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Sight Machine Launches Agentic Manufacturing Platform That Understands Your Plant – and Improves It, Every Run

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Agents work directly with your process experts to connect data, build the Semantic Model, and improve performance – deploying in days, compounding in value with every run

SAN FRANCISCO, June 11, 2026 /PRNewswire/ — Sight Machine Inc., the leading industrial AI platform, today launched a fundamentally new version of its platform, changing how manufacturers work with AI and dramatically accelerating its impact. What typically takes months of effort by data engineers, system integrators, and dedicated specialists can now be done in days by process experts – the people who know the plant best – working directly with AI agents.

General-purpose AI platforms can’t make sense of raw industrial data. Sight Machine’s Semantic Model changes that: it maps every signal to an asset, every asset to a process, and every process to the KPIs an operations team actually runs the plant on – giving agents the context to investigate, reason, and act with precision.

The platform continuously finds more output, eliminates more waste, and improves with every run. Agents build tools, the Semantic Model grows, and every cycle makes the next one sharper.

Sight Machine has spent more than a decade solving the hardest problem in industrial AI: turning manufacturing data into intelligence that agents can act on. That knowledge is encoded into a single, continuously updated Semantic Model – built by process experts working directly with agents, not bottlenecked by technical intermediaries in rounds of clarification that take months and make rapid iteration impossible. Improvement compounds across the enterprise rather than being rebuilt site by site, use case by use case.

Semantic Model: Your Plant Data, Structured for Agents to Reason On

Agents connect to all OT and IT systems – sensor readings, historians, MES, ERP, documents, SOPs, and enterprise data platforms like Microsoft Fabric. They extract, map, and structure that data into one consistently organized digital model of the facility.

Blueprint, Sight Machine’s proprietary small language model, automates the most labor-intensive step in any industrial data project: mapping thousands of tags to their physical assets by looking beyond field names to introspect data, recognize patterns, and infer meaning.

Engineers who know the plant define events, validate mappings, and add the tacit knowledge agents can’t see. Operations teams trust the findings because they helped build the foundation the agent reasons from.

Dynamic Production: Production That Responds Continuously to Realtime Feedback

While most “manufacturing AI” sits on a dashboard waiting for someone to log in, Sight Machine agents work continuously – pursuing leads on quality drift, downtime patterns, and yield gaps, forming hypotheses, and bringing validated findings to process experts for review.

Agents investigate and propose; process experts validate and approve. Findings don’t land in a report to check later – they arrive as plain-language recommendations in the tools operations teams already have open: Microsoft Teams, Microsoft Excel, a kiosk on the floor. The recommendation is specific and immediate: exactly what to do, at the moment it matters.

As agents investigate, they write reusable applications and register them for future use – so your library of capabilities grows automatically.

“Manufacturing has always had the data. What it lacked was a platform that could make that data legible to AI,” said Jon Sobel, CEO and Co-Founder of Sight Machine. “Sight Machine built that platform – and built it so that the people who know the plant are the ones who run it, from day one. That’s a completely different paradigm, and it’s what makes improvement compound with every run.”

Enterprise Agents: Plant Floor AI Unlocks Firmwide Optimization

Manufacturers are moving from data silos to data estates, yet plant floor intelligence has historically been the missing piece, trapped at the source and invisible to the enterprise systems that depend on it. Sight Machine changes that: manufacturing intelligence flows up to the enterprise, and enterprise context flows back to the plant.

Sight Machine publishes its manufacturing intelligence as an MCP server – the open standard for agent-to-agent communication – so any permissioned agent in the enterprise can access it. Push findings into Microsoft Teams, Microsoft Fabric, and Microsoft Excel. Run Omniverse simulations. Connect Databricks ML models. Intelligence flows both ways, and the compound effects reach across the firm.

Security is structural throughout: each deployment is single-tenant by design, with its own database, namespace, and keys. Manufacturers retain full control over their data.

Progressive Autonomy, at a Pace Manufacturers Control

Agents begin in investigation and recommendation mode, surfacing findings to process engineers who remain in control of production decisions. As agents demonstrate reliability, manufacturers can expand agent scope – moving progressively toward autonomous operations. The architecture is fully permissioned: manufacturers control which agents operate, what tools they can use, and how far their authority extends.

