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If you own or manage a manufacturing, distribution or warehousing facility it’s time to get serious about artificial intelligence. That’s because the technology is starting to mature into something that is actually generating ROI. Software and hardware vendors are rolling out AI technologies both independently and as part of their existing products and leveraging these technologies is critical for increasing productivity, reducing overhead and increasing profits.
Here are four areas to consider.
Robotics
Manufacturing and distribution businesses of all sizes are investing heavily in AI-powered robotic technologies for the shop floor. Walmart is rolling out autonomous forklifts driven by AI software. Amazon is deploying hundreds of human-shaped warehouse robots to lift and move packages as well as independent drones to monitor traffic, safety and workflow. A German company called Robco is lending out robots that perform lathe turning laser engraving and palletizing (the robots can then be reconditioned and used for other customers as needed). Other robots are being used in food processing and baking operations to independently mix ingredients and then load finished products into cartons and cases.
Some think that humanoid robots are for the movies. But that’s not the case. They’re appearing more frequently on the shop floor – alongside and in lieu of workers.
For example, 1X creates an abundant supply of labor via safe, intelligent humanoids for the manufacturing floor. Agility Robotics is pumping out tens of thousands of humanoid warehousing robots. Boston Dynamics now makes an electric powered version of its humanoid robot Atlas. Apptronik’s Apollo is a general purpose humanoid robot designed to work in the plant and the office.
Unbox Robotics offers a bunch of AI “swarm robotics” to “accelerate the parcel sortation and order fulfillment to facilitate efficient express logistics operations delivering seamless end customer experience.” United Robots produces AI-powered robotic cleaners, disinfectors and carriers that do everything from removing microbiological contaminants to safeguarding workers to tugging heavy loads or carts. Other humanoid robots designed to perform all sorts of industrial tasks – and winning awards and – are now available (or coming soon) from companies like Figure AI and Sanctuary AI.
The robots on the manufacturing floor are controlled through the cloud using platforms provided by Nvidia (the chipmaker refers to the new platform as “a general-purpose foundation model for humanoid robots.”) and the aforementioned Agility Robotics, which the company says can “command a robot army, say, to start moving bins to a conveyor belt at a particular time.” Not sure I like the sound of that, but OK.
Internet of Things
Industry Week’s VG Govindarajan and Venkat Venkatraman write that smart companies like Rolls Royce are using “fusion technology” being powered by AI is turning yesterday’s equipment into thinking, intelligent machines.
“Tractors have become “farm-based computers” linked to precision agriculture cloud systems,” they write. “Rolls-Royce offers “Power by the Hour” agreements for its aircraft engines. This approach ensures that Rolls-Royce is responsible for the maintenance and performance of its engines, with costs linked to the hours that the engines are in operation.”
Firms with complex processing applications – particularly larger power generation, oil and gas, chemical and food and beverage manufacturing companies – are now implementing AI platforms like UptimeAI which uses sensors to monitor, analyze, evaluate and alert when there are disruptions, malfunctions or other problems that can create anomalies, loss of efficiency and safety issues.
Other software firm and hardware manufacturers are partnering to create Internet of Things (IoT) sensors that are using AI technology and models. The sensors are then installed on manufacturing equipment for the purposes of “making hardware smart” using audio, video, vision, temperature and pressure sensing.
3-D Manufacturing
A variety of companies – like Fathom Digital Manufacturing , Protolabs and Stratasys – are using AI to create 3D printing solutions to “dramatically accelerate the product development cycle” that allow manufacturers to design, create, test and evaluate prototypes in “a matter of days, rather than weeks or months.”
Consolidating Data Into Large Language Models
For AI to work, large databases must be built from disparate information.
One company called EthonAI has launched a new software platform that they say “is designed to provide managers and engineers with a “sixth sense” to follow what’s happening within their factories more closely.” The platform brings together data from multiple sources and then uses AI to make recommendations for management.
“With AI tools, it can be easier for companies to identify patterns that produce poor quality products and implement changes quickly,” writes Rae Hartley Beck. “When a greater percentage of final products pass quality control, less waste is produced and more value is created for companies.”
Another company bringing data under one roof – Sight Machine – recently announced a partnership with Siemens AG to create a manufacturing data platform for collecting, contextualizing, and analyzing all types of manufacturing data to improve production. Sight Machine’s software “analyzes the entire history of production runs to determine the best settings for the current conditions.”
Microsoft announced a number of initiatives to bring data under one roof using “Copilot templates” so that their customers can “create their own copilots.” The idea is for employees to use natural language queries to retrieve data – like asking the large language model why a machine is breaking and getting insights to help resolve the issues faster.
