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Galorath Releases Inaugural Industry Report on Cost, Schedule, and Risk; Data Reveals Rising Volatility and a Mandate for Smarter Planning

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Nearly 90% of Organizations Cite Cost Unpredictability as Top Threat; Findings Expose Gaps in Forecasting and Integration and Point to AI as a Strategic Opportunity

LONG BEACH, Calif., May 5, 2025 /PRNewswire/ — Galorath Incorporated, the leader in AI-powered estimation and operational intelligence for the enterprise, today released its inaugural 2025 State of the Industry Report on Cost, Schedule, and Risk. Based on responses from professionals across aerospace, defense, infrastructure, government, and technology, the report identifies cost volatility as the top operational risk for 89% of organizations. As economic pressure and global uncertainty intensify, most teams remain reliant on fragmented systems, manual estimation, and disconnected workflows—conditions that limit speed, consistency, and accountability. The report highlights a widening gap between strategic priorities and on-the-ground execution, offering data-driven insight into where organizations are falling short, where investment is accelerating, and how project planning must evolve under persistent disruption.

“The past five years have tested every assumption about how projects are planned and delivered,” said Charles Orlando, chief strategy officer at Galorath. “We commissioned this report to go beyond generic market overviews and instead deliver practical, data-backed insight for project, cost, and operations professionals who face these issues daily. For years, Galorath has helped organizations confront estimation as a fragmented, under-leveraged process. This data shows the market is catching up. As AI tools multiply and complexity rises, it’s no longer just about speed; it’s about credibility. That’s the gap Galorath’s AI strategy is built to close.”

The interactive report is available now on Galorath’s website, allowing media, analysts, and other industry professionals to review the findings and market analysis and gain actionable insights based on industry, geographic region, and areas of interest.

Key Industry Findings
The report surfaces six recurring challenges affecting cost, schedule, and risk estimation across industries. These findings highlight where organizations are falling behind—and where forward-looking teams are already adapting.

Cost Volatility Is the Defining Challenge of 2025
89% of respondents cited unpredictable shifts in labor, materials, and input costs as their top operational risk. Many organizations struggle to adjust budgets and timelines as external forces move faster than their internal tools can accommodate. While no system can eliminate uncertainty, the report suggests that scenario modeling and real-time estimation will be key to making faster, more resilient decisions under pressure.AI Recognized as Critical, But Still Underused
Although 56% of professionals view AI-enabled estimation as essential to long-term success, 63% say they have not yet adopted it. Most cite unclear deployment paths, skills gaps, and limited internal buy-in. But momentum is growing. Many organizations have established AI assessment teams and launched pilot initiatives, with several reporting early-stage integration of tools like SEERai™ into real-world workflows. Still, these findings suggest that many organizations remain in a proof-of-concept phase despite growing pressure to operationalize AI for planning and execution.Automation Gaps Are Slowing Teams Down
Less than half of respondents reported automating more than half of their estimation and planning workflows. Despite growing access to advanced tools, capability gaps remain a barrier. Many teams lack consistent training in automation, analytics, and estimation methodology. The report emphasizes that unlocking value from automation requires technology adoption and dedicated strategies for workforce enablement.Confidence in Estimates Remains Limited
Only 12% of respondents expressed strong confidence in their cost estimates, while over half described their confidence as “moderate.” Manual inputs, legacy tools, and unclear assumptions continue to impact decision-making accuracy. Teams that have adopted predictive modeling and AI-based risk analysis report higher confidence and alignment. The findings suggest that improving both transparency and accessibility of estimation tools is essential to closing the trust gap.Disconnected Systems Undermine Cross-Functional Planning
Just one-third of organizations said their estimation tools are fully integrated across departments. An additional 11% report operating in completely siloed environments. This fragmentation slows decision-making, complicates oversight, and increases the risk of misalignment between finance, engineering, and program teams. Integration is increasingly viewed not as an IT issue but as a strategic requirement for execution at scale.ESG Is Becoming a Planning Input, Not Just a Reporting Output
Eighty-four percent of respondents say environmental, social, and governance (ESG) factors now influence how projects are framed—even if not yet formalized. The report suggests that as ESG priorities become embedded earlier in planning cycles, estimation frameworks must evolve to address long-term impact alongside cost and delivery expectations. Organizations that align sustainability and strategy early may be better positioned for compliance and resilience.

