
Just in time? Manufacturers turn to AI to weather tariff storm
"We are at probably pre-pandemic inventory levels," says its chief supply-chain manager, Kevin Carpenter, looking relaxed in front of a whiteboard at his office in Minneapolis. "I mean 2019. I think everybody will be at a 2019 level."
Among U.S. manufacturers, inventories have roller-coasted this year as they rushed to beat Trump's deadlines for tariff hikes, only to see them repeatedly delayed. But since their post-pandemic expansion, inventories have mostly contracted, according to U.S. Institute for Supply Management data. Instead, "just in time" inventory management - which aims to increase efficiency and reduce waste by ordering goods only as they are needed - is back.
But how can firms run lean inventories even as tariffs fluctuate, export bans come out of the blue, and conflict rages?
One of the answers, they say, is artificial intelligence.
Carpenter says he uses AI to digest the daily stream of news that could impact Toro's business, from Trump's latest social media posts to steel prices, into a custom-made podcast that he listens to each morning.
His team also uses generative AI to sieve an ocean of data and to suggest when and how many components to buy from whom.
It is a boom industry. Spending on software that includes generative AI for supply chains, capable of learning and even performing tasks on its own, could hit $55 billion by 2029, up from $2.7 billion now, according to U.S. research firm Gartner, driven in part by global uncertainties.
HYPE
"The tool just puts up in front of you: 'I think you can take 100 tonnes of this product from this plant to transfer it to that plant. And you just hit accept if that makes sense (to you)," McKinsey supply chain consultant Matt Jochim said.
The biggest providers of overall supply chain software by revenue are Germany's SAP, U.S. firms Oracle, Coupa and Microsoft and Blue Yonder, a unit of Panasonic, according to Gartner.
Generative AI is in its infancy, with most firms still piloting it spending modest amounts, industry experts say.
Those investments can climb to tens of millions of dollars when deployed at scale, including the use of tools known as AI agents, which make their own decisions and often need costly upgrades to data management and other IT systems, they said.
In commenting for this article, SAP, Oracle, Coupa, Microsoft and Blue Yonder described strong growth for generative AI solutions for supply chains without giving numbers.
At U.S. supply chain consultancy GEP, which sells AI tools like this, Trump's tariffs are helping to drive demand.
"The tariff volatility has been big," says GEP consultant Mukund Acharya, an expert in retail industry supply chains.
SAP said the uncertainty was driving technology take-up. "That's how it was during the financial crisis, Brexit and COVID. And it's what we're seeing now," Richard Howells, SAP vice president and supply chain specialist, said in a statement.
An AI agent can sift real-time news feeds on changing tariff scenarios, assess contract renewal dates and a myriad of other data points and come up with a suggested plan of action.
But supply chain experts warn of AI hype, saying a lot of money will be wasted on a vain hope that AI can work miracles.
"AI is really a powerful enabler for supply chain resilience, but it's not a silver bullet," says Minna Aila, communications chief at Finnish crane-maker Konecranes and member of a business board that advises the OECD on issues including supply chain resilience. "I'm still looking forward to the day when AI can predict terrorist attacks that are at sea, for instance."
Konecranes' logistics partners are deploying AI on more mundane data, like weather forecasts.
The company makes port cranes that are up to 106 metres (348 ft) high when assembled. When shipping them, AI marries weather forecasts with data like bridge heights to optimise the route.
"To ship those across oceans, you do have to take into consideration weather," Aila says.
RISING COSTS
By keeping inventories low, firms can bolster profit margins that are under pressure from rising costs. Every component or finished product sitting on a shelf is capital tied up, incurring finance and storage costs and at risk of obsolescence.
McKinsey has been surveying supply-chain executives since the pandemic. Its most recent survey showed that respondents relying on bigger inventory to cushion disruptions fell to 34% last year from 60% in 2022. Early responses from its upcoming 2025 survey suggest a similar picture, Jochim said.
Gartner supply chain analyst Noha Tohamy says that without AI, companies would be slower to react and be more likely to be drawn into building up inventories.
"When supply chain organisations don't have that visibility and don't really understand the uncertainty, we go for inventory buffering," Tohamy says.
But AI agents won't put supply chain managers out of work, not yet, consultants say. Humans still need to make strategic and big tactical decisions, leaving AI agents to do more routine tasks like ordering and scheduling production maintenance.
Toro supply chain chief Carpenter says that without AI, supply chain managers might need to run bigger teams as well.