Manufacturers in the auto industry are reportedly investing in internal AI applications to help improve production scheduling, minimize line stoppage, testing chemical mixtures, aligning data from different sources to better communicate with suppliers and customers and sourcing materials based on real time availability around the world to reduce supply chain bottlenecks.
In the back office, cloud computing platform ServiceNow has released financial, customer service and operations software designed specifically for manufacturers that uses AI to do things like automatically recommend replacement parts for customer maintenance, automatically manage customer exceptions, communicate independently with suppliers and autonomously log a problem and deploy a field technician with the necessary knowledge, skills, and equipment to manage the task. Other manufacturing software makers like Epicor, SAP and Sage are rolling out similar AI based functions.
OpenAI’s ChatGPT was released in November, 2022. It created a flurry of activity, jumpstarted a tidal wave of investments, launched countless startups and forced every software and hardware company to double down on their AI offerings. Less than two years later, manufacturers are now starting to see the results of these efforts. And we’re just getting started.
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Born and raised in Southie, Heather Foley has seen her neighborhood morph over the past three decades of scrubbing, renovation, and new construction for higher-income new arrivals.
But even Foley was surprised to discover that her South Boston, where kids once went to the corner to buy milk and cigarettes for parents, has emerged with the city’s second-highest average income, even ahead of Charlestown and Beacon Hill.
Her first thought?: “I gotta start being nicer to my neighbors if that’s the kind of money they’re making.”
What’s a household?
Decades ago, when “Good Will Hunting” was filmed in the neighborhood and Southie was known as a working-class area, there were more kids around and maybe just a single breadwinner in some homes.
Since then, Southie saw more two-earner households, fewer kids, and spiffier rental units where three or four roommates could contribute to a “household.” The changes, along with spillover from the adjacent, pricier Seaport, or South Boston waterfront, are factors in Census data showing more than 40 percent of Southie households earn more than $200,000 a year.
Staying put
Foley, 46, a photo shoot producer, considers herself lucky. She didn’t move out to the South Shore like many neighborhood longtimers. She’s living in a family home on a block with residents — oldtimers and newer arrivals — who aren’t flipping properties for big bucks.
Another blessing, particularly valuable this winter? She has a driveway.
As a kid, she went to church and school at Gate of Heaven, St. Brigid, and St. Peter, and jokes that she’s “so sad I didn’t buy a three-decker with my First Communion money, because I probably could have.”
Waves of gentrification
She remembers the earlier waves of newcomers, when glassy sports bars like Stats Bar & Grille muscled in among longtime restaurants like Amrheins.
But now, even the popular Stats is moving out at the end of the month. The property owner is developing a five-story, mixed-use residential building at the site.
A small silver lining
Foley notes that some of the onetime “newcomers” have been here for three decades — and in some ways, have stabilized the place. Many have raised kids, who, like her son, may return to the neighborhood as young adults (albeit splitting a rented apartment with friends). Stats, the sports bar, says it will also return to the neighborhood’s thriving food scene.
“We have a lot of great restaurants now,” Foley says, “and everyone cleans up after their dog.”
Read: These maps show Boston’s wealthiest and most populous neighborhoods — plus other key trends.
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Grand New Party: How do you build a statewide slate of Republicans in a Democratic state? Nearly half of the Mass. GOP candidates didn’t use to be Republicans.
Farewell advice: After nearly 15 years of health system leadership, the departing CEO of Beth Israel Lahey Health offers this advice to others.
Hitting the brakes? After an ambitious state law, Lexington welcomed a wave of new housing. Now, people there are having second thoughts.
Hyde Park fatal bus crash: The driver has been indicted.
Patriots, strippers, and hookahs: A downtown restaurant’s liquor license is in jeopardy after it allegedly hosted Patriots players and guests after their AFC Championship in January. A decision is expected today.
‘Culture of secrecy’: In a scathing report, R.I. authorities accused the Roman Catholic Diocese of Providence of decades of “inaction, concealment, and revictimization” in complaints of clergy sexual abuse of hundreds of children.
Centers of suffering, campaigning: Federal immigration facilities have become backdrops for Democratic politicians seeking to fight President Trump’s immigration policies.
‘The best time to remember God’: Amid crackdowns, the Somali community leans into faith during Ramadan.
When is a reno worth it? Here’s how to judge the return on a home investment.
🧸 ‘Ted’ talk: Seth MacFarlane and the “Ted” cast talk Massholes, potty-mouthed teddy bears, and why Boston may have “the worst accent”
🩰 A ‘Black Swan’ premiere: That’s among 30 sparkling arts events happening this spring around New England. Plus, why are more artists being banned from America?
🎥 Quiz: Test yourself with the Globe’s Academy Awards quiz.
⚽ Will $7.8 million stop the World Cup from coming here? Can Foxborough’s insistence on up-front security payments force the world’s soccer governing body to send matches somewhere else this summer?