The findings paint a clear picture: current estimation practices are under strain. Fragmented systems, reactive workflows, and underutilized technologies are holding organizations back at a time when speed, accuracy, and accountability are more critical than ever. Yet the same challenges that expose vulnerability also signal opportunity. As organizations reassess their planning strategies for 2025 and beyond, Galorath is not simply responding to market disruption; it is helping to define how estimation must evolve. Galorath equips organizations to move faster, act confidently, and manage complexity and uncertainty without compromise by combining AI-powered tools, integrated solutions, and workforce enablement.

“This report isn’t just for our customers. It’s for any leader under pressure to make confident decisions with limited time, resources, or precedent,” Orlando added. “It doesn’t try to predict the future. It offers a starting point for intelligent planning grounded in evidence, not assumptions. But it does confirm what we’ve long anticipated: estimation must evolve from a disconnected process to a strategic, AI-enabled function.”

Methodology
The 2025 State of the Industry Report on Cost, Schedule, and Risk data and analysis are based on a structured quantitative survey conducted between January and March 2025. Respondents included a vetted sample of 200 senior and mid-level professionals—such as program managers, estimators, engineers, financial analysts, and executives—across industries where cost, schedule, and risk estimation play a strategic role. Sectors represented in the study include IT and software development, energy and utilities, healthcare and pharmaceuticals, transportation and logistics, automotive, aerospace, manufacturing, defense and military, and electronics and hardware. The survey included multiple-choice and open-response formats to capture measurable trends and contextual insights.

For more information or to access the full report, visit galorath.com/soti.

About Galorath Incorporated
Galorath delivers an AI-powered business operations intelligence platform grounded in decades of real-world cost, schedule, and risk validation for operations, supply chains, and manufacturing. The flagship SEER® platform is trusted by industry leaders in high-stakes environments, like Accenture, NASA, Boeing, the U.S. Department of Defense, and BAE Systems (EU), among others. Built on Galorath’s trusted SEER modeling framework, the platform combines analytical depth with intuitive access to accelerate time to market, enhance project predictability and visibility, and ensure project costs are on track. For more information, visit https://galorath.com/.

SEER, SEERai, and associated marks are trademarks or registered trademarks of Galorath Incorporated. All other trademarks are the property of their respective owners.

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Algorized and ZHAW School of Engineering Launch Research on Predicting Human Movement Around Collaborative Robots, funded by InnoSuisse

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A two-year program studies how sensor fusion enhances human presence detection and safe human-machine interaction.

ETOY, Switzerland, Oct. 20, 2026 /PRNewswire/ — Robots working beside people need a reliable estimate of human movement. Their controllers also need to know how far they can trust that estimate. Algorized and ZHAW Zurich University of Applied Sciences Institute of Signal Processing and Wireless Communications ISC have launched a two-year research program to study both questions. The collaboration is funded by InnoSuisse.

The program, “Real-Time Human Perception via Edge-AI Wireless Sensor Fusion for Collaborative Robotics”, runs from September 2026 for two years. It builds on earlier research by Algorized and ISC on ultra-wideband (UWB) radar.

The program aims to combine raw wireless and optical signals in one fusion layer between a robot’s sensors and its controller. Researchers aim to weight each input by confidence and produce a calibrated estimate of a person’s position and predicted path.

Algorized processes raw data with one foundation model to detect human presence and classify whether it is a human or an object. The program tests whether combining raw inputs in sensor fusion, before each sensor makes its own decision, creates a holistic layer for the human-aware machines.

Each sensor type adds different information. UWB radar and Wi-Fi sensing can help detect a person behind a shelf or a machine. Millimeter-wave radar holds its lock through dust, steam, glare and darkness. RGB and time-of-flight cameras add spatial and semantic detail. The program studies how these inputs work together.