“Everything that previously required a full team – connecting data, modeling the plant, building applications – the agent now does directly with the process expert,” said Andrew Home, VP of Product at Sight Machine. “What used to require a development sprint now happens in the course of an investigation. The platform scales to new use cases and lines without being constrained by team size.”

About Sight Machine

The next AI revolution is in the physical world. Sight Machine is the platform built for it – connecting to all OT and IT systems, building a continuously updated Semantic Model of how the facility actually runs, and deploying AI agents that investigate production, surface improvement opportunities, and put recommendations directly into the hands of operations teams. It deploys in days, improves with every run, and integrates natively with Microsoft Azure, Microsoft Fabric, Microsoft Teams, NVIDIA Omniverse, and Databricks. Sight Machine works with manufacturers across more than 20 industries and 20 countries. Learn more at sightmachine.com.

Sight Machine Press Contact: Media@sightmachine.com

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SOURCE Sight Machine Inc.

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Prospa research: Two in three Aussie SMEs want rewards on their bills, yet only 8% are cashing in on supplier payments

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New Prospa and YouGov research finds SMEs would put an average of nearly $9,400 a month through a rewards-enabled payment platform, while only 8% currently route B2B payments through platforms offering rewards

SYDNEY, Nov. 16, 2026 /PRNewswire/ — Australian small and medium businesses could be missing out on rewards from thousands of dollars in necessary business spending each month, as rising operating costs continue to put pressure on margins.

New research from Australian fintech Prospa and YouGov found 84% of Australian SMEs have experienced rising operational costs, while 80% say unavoidable expenses have squeezed their margins over the past 12 months.

With businesses already paying suppliers, bills and other operating costs, the findings suggest SMEs are increasingly looking for ways to get more value from spending they cannot avoid.

Two in three Australian SMEs would use a rewards-enabled payment platform if given the option, yet only 8% currently use one for B2B payments. SMEs said they would put an average of $9,398 a month through a platform that offered rewards.

Beau Bertoli, Co-Founder and Chief Revenue Officer at Prospa, said: “Every business has regular expenses that need to be paid, regardless of the economic environment. This research shows there is an opportunity for business owners to get more value from those everyday payments, rather than viewing them as simply a cost of doing business.

“Australian SMEs are looking for more value from the unavoidable costs of running a business. Two in three would put overheads through a rewards-enabled payment platform if given the option, yet only 8% currently route B2B payments through one. That gap shows rewards-enabled business payments remain a largely untapped opportunity.”

Most SMEs are not earning rewards on B2B payments

The research found Australian SMEs currently use several methods to earn value from business spending:

23% use a business card that earns points, cashback or rewards.14% negotiate rebates or loyalty benefits directly with suppliers.8% use a B2B payment platform that offers rewards.A further 20% are actively looking for ways to get value or rewards from money they already spend.

“The results show that rewards are already part of how some SMEs approach business spending, although the methods used differ,” Bertoli said.

“For some businesses, this means using rewards cards to get more value from everyday spending. Others are negotiating rebates with suppliers or routing B2B payments through platforms offering rewards. The opportunity is to give more SMEs practical ways to get greater value from spending that is already part of running their business.”

SMEs would put thousands through rewards-enabled business payments

The amount Australian SMEs would put through a rewards-enabled payment platform varied by business size and structure:

Across all SMEs surveyed, the average was $9,398 a month.Non-sole traders would put through an average of $14,682 a month.Sole traders would put through an average of $6,214 a month.One in five SMEs would put at least $10,000 of monthly business spending through one.

Non-sole traders were also more likely to actively look for value or rewards from money they already spend, at 27%, compared with 16% of sole traders.

“The level of interest naturally depends on the size and structure of each business, as every business faces its own unique expenses and payment volumes. That’s why it’s important to recognise that solutions need to be flexible to meet these diverse needs,” Bertoli said.

“We launched Prospa Rewards because small businesses told us they want their everyday spending to work harder. Business owners already have suppliers, bills and other operating costs to pay. This is about helping them get something back from the spending that is part of their business.”

About Prospa Rewards

The findings come following the launch of Prospa Rewards, a business rewards platform designed to help eligible Australian small businesses earn value from eligible business payments and transactions they already make.

