for motor speedway project

Grant Shepherd & Associates, Inc. uses X-PAD field software, from GeoMax, in a project to repave the Atlanta Motor Speedway. With X-PAD Ultimate software, the crew can process and stake the entire track, all at once. This ability to accurately stake multiple surfaces in real-time is unique to X-PAD software, and ensures the site and…

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Latest Hai Robotics

data center design
Applied Digital
Applied Digital’s Data Center Design for a 100 MW AI Factory Built from the Ground Up
July 2, 2025

AI workloads are redefining the limits of data center design and infrastructure. Legacy data centers, built for traditional co-location, cannot handle the density, thermal demands, or power dynamics of accelerated computing. The AI boom has upended the data center sector, forcing a rapid shift to liquid-cooled racks as facilities pivot from sub-10kW racks to…

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Unpacking Peak: How to Turn Your Current Operational Pains Into Future Gains

How can businesses transform the high demand and challenges of their peak seasons into opportunities for efficiency and growth in warehouse operations? In this episode of the Hai-er Automation podcast, presented by Hai Robotics and hosted by Michelle Dawn Mooney, Technical Sales Executives Jake Ethridge and Vince Donato explore the transformative potential of warehouse…

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Unlocking the Potential of ASRS in Manufacturing Operations

As manufacturing facilities grapple with increasing demands for efficiency and productivity, many are turning to automated storage and retrieval systems (ASRS) to simplify operations. With the rapid integration of ASRS in manufacturing operations and workflows, it is clear that this technology is reshaping the way facilities operate. But what exactly drives this transformation, and…

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How to Use Economic Uncertainty to Gain Competitive Ground With Automation

As economic uncertainty continues to grip global markets, many companies are finding unique ways to gain a competitive advantage. This is particularly relevant in the automation industry where innovative solutions are providing businesses with much-needed operational resilience. An interesting statistic from the World Economic Forum predicts that machines will perform more tasks than humans by…

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Hai Robotics
4 Tips to Identify Flexible Robotic Storage Automation
May 27, 2023

Brian Reinhart and Zac Boehm talk about flexible robotic storage automation, how this type of automation can be used, and what it means to be flexible. Automation continues to have a large influence in the workforce, and that influence demands new approaches to manage it. As technology marches on, an ever-evolving workplace must find new…

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BattleBots Team “Valkyrie”

Michelle Dawn Mooney talks with BattleBots Team “Valkyrie” on how what they do contributes to the STEM community. Most people would agree that robots are cool. While often seen only in science fiction, robotics is a real job for people in the STEM (Science, technology, engineering, and mathematics) community. In addition, it is not all…

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HAI Robotics at Automate 2023

Brian Reinhart talks about the Automate 2023 conference in Detroit, MI. Brian Reinhart, VP of Sales, Solutions, Marketing at HAI Robotics shares what he is most looking forward to at Automate 2023 in Detroit.

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MHI 2023 Innovation Award Winner: HAI Robotics

Video highlighting HAI Robotics’ Autonomous Case-Handling Robot, which won MHI’s 2023 Best Innovation of an Existing Product Award HAI Robotics, a leading company in the material handling and supply chain industry, has been awarded the prestigious 2023 MHI Innovation Award for the Best Innovation of an Existing Product. The MHI Innovation Award aims to showcase…

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Latest Software & Technology Podcasts

hiring strategy
CG Infinity
AI Is Reshaping Hiring Strategy And Critical Roles Are Shifting to Permanent Talent
February 20, 2026

Artificial intelligence is no longer a future-state discussion—it’s a present-day leadership priority. As enterprises accelerate the adoption of generative AI and automation tools, hiring strategies are evolving alongside broader business transformation. According to McKinsey’s 2025 State of AI report, 88% of organizations now report using AI in at least one business function, underscoring how…

Read More
Consulting Reframed: Perspective, Leadership, and Impact Beyond the Client

As organizations navigate accelerating digital transformation, tighter margins, and increasing organizational complexity, the role of consultants is being re-examined. Today’s most effective consulting leaders are no longer valued simply for delivering projects, but for bringing outside perspective, cross-industry insight, and the ability to lead through ambiguity. Most large organizations today are not short on…