Is he worried that AI is coming for his job one day? "I hope it doesn't take it until my kids get through college!"
(Reporting by Mark Bendeich; Editing by Sharon Singleton)
Hashtags

Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles


Khaleej Times
14 hours ago
- Khaleej Times
'Flight Deals': Google launches new AI-powered search tool for 'best bargains'
On August 14, Google introduced a new AI-powered search tool called 'Flight Deals'. The tech giant said that the tool is "designed for flexible travellers whose number one goal is saving money on their next trip". In a blog post detailing how it works, Google said that users can just describe when, where and how they'd like to travel "as though you're talking to a friend" to uncover top deals. Users can search something like 'week-long trip this winter to a city with great food, nonstop only' to see the "best bargains available" across destinations. The blog post said: "What makes Flight Deals unique is that it uses Google's advanced AI to understand the nuances of what you're looking for and identify matching destinations. Then, it'll tap into real-time Google Flights data to quickly show you relevant, up-to-date options from hundreds of airlines and booking sites." This feature will be rolling out in the coming week in the US, Canada and India. Flight Deals is being launched in beta to gather feedback as of now. The original Google Flights will continue to stay.


Zawya
16 hours ago
- Zawya
GWM Brazil Plant Officially Opens with President Lula in Attendance
Iracemápolis, São Paulo - Media OutReach Newswire - 16 August 2025 - In the early hours of August 16 (Beijing time), GWM's Brazil plant officially commenced operations, marked by a grand ceremony for the rollout of its first vehicle, the HAVAL H6 GT. The plant, located in Iracemápolis, São Paulo, was acquired from Daimler Group and has since been upgraded into an intelligent manufacturing base. As GWM's third full-process vehicle manufacturing center overseas, it carries the core mission of serving the Latin American market and acts as a key hub linking Europe, Asia, Southeast Asia, and Latin America. This milestone not only advances GWM's globalization in Latin America but also sets an example of China's high-quality automotive expansion, showcasing innovative collaboration between the Chinese and Brazilian auto industries. At the opening ceremony, Brazilian President Luiz Inácio Lula da Silva, Vice President Geraldo Alckmin, Chinese Ambassador Zhu Qingqiao, Brazil's Minister of Labor, and other dignitaries joined GWM President Mu Feng, GWM International President Parker Shi, GWM Brazil Region President Zhang Gengshen, and other GWM executives to witness this landmark moment in the company's globalization journey. President Lula personally signed the hood of the first HAVAL H6 GT, marking its final production step before entering the market. After the ceremony, he also posed for photos with factory workers. In his welcome address, GWM President Mu Feng stated: "The Brazil plant is not only a strong commitment to the Brazilian market, but also the starting point for building the future together with our Latin American partners. In our global expansion, we adhere to the 'Four New Modernizations': Locally Built, Locally Operated, Globally Cultivated, Supply Chain Integrated. Following international quality standards, we will deliver highly reliable vehicles to the Latin American market." He further announced that the plant's annual production capacity will gradually increase from 20,000 to 50,000 vehicles, creating over 1,000 direct jobs. Initial models include the HAVAL H9, POER P30, and HAVAL H6, with the H9 and POER P30 scheduled to launch in Brazil this September. Chinese Ambassador Zhu Qingqiao emphasized that since the establishment of diplomatic ties 51 years ago, China and Brazil's comprehensive strategic partnership has continued to deepen, with key areas of cooperation including renewable energy, infrastructure, and manufacturing. He described the Brazil plant as a model of Sino-Brazilian industrial synergy, combining "Chinese smart manufacturing + Brazilian localization." He noted that GWM is contributing to economic development and quality job creation in São Paulo and Brazil, and expressed hope for further collaboration in clean energy and digital technology to provide a "China-Brazil solution" for global climate governance. In his speech, President Lula stressed: "The GWM Brazil plant is very important for Brazil's national industry. Its inauguration shows that Brazil has the capability to acquire advanced technology and produce vehicles that can compete with those from any country in the world. This means creating jobs, increasing income, and enhancing professional expertise for Brazilians. We hope GWM will make Brazil its production base in Latin America. The Brazilian government stands ready to support businesses and welcomes more Chinese companies to invest here." Brazilian Vice President Alckmin, the Minister of Labor, and the Mayor of Iracemápolis also gave speeches, jointly opening a new chapter for GWM in Latin America. Guests at the ceremony praised GWM's rapid growth and contributions to Brazil's automotive market and expressed confidence in the company's