Eligible customers can earn one Prospa Point for every $1 paid on eligible transactions. Prospa Points can be redeemed for selected business essentials and gift cards, or converted to Qantas Frequent Flyer Points.

Eligibility criteria, transaction requirements and redemption terms apply.

 

About Prospa

Prospa is a leading fintech committed to unleashing the potential of every small business in Australia and New Zealand. We do this by developing fast, flexible, stress-free lending solutions and financial management tools that help businesses thrive.

At Prospa, we’re deeply committed to making a meaningful impact on the small business community and on our people. Since 2012, Prospa has helped over 45,000 small businesses access over $5 billion in business funding, working with over 20,000 partners, including brokers, accountants, and aggregator partners, to help unlock business funding for their small business clients.

In addition to our commitment to supporting SMEs, Prospa has also been recognised for its workplace practices, culture, and values, culminating in our certification as a Great Place to Work in Australia, a Great Place to Work in Technology, and, in 2025, a Great Place to Work for Women.

For more information about Prospa, visit prospa.com

Methodology

All figures, unless otherwise stated, are from YouGov. Total sample size was 500 adults. Fieldwork was undertaken between 30th July – 13th August 2026. The survey was carried out online. The figures have been weighted and are representative of all Australian business owners and primary decision makers of businesses with fewer than 50 employees (aged 18+).

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/prospa-research-two-in-three-aussie-smes-want-rewards-on-their-bills-yet-only-8-are-cashing-in-on-supplier-payments-302937153.html

SOURCE Prospa

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Prospa research: Two in three Aussie SMEs want rewards on their bills, yet only 8% are cashing in on supplier payments

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New Prospa and YouGov research finds SMEs would put an average of nearly $9,400 a month through a rewards-enabled payment platform, while only 8% currently route B2B payments through platforms offering rewards

SYDNEY, Nov. 16, 2026 /PRNewswire/ — Australian small and medium businesses could be missing out on rewards from thousands of dollars in necessary business spending each month, as rising operating costs continue to put pressure on margins.

New research from Australian fintech Prospa and YouGov found 84% of Australian SMEs have experienced rising operational costs, while 80% say unavoidable expenses have squeezed their margins over the past 12 months.

With businesses already paying suppliers, bills and other operating costs, the findings suggest SMEs are increasingly looking for ways to get more value from spending they cannot avoid.

Two in three Australian SMEs would use a rewards-enabled payment platform if given the option, yet only 8% currently use one for B2B payments. SMEs said they would put an average of $9,398 a month through a platform that offered rewards.

Beau Bertoli, Co-Founder and Chief Revenue Officer at Prospa, said: “Every business has regular expenses that need to be paid, regardless of the economic environment. This research shows there is an opportunity for business owners to get more value from those everyday payments, rather than viewing them as simply a cost of doing business.

“Australian SMEs are looking for more value from the unavoidable costs of running a business. Two in three would put overheads through a rewards-enabled payment platform if given the option, yet only 8% currently route B2B payments through one. That gap shows rewards-enabled business payments remain a largely untapped opportunity.”

Most SMEs are not earning rewards on B2B payments

The research found Australian SMEs currently use several methods to earn value from business spending:

23% use a business card that earns points, cashback or rewards.14% negotiate rebates or loyalty benefits directly with suppliers.8% use a B2B payment platform that offers rewards.A further 20% are actively looking for ways to get value or rewards from money they already spend.

“The results show that rewards are already part of how some SMEs approach business spending, although the methods used differ,” Bertoli said.

“For some businesses, this means using rewards cards to get more value from everyday spending. Others are negotiating rebates with suppliers or routing B2B payments through platforms offering rewards. The opportunity is to give more SMEs practical ways to get greater value from spending that is already part of running their business.”

SMEs would put thousands through rewards-enabled business payments

The amount Australian SMEs would put through a rewards-enabled payment platform varied by business size and structure:

Across all SMEs surveyed, the average was $9,398 a month.Non-sole traders would put through an average of $14,682 a month.Sole traders would put through an average of $6,214 a month.One in five SMEs would put at least $10,000 of monthly business spending through one.

Non-sole traders were also more likely to actively look for value or rewards from money they already spend, at 27%, compared with 16% of sole traders.

“The level of interest naturally depends on the size and structure of each business, as every business faces its own unique expenses and payment volumes. That’s why it’s important to recognise that solutions need to be flexible to meet these diverse needs,” Bertoli said.