Read More
Buy, Build & AI: Your New Software Strategy for Energy Leaders

Energy companies are running into a hard truth: the old “buy vs. build” debate no longer fits today’s reality—especially as AI moves from experiment to expectation. A modern software strategy must now account for cloud-native, modular ecosystems, where open APIs, integrations, and AI-ready interfaces determine how quickly teams can launch, adapt, and scale. Early…

Read More
May the Agentforce Be With You: AI in Energy Services

Generative AI has moved past being a shiny demo and into the messy reality of enterprise operations—where data lives in different systems, customers expect instant answers, and security teams (rightfully) say “prove it.” In energy services specifically, even small efficiency gains matter: many retail energy providers operate on thin margins, and operational blind spots—billing…

Read More
Energy billing
CG Hour
Nightmare on Revenue Street: Energy Billing Edition
February 3, 2026

Energy billing is one of those things most people only think about when something goes wrong—an unusually high charge, a missing bill, a surprise shutoff notice, or a rate plan that suddenly doesn’t make sense. With smart meters, more complex pricing options, and different rules in regulated vs. deregulated markets, even a small breakdown…

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Corporate Heartbeat: The Win-Win of Giving Back

Corporate giving is increasingly viewed as part of local economic infrastructure—not discretionary generosity. In the U.S., 13.7% of households experienced food insecurity in 2024, impacting millions of working families and signaling stress within regional labor markets. As cost-of-living pressures persist and metro regions like North Texas continue to grow rapidly, business leaders are reassessing…

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2025 Broadband Year in Review, Part 2

In this episode of Wavelengths, the Amphenol Broadband Solutions podcast, host Daniel Litwin continues his conversation with Alex Rozek, Founder and CEO of Mac Mountain, to examine how technology shifts, capital discipline, and changing consumer expectations reshaped broadband in 2025, and what those changes lock in for the future. As the broadband industry closes…

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2025 Broadband Year in Review, Part 1

In this episode of Wavelengths, the Amphenol Broadband Solutions podcast, host Daniel Litwin sits down with Alex Rozek, Founder and CEO of Mac Mountain, to unpack the defining shifts that shaped the broadband industry in 2025 and what they signal for the years ahead.  As the industry approaches the end of 2025, broadband looks markedly different…

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Hiring
CG Hour
Hiring Rewired: Human Intelligence in the AI-Driven Job Market
December 16, 2025

As artificial intelligence continues to reshape recruiting—from resume screening and job descriptions to candidate sourcing and interview workflows—the hiring process has become faster, more automated, and increasingly complex. According to the World Economic Forum, approximately 88% of companies now use some form of AI to filter or rank job applications, signaling how deeply embedded automation…

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Europe’s Fiber Future: Trends, Standards, and Market Shifts

In this episode of Wavelengths, the Amphenol Broadband Solutions podcast, host Daniel Litwin connects with Carsten Engelke, Director of Technology at ANGA, to deliver a comprehensive primer on the European fiber market as it undergoes a major transformation ahead of ANGA COM 2026. As Europe accelerates its fiber-first strategies, operators, vendors, and policymakers…

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Technology for Good: Dug Song on Shaping a Better World Through Innovation and Impact (Part 3)

Detroit is redefining its role in the next era of American innovation. The conversation has shifted from what to build to how to build it in ways that deliver lasting impact. The goal is to do so sustainably, inclusively, and with the community at its core. The state’s growing network of research universities, multi-billion-dollar…

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Technology for Good: Dug Song on Shaping a Better World Through Innovation and Impact (Part 2)

As Michigan reclaims its identity as a hub of American innovation, the next industrial revolution looks far different from the assembly lines that once defined it. New initiatives like the forthcoming University of Michigan Innovation Center, alongside grassroots movements such as Black Tech Saturdays, are powering that resurgence. Together, they reflect a statewide belief…

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Latest Videos Software & Technology

Scaling AI
Client Stories - QumulusAI
QumulusAI Provides A Clear Roadmap for Scaling AI Platforms to Thousands of Users
February 18, 2026

Scaling AI platforms can raise questions about how to expand across locations and support higher user volumes. Growth often requires deployments in multiple data centers and regions. Mazda Marvasti, the CEO of Amberd, says having a clear path to scale is what excites him most about the company’s current direction. He notes that expanding…

Read More
Complex AI Software Should Be Delivered as a Managed Service

Artificial intelligence software is increasing in complexity. Delivery models typically include traditional licensing or a managed service approach. The structure used to deploy these systems can influence how they operate in production environments. The CEO of Amberd, Mazda Marvasti, believes platforms at this level should be delivered as a managed service rather than under…