The research has four goals. The first three are to sense people in approach to the robot, tell living from non-living objects, and track and predict each person’s path. The fourth is to send the robot controller a graded instruction: continue, slow down, or stop. The inference target is under 100 milliseconds on standard industrial edge hardware. Algorized’s planned safety functions cover presence detection, localization and tracking.

A model of this kind needs its own training data. That data must come from real facilities with people moving through them. Researchers who understand the physics must interpret it. The goal is a core model that transfers across sensor types, vendors and sites without retraining for each deployment.

“Machines enter the physical world,” said Natalya Lopareva, CEO and Founder of Algorized. “For robots to coexist with humans, they need to understand the people around them. We are exploring every sensor and every layer of compute to make shared spaces safe. That takes research, and we are doing it together with the ISC at the ZHAW School of Engineering.”

“The program brings ISC sensing research into real industrial sites. Researchers will combine radar, Wi-Fi, and optical signals to distinguish approaching people from other objects and then estimate the person’s position and movement. The program investigates how the reliability of this estimation can be measured and how to predict where a person will go next,” said Marc Kuhn, Deputy Head of ISC at the ZHAW School of Engineering.

About Algorized

Algorized builds the edge-native nervous system for Physical AI. Its foundation model senses human presence, vital signs, and intent through occlusion – delivering real-time human-aware perception from standard wireless sensors, where cameras and light-based systems go blind. Backed by the Amazon Industrial Innovation Fund and rooted in four years of Swiss sensing research, Algorized partners with silicon manufacturers and industrial OEMs across robotics, automotive, and smart spaces. Learn more at www.algorized.com.

About the ZHAW School of Engineering

The School of Engineering is one of eight schools of the ZHAW Zurich University of Applied Sciences. With 14 institutes and centres, the ZHAW School of Engineering is one of Switzerland’s leading institutions for technical education and research. It provides high-quality degree programmes and continuing education and develops innovative solutions for industry, focusing on the areas of energy, mobility, information and health.

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Yoodli Named 2026 Inc. Power Partner for Helping Enterprise Teams Build Skills That Show Up on the Job

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Recognition follows a year in which Yoodli customers including Google and Intuit earned 11 Brandon Hall Group awards for programs built on Yoodli

SEATTLE, Oct. 20, 2026 /PRNewswire/ — Yoodli, the AI Platform for Human Skills, has been named a winner of the 2026 Inc. Power Partner Awards, which recognize the B2B companies that entrepreneurs and businesses rely on to grow.

Inc. selected this year’s honorees for a proven track record of helping companies build and scale, across areas from hiring and compliance to technology, fundraising, and marketing.

“Business owners have no shortage of tools at their disposal, and B2B companies need to make clear why their products and services are worth the investment,” says Bonny Ghosh, editorial director at Inc. “The companies on this year’s Power Partners list have done just that. They don’t just have customers, they have superfans and evangelists. Across industries like marketing, financial services, and technology, they’ve proved their dedication to helping fellow business owners grow and succeed.”

“The best validation we get isn’t an award for Yoodli. It’s watching our customers’ teams get recognized for the work they do with us,” said Varun Puri, co-founder and CEO of Yoodli. “Organizations are under real pressure to get their people ready for an AI-first world, and practice alone doesn’t get them there. Our job is to help skills carry over into the moments that matter, and to show leaders the results.”

“Being a Power Partner means our customers’ results are the scoreboard,” said Mike Rich, head of partnerships at Yoodli. “We work alongside training firms, consultancies, and enablement leaders who build skills programs for their own clients. Together we create immersive training experiences and demonstrate measurable outcomes.”

“Every training company says their program works. The hard part is proving it,” said Jeff Bittner, senior director of digital and AI at Braintrust and a member of Yoodli’s Customer Advisory Board. “In two and a half years with Yoodli, we’ve mastered it. Every seller starts with a baseline and a personal record to beat, allowing us to coach the cause instead of the symptom. We’ve seen enterprise clients with hundreds of users adopt at 96%, and others increase their connection level from 22% to 67% in three months. That’s what a real partner does. We make our clients better by providing tools that move the needle.”