♯ Teenage dreams: The future rock stars were teenagers when they wrote songs, influenced by David Bowie and Stevie Wonder, about a fictional nightclub. A half-century later, Squeeze has reworked and is releasing those songs.
💻 Death by chatbot? A new lawsuit alleges Google’s chatbot sent a man on missions to find an android body it could inhabit. When that failed, it set a suicide countdown clock for him. (WSJ)
🍕 And a red cup, please: Fans are tracking down the few Pizza Hut Classic red-roofed restaurants that remain in the 6,200-store chain. (NYT)
Thanks for reading Starting Point.
This newsletter was edited by Heather Ciras and produced by Ryan Orlecki.
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Dave Beard can be reached at dave.beard@gmail.com. Follow him on X @dabeard.
Boston Marathon
In our “Why I’m Running” series, Boston Marathon athletes share what’s inspiring them to make the 26.2-mile trek from Hopkinton to Boston. Looking for more race day content? Sign up for Boston.com’s pop-up Boston Marathon newsletter.
Name: Brianna Poehler
City/State: Granby, Mass.
I am running the 2026 Boston Marathon with Miles for Miracles in support of Boston Children’s Hospital. The Boston Marathon is deeply personal to me and my family.
My daughter is a liver transplant survivor, and at just 11 months old, she received a life-saving liver transplant at Boston Children’s Hospital.
What could have been the most devastating chapter of our lives became a story of hope, resilience, and extraordinary care because of the BCH team.
When our daughter was so small and so sick, the doctors, nurses, and staff at Boston Children’s carried us through the unimaginable.
They combined world-class medical expertise with compassion that went far beyond treatment plans and hospital rooms. They cared for our daughter as if she were their own. They supported us as anxious, exhausted parents. They gave us answers when we had questions, and reassurance when we were overwhelmed.
Most importantly, they gave our daughter a second chance at life.
Today, she is thriving because of that gift. Every milestone she reaches is a reminder of the miracle she received and the team that made it possible. Running the Boston Marathon is my way of honoring that gift and saying thank you in the most meaningful way I can.
The marathon is a test of endurance, determination, and heart — qualities I saw in my daughter during her fight and in the Boston Children’s team every single day.
With every mile I run, I will be thinking of her strength, her transplant journey, and the families who are walking similar paths right now.
By running with Miles for Miracles, I hope to raise funds that will support groundbreaking research, life-saving treatments, and compassionate care for children like my daughter. This race is more than 26.2 miles — it is a celebration of survival, gratitude, and hope.
Editor’s note: This entry may have been lightly edited for clarity or grammar.
Get Boston Marathon registration information, start times, live runner tracking, road closures, live updates from race day, special features, and more.
Charlotte Hornets (31-31, ninth in the Eastern Conference) vs. Boston Celtics (41-20, second in the Eastern Conference)
Boston; Wednesday, 7:30 p.m. EST
BETMGM SPORTSBOOK LINE: Celtics -6.5; over/under is 214.5
BOTTOM LINE: Charlotte is looking to keep its five-game win streak alive when the Hornets take on Boston.
The Celtics are 27-13 against Eastern Conference opponents. Boston is sixth in the NBA with 46.2 rebounds led by Nikola Vucevic averaging 8.8.
The Hornets are 19-21 in conference matchups. Charlotte is 7-8 when it turns the ball over less than its opponents and averages 15.0 turnovers per game.
The Celtics average 15.5 made 3-pointers per game this season, 2.7 more made shots on average than the 12.8 per game the Hornets allow. The Hornets average 16.0 made 3-pointers per game this season, 2.1 more made shots on average than the 13.9 per game the Celtics allow.
TOP PERFORMERS: Jaylen Brown is averaging 29 points, 7.1 rebounds and five assists for the Celtics. Payton Pritchard is averaging 17 points and 5.8 assists over the past 10 games.
Kon Knueppel is averaging 19.2 points, 5.5 rebounds and 3.5 assists for the Hornets. Brandon Miller is averaging 22.7 points, 5.3 rebounds and 3.6 assists over the past 10 games.
LAST 10 GAMES: Celtics: 8-2, averaging 109.4 points, 50.7 rebounds, 27.1 assists, 6.1 steals and 6.4 blocks per game while shooting 45.7% from the field. Their opponents have averaged 98.5 points per game.
Hornets: 7-3, averaging 117.3 points, 47.8 rebounds, 27.4 assists, 8.5 steals and 4.2 blocks per game while shooting 45.6% from the field. Their opponents have averaged 106.2 points.
INJURIES: Celtics: Jayson Tatum: out (achilles), Neemias Queta: day to day (rest).
Hornets: Coby White: day to day (injury management).
___
The Associated Press created this story using technology provided by Data Skrive and data from Sportradar.
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