Read More
Facing High GPU Costs and Infrastructure Constraints, Amberd Turned to QumulusAI for Fixed-Cost AI

Providing managed AI services at a predictable, fixed cost can be challenging when hyperscaler pricing models require substantial upfront GPU commitments. Large upfront commitments and limited infrastructure flexibility may prevent providers from aligning costs with their delivery model. Amberd CEO Mazda Marvasti encountered this issue when exploring GPU capacity through Amazon. The minimum requirement…

Read More
AI Enables Faster Business Decisions, Giving Startups an Edge Over Traditional Companies

Speed in business decisions is becoming a defining competitive factor. Artificial intelligence tools now allow smaller teams to analyze information and act faster than traditional organizations. Established companies face increasing pressure as decision cycles shorten across industries. Mazda Marvasti, CEO of Amberd, says new entrants are already using AI to accelerate business decisions. He…

Read More
business insights
Client Stories - QumulusAI
Amberd Delivers Real-Time Business Insights, Cutting Executive Reporting From Weeks to Minutes With ADA
February 18, 2026

Many organizations struggle to deliver real-time business insights to executives. Traditional workflows require analysts and database teams to extract, prepare, and validate data before it reaches decision makers. That process can stretch across departments and delay critical answers. The CEO of Amberd, Mazda Marvasti, states that the cycle to answer a single business question…

Read More
No Idle GPUs, No Data Leakage: QumulusAI Maximizes GPU Utilization for Multiple Customers on Shared Infrastructure

Multi-tenant GPU infrastructure is becoming essential as AI deployments scale across customers. Organizations must maximize GPU utilization while maintaining strict data isolation. Idle compute reduces efficiency, yet shared environments can introduce security risks if not designed properly. Optimizing GPU cycles across multiple customers is essential to maintaining performance and cost efficiency. Mazda Marvasti, the…

Read More
QumulusAI Brings Fixed Monthly Pricing to Unpredictable AI Costs in Private LLM Deployment

Unpredictable AI costs have become a growing concern for organizations running private LLM platforms. Usage-based pricing models can drive significant swings in monthly expenses as adoption increases. Budgeting becomes difficult when infrastructure spending rises with every new user interaction. Mazda Marvasti, CEO of Amberd, says pricing volatility created challenges as his team expanded its…

Read More
Amberd Moves to the Front of the Line With QumulusAI’s GPU Infrastructure

Reliable GPU infrastructure determines how quickly AI companies can execute. Teams developing private LLM platforms depend on consistent high-performance compute. Shared cloud environments often create delays when demand exceeds available capacity. Amberd CEO Mazda Marvasti says waiting for GPU capacity did not align with his company’s pace. Amberd required guaranteed availability to support its…

Read More
private LLM
Client Stories - QumulusAI
QumulusAI Secures Priority GPU Infrastructure Amid AWS Capacity Constraints on Private LLM Development
February 18, 2026

Developing a private large language model (LLM) on AWS can expose infrastructure constraints, particularly around GPU access. For smaller companies, securing consistent access to high-performance computing often proves difficult when competing with larger cloud customers. Mazda Marvasti, CEO of Amberd, encountered these challenges while scaling his company’s AI platform. Because Amberd operates its own…

Read More
Custom AI Chips Signal Segmentation for AI Teams, While NVIDIA Sets the Performance Ceiling for Cutting-Edge AI

Microsoft’s introduction of the Maia 200 adds to a growing list of hyperscaler-developed processors, alongside offerings from AWS and Google. These custom AI chips are largely designed to improve inference efficiency and optimize internal cost structures, though some platforms also support large-scale training. Google’s offering is currently the most mature, with a longer production…

Read More
OpenAI–Cerebras Deal Signals Selective Inference Optimization, Not Replacement of GPUs

OpenAI’s partnership with Cerebras has raised questions about the future of GPUs in inference workloads. Cerebras uses a wafer-scale architecture that places an entire cluster onto a single silicon chip. This design reduces communication overhead and is built to improve latency and throughput for large-scale inference. QumulusAI Senior Product Manager Mark Jackson says Cerebras’…

Read More
NVIDIA Rubin Brings 5x Inference Gains for Video and Large Context AI, Not Everyday Workloads