“We launched Prospa Rewards because small businesses told us they want their everyday spending to work harder. Business owners already have suppliers, bills and other operating costs to pay. This is about helping them get something back from the spending that is part of their business.”

About Prospa Rewards

The findings come following the launch of Prospa Rewards, a business rewards platform designed to help eligible Australian small businesses earn value from eligible business payments and transactions they already make.

Eligible customers can earn one Prospa Point for every $1 paid on eligible transactions. Prospa Points can be redeemed for selected business essentials and gift cards, or converted to Qantas Frequent Flyer Points.

Eligibility criteria, transaction requirements and redemption terms apply.

 

About Prospa

Prospa is a leading fintech committed to unleashing the potential of every small business in Australia and New Zealand. We do this by developing fast, flexible, stress-free lending solutions and financial management tools that help businesses thrive.

At Prospa, we’re deeply committed to making a meaningful impact on the small business community and on our people. Since 2012, Prospa has helped over 45,000 small businesses access over $5 billion in business funding, working with over 20,000 partners, including brokers, accountants, and aggregator partners, to help unlock business funding for their small business clients.

In addition to our commitment to supporting SMEs, Prospa has also been recognised for its workplace practices, culture, and values, culminating in our certification as a Great Place to Work in Australia, a Great Place to Work in Technology, and, in 2025, a Great Place to Work for Women.

For more information about Prospa, visit prospa.com

Methodology

All figures, unless otherwise stated, are from YouGov. Total sample size was 500 adults. Fieldwork was undertaken between 30th July – 13th August 2026. The survey was carried out online. The figures have been weighted and are representative of all Australian business owners and primary decision makers of businesses with fewer than 50 employees (aged 18+).

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/prospa-research-two-in-three-aussie-smes-want-rewards-on-their-bills-yet-only-8-are-cashing-in-on-supplier-payments-302937153.html

SOURCE Prospa

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The Pan-Mass Challenge Exceeds 2026 Fundraising Goal with Record-Breaking $80 Million Gift Fueling Lifesaving Research at Dana-Farber Cancer Institute

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With its largest gift ever, the world’s most successful athletic fundraiser continues to shatter fundraising records at a time when cancer research needs support most

BOSTON, Nov. 15, 2026 /PRNewswire/ — The Pan-Mass Challenge (PMC), a bike-a-thon which has raised more money for charity than any other single athletic fundraising event in the world, today presented a record-breaking $80 million gift to Dana-Farber Cancer Institute, one of the nation’s top three cancer hospitals. Presented at a celebratory brunch at Rochambeau in Boston, this gift brings the PMC’s total contribution to Dana-Farber’s mission to more than $1.2 billion.

For the 20th consecutive year, 100 percent of every rider-raised dollar goes directly to Dana-Farber. Powered by thousands of riders and volunteers from across the world, every dollar raised helps fuel groundbreaking cancer research, lifesaving treatments, and patient care.

“$80 million isn’t just a number. It represents the next clinical trial, the next breakthrough, the next life saved, and the next patient who gets to ring the bell at the end of treatment,” said Billy Starr, PMC founder and chairman. “Now, more than ever, our riders, volunteers, donors, and corporate partners understood exactly what was at stake. They didn’t just meet the moment, they rode right past it. I’ve never been prouder of this community, and I’ve never been more confident that the cures we ride for are within reach.”

The record-breaking gift arrives at a pivotal moment in the nation. While federal research support and grant approval rates are shrinking, cancer rates continue to climb, with more than 20 million new cancer cases projected worldwide in 2026 alone. The PMC’s sustained giving is one of the most essential forces keeping transformative research at Dana-Farber moving forward.

“We are immensely grateful for the PMC’s longstanding support of Dana-Farber,” said Benjamin L. Ebert, MD, PhD, president and CEO of Dana-Farber Cancer Institute and PMC rider. “This unprecedented gift is an important milestone and will be used to shape the future of cancer care and research at Dana-Farber. I am honored to be one of thousands of committed PMC riders and volunteers who have played a role in making a big impact.”