Yoodli was recognized for the measurable outcomes its customers have achieved in 2026. Google’s GBOedu Commercial Enablement team won seven awards at the 2026 Brandon Hall Group HCM Excellence Awards (three gold, three silver, one bronze) for scaling AI roleplay practice across its sellers with Yoodli. Intuit’s Global Sales Enablement team earned four Brandon Hall Group awards for programs powered by Yoodli, including gold in Learning & Development Strategy and in Leadership Development.

The company also reached several milestones this year. Yoodli was named to TIME’s Best Inventions of 2026 in the Education category and to LinkedIn’s 2026 Top Startups list for Seattle. It grew past 100 employees and moved into a new headquarters at Pier 70 on the Seattle waterfront. Organizations including Google, Snowflake, Databricks, and Intuit use Yoodli to coach, train, and measure skills across their workforce.

For more information on Inc.’s Power Partner Awards or to view the complete list of honorees, visit inc.com/power-partner-awards.

About Yoodli

Yoodli is the AI Platform for Human Skills. Through AI coaching, learning journey creation, roleplays, personas, and measurement, Yoodli helps people get measurably better in their careers and helps organizations upskill their workforce for an AI-first world. Proven in high-stakes revenue teams and built for company-wide scale, Yoodli is used by organizations including Google, Snowflake, Databricks, and Intuit. Learn more at yoodli.ai.

Media Contact:
Sage Quiamno
press@yoodli.ai
+1 (808) 232-1321

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RBC tops JD Power Retail Banking Satisfaction Study among Big Five banks for third consecutive year

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TORONTO, Oct. 20, 2026 /CNW/ — RBC is pleased to be named Highest in Customer Satisfaction Among the Big Five Retail Banks by JD Power for the third year in a row, and the fourth time in five years. The recognition stems from the JD Power 2026 Canada Retail Banking Satisfaction StudySM, which gathers feedback from thousands of retail banking customers nationwide.

“The trust clients place in us reveals itself in moments big and small, and this study captures that,” said Erica Nielsen, Group Head, Personal Banking, RBC. “We are grateful to our clients who continue to choose RBC, and this award belongs to the employees who show up for them with care and expertise.”

RBC earned an Overall Satisfaction score of 619, finishing nine points ahead of the Big Five average of 610 and holding the number one position among the Big Five across all seven dimensions measured in the study, including Digital Channels and Problem Resolution. The bank’s eight-point improvement outpaced the industry average gain. RBC stands out most in Level of Trust, Account Offerings meeting my needs, and Allowing me to bank how and when I want, where it holds significant leads over the average.

The study also points to continued momentum, with RBC building on its strengths in Digital Channels and Account Offerings, along with improvements in Online Chat, New Account Opening, Product/Fees, and Convenience.

“We keep the client at the centre of everything we do, and that focus is reflected in the areas where we are leading. Whether someone is opening an account online, chatting with us through our digital channels, or sitting down with an advisor, we look across every part of RBC to make sure each experience is built around them. I want to thank our teams across the country for making that commitment felt every day.”

The JD Power 2026 Canada Retail Banking Satisfaction Study drew on responses from 14,038 retail banking customers surveyed in two waves between January and February and between July and August 2026.

About RBC
Royal Bank of Canada is a global financial institution with a purpose-driven, principles-led approach to delivering leading performance. Our success comes from the 105,000+ employees who leverage their imaginations and insights to bring our vision, values and strategy to life so we can help our clients thrive and communities prosper. As Canada’s biggest bank and one of the largest in the world, based on market capitalization, we have a diversified business model with a focus on innovation and providing exceptional experiences to our more than 19 million clients in Canada, the U.S. and 27 other countries. Learn more at rbc.com.‎

We are proud to support a broad range of community initiatives through donations, community investments and employee volunteer activities. See how at rbc.com/peopleandplanet.

For more information, please contact:
Habiba Ahmad, RBC Communications, 437-993-3245

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