NVIDIA’s Rubin GPUs are expected to deliver a substantial increase in inference performance in 2026. The company claims up to 5 times the performance of B200s and B300s systems. These gains signal a major step forward in raw inference capability. Mark Jackson, Senior Product Manager at QumulusAI, explains that this level of performance is…

Read More
Other Software & Technology Articles
No Idle GPUs, No Data Leakage: QumulusAI Maximizes GPU Utilization for Multiple Customers on Shared Infrastructure
February 18, 2026

Multi-tenant GPU infrastructure is becoming essential as AI deployments scale across customers. Organizations must maximize GPU utilization while maintaining strict data isolation. Idle compute reduces efficiency, yet shared environments can introduce security risks if not designed properly. Optimizing GPU cycles across multiple customers is essential to maintaining performance and cost efficiency. Mazda Marvasti, the…

Read More
QumulusAI Brings Fixed Monthly Pricing to Unpredictable AI Costs in Private LLM Deployment
February 18, 2026

Unpredictable AI costs have become a growing concern for organizations running private LLM platforms. Usage-based pricing models can drive significant swings in monthly expenses as adoption increases. Budgeting becomes difficult when infrastructure spending rises with every new user interaction. Mazda Marvasti, CEO of Amberd, says pricing volatility created challenges as his team expanded its…

Read More
Amberd Moves to the Front of the Line With QumulusAI’s GPU Infrastructure
February 18, 2026

Reliable GPU infrastructure determines how quickly AI companies can execute. Teams developing private LLM platforms depend on consistent high-performance compute. Shared cloud environments often create delays when demand exceeds available capacity. Amberd CEO Mazda Marvasti says waiting for GPU capacity did not align with his company’s pace. Amberd required guaranteed availability to support its…

Read More
QumulusAI Secures Priority GPU Infrastructure Amid AWS Capacity Constraints on Private LLM Development
February 18, 2026

Developing a private large language model (LLM) on AWS can expose infrastructure constraints, particularly around GPU access. For smaller companies, securing consistent access to high-performance computing often proves difficult when competing with larger cloud customers. Mazda Marvasti, CEO of Amberd, encountered these challenges while scaling his company’s AI platform. Because Amberd operates its own…

Read More
Custom AI Chips Signal Segmentation for AI Teams, While NVIDIA Sets the Performance Ceiling for Cutting-Edge AI
February 18, 2026

Microsoft’s introduction of the Maia 200 adds to a growing list of hyperscaler-developed processors, alongside offerings from AWS and Google. These custom AI chips are largely designed to improve inference efficiency and optimize internal cost structures, though some platforms also support large-scale training. Google’s offering is currently the most mature, with a longer production…

Read More
OpenAI–Cerebras Deal Signals Selective Inference Optimization, Not Replacement of GPUs
February 18, 2026

OpenAI’s partnership with Cerebras has raised questions about the future of GPUs in inference workloads. Cerebras uses a wafer-scale architecture that places an entire cluster onto a single silicon chip. This design reduces communication overhead and is built to improve latency and throughput for large-scale inference. QumulusAI Senior Product Manager Mark Jackson says Cerebras’…

Read More
NVIDIA Rubin Brings 5x Inference Gains for Video and Large Context AI, Not Everyday Workloads
February 18, 2026

NVIDIA’s Rubin GPUs are expected to deliver a substantial increase in inference performance in 2026. The company claims up to 5 times the performance of B200s and B300s systems. These gains signal a major step forward in raw inference capability. Mark Jackson, Senior Product Manager at QumulusAI, explains that this level of performance is…

Read More
Buy, Build & AI: Your New Software Strategy for Energy Leaders
February 3, 2026

Energy companies are running into a hard truth: the old “buy vs. build” debate no longer fits today’s reality—especially as AI moves from experiment to expectation. A modern software strategy must now account for cloud-native, modular ecosystems, where open APIs, integrations, and AI-ready interfaces determine how quickly teams can launch, adapt, and scale. Early…

Read More
May the Agentforce Be With You: AI in Energy Services
February 3, 2026

Generative AI has moved past being a shiny demo and into the messy reality of enterprise operations—where data lives in different systems, customers expect instant answers, and security teams (rightfully) say “prove it.” In energy services specifically, even small efficiency gains matter: many retail energy providers operate on thin margins, and operational blind spots—billing…

Read More