The PMC is Dana-Farber’s single largest contributor, accounting for 67 percent of revenue for the Jimmy Fund, Dana-Farber’s community fundraising arm. But the most significant measure of the PMC’s funding is found in the discoveries that bring new hope to patients and families facing cancer. PMC support helped drive some of Dana-Farber’s most significant recent breakthroughs, including the discovery of menin inhibitors, the improvement of multi-cancer early detection, and the development of new types of cell therapies such as CAR-T cell therapy and tumor-infiltrating lymphocyte (TIL) therapy.

The unprecedented gift reflects a full year of riding and fundraising. In addition to the flagship PMC weekend, crucial funding was supported by the PMC’s further spokes in the wheel, including PMC Winter Cycle, an indoor spin event at Fenway Park; PMC Unpaved, a gravel bike ride; and PMC Kids Rides, mini bike-a-thons for children ages 2 to 15.

The PMC is co-presented by the Red Sox Foundation® and M&T Bank. To learn more, get involved, or donate, visit www.pmc.org.

About the Pan-Mass Challenge
The Pan-Mass Challenge (PMC) is a bike-a-thon that today raises more money for charity than any other single athletic fundraising event in the world. Founded in 1980 by Billy Starr – who remains the event’s founder & chairman, an annual cyclist, and a fundraiser – the PMC has raised $1.2 billion for Dana-Farber Cancer Institute through the Jimmy Fund. As Dana-Farber’s single largest contributor, the organization generates 67 percent of the Jimmy Fund’s annual revenue. 100 percent of every rider-raised dollar goes directly to fueling cancer research and treatment at Dana-Farber. In addition to its two-day bike-a-thon across Massachusetts, the PMC is powered by further “spokes in the wheel,” with initiatives including the PMC Winter Cycle, an indoor spin event, PMC Unpaved, a gravel bike ride, and PMC Kids Rides, mini bike-a-thons for children ages 2 to 15. The PMC attracts riders and volunteers from 44 states and eight countries and over 300,000 individual donors. Across events, the PMC has successfully melded support from committed cyclists, volunteers, corporate sponsors, and individual donors, all of whom are essential to the PMC’s goal and model: to attain maximum fundraising efficiency while increasing its annual gift. The PMC’s aspiration is to provide Dana-Farber’s doctors and researchers with the necessary resources to discover cures for all cancers. For more information, visit www.pmc.org.

About Dana-Farber Cancer Institute
Dana-Farber Cancer Institute is a global leader in cancer research and care, with a mission to reduce the burden of cancer through scientific discovery, clinical excellence, education, community engagement and advocacy. Dana-Farber is dedicated to a unique and equal balance of cancer research and care, offering more than 1,200 clinical trials and translating the results of discovery into new treatments for patients locally and around the world. U.S. News & World Report recognized Dana-Farber Brigham Cancer Center as the Best Hospital for Cancer in Massachusetts and number three in the nation, and Dana-Farber Boston Children’s Cancer and Blood Disorders Center as the Best Children’s Hospital for Cancer in the country, making Dana-Farber the only hospital in the country among the top three for both adult and pediatric cancer care. It is a federally designated Comprehensive Cancer Center and a principal teaching affiliate of Harvard Medical School.

About the Jimmy Fund
The Jimmy Fund is comprised of community-based fundraising events and other programs that, solely and directly, benefit Dana-Farber Cancer Institute’s lifesaving mission to provide compassionate patient care and groundbreaking cancer research for children and adults. Since 1948, the generosity of millions of people has helped the Jimmy Fund save countless lives and reduce the burden of cancer for patients and families worldwide.

The Jimmy Fund is proud of its longstanding partnerships with the Boston Red Sox and the Red Sox Foundation, the Boston Athletic Association, the Massachusetts Chiefs of Police Association, the Pan-Mass Challenge, and Variety Children’s Charity of New England, which was instrumental in the Jimmy Fund’s founding. Follow the Jimmy Fund on Facebook, Instagram, LinkedIn, TikTok, and X: @TheJimmyFund

Contacts

Jenna Lehan, on behalf of the PMC
Jenna@hollywoodagency.com

View original content to download multimedia:https://www.prnewswire.com/news-releases/the-pan-mass-challenge-exceeds-2026-fundraising-goal-with-record-breaking-80-million-gift-fueling-lifesaving-research-at-dana-farber-cancer-institute-302939737.html

SOURCE Pan-Mass Challenge

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