ability to further drive innovation and transformation in the industry. During the event, the Great Place to Work Institute awarded GWM Brazil the "Great Place To Work" (GPTW) honor. In addition, GWM announced a donation of 500,000 reais to local schools in Iracemápolis to help improve educational facilities. Located in Iracemápolis, São Paulo, the GWM Brazil plant covers a total area of 1.2 million square meters, with 94,000 square meters of built-up area. It houses welding workshops, robotic painting lines, assembly lines, energy and equipment facilities, and logistics supply systems. With an initial annual production capacity of 50,000 vehicles, the plant is expected to create 1,000 jobs by the end of this year. Initial models will include the HAVAL H9, POER P30, and the HAVAL H6 series. The plant also supports flexible production of multiple energy types, including hybrid (HEV), plug-in hybrid (PHEV), and diesel. Since entering the Brazilian market in 2021, GWM has reached annual sales of 29,000 units within just three years, ranking 14th in the market. In the first half of this year, GWM sold over 15,700 vehicles in Brazil, up 19.8% year-on-year—17 percentage points above the industry average—demonstrating the company's confidence and determination to expand overseas and compete globally. Rooted in Brazil, expanding across Latin America, and reaching the world, GWM will continue to invest in Brazil, focusing on quality jobs, technological leadership, and R&D. The opening of the Brazil plant marks a new chapter in Chinese automotive globalization. With this plant, GWM will strengthen localized smart manufacturing, deepen its presence in Latin America, and bring its products and services to more global markets. Hashtag: #GWM The issuer is solely responsible for the content of this announcement. GWM


UAE Moments
19 hours ago
- UAE Moments
The Powerhouse of Investment
Stop Telling People to 'Just Save More Money' – Here's the Real Hot Take We've all heard it. The go-to, seemingly universal financial advice: 'Just save more money.' It sounds simple, responsible, and… frankly, a little lazy. While the intention is good, this oversimplified mantra often overlooks a crucial point and can even lead people to financial disappointment in the long run. My hot take? Your savings rate is only half the battle. The real game-changer is your investment strategy. Think about it. You diligently squirrel away every extra dollar, proud of your growing savings account balance. But what's that money doing? In today's economic climate, with inflation stubbornly eroding purchasing power, simply hoarding cash can be a surprisingly ineffective strategy. That dollar you diligently saved last year buys less this year. It's a silent erosion of your financial future. The Myth of the Mattress (and Low-Yield Savings) Stashing cash under your mattress (or in a low-interest savings account that barely keeps pace with inflation) is akin to treading water while the current pulls you backward. Your nominal balance might increase, but its real value – what it can buy – diminishes over time. Inflation is the silent thief of your savings. The Powerhouse of Investment This is where the often-overlooked 'I-word' comes in: investing. A well-crafted investment strategy, tailored to your risk tolerance and time horizon, offers the potential to outpace inflation and grow your wealth exponentially through the magic of compounding. Beating the Inflation Beast: Investing in a diversified portfolio of assets like stocks, bonds, and even real estate provides the opportunity for your money to grow at a rate that historically surpasses inflation. This is how you truly build and preserve wealth. Compounding: The Eighth Wonder: Albert Einstein supposedly called compound interest the 'eighth wonder of the world.' When your investments generate returns, and those returns are reinvested, they start earning their own returns. Over time, this snowball effect can dwarf the impact of simply saving more. Strategic Risk vs. Stagnant Safety: Yes, investing involves risk. But staying entirely in cash also carries a significant risk – the certainty of losing purchasing power to inflation. A thoughtful investment approach involves understanding and managing risk, not avoiding it altogether. It's Not Just How Much You Save, But Where You Grow So, the next time someone tells you to 'just save more money,' gently push back. Explain that while saving is fundamental, it's the strategic allocation of those savings into appreciating assets that truly builds long-term financial security. Here's the real advice: Establish a Budget: Know where your money is going. Save Consistently: Make saving a non-negotiable part of your financial routine. Educate Yourself on Investing: Understand different asset classes and investment strategies. Develop an Investment Plan: Tailor it to your goals, time horizon, and risk tolerance. Start Investing Early (Even Small Amounts): Time in the market beats timing the market. Review and Adjust: Your financial situation and goals will evolve, so your investment plan should too. Let's shift the conversation from the simplistic 'save more' to the more empowering and effective 'invest strategically.' Your future self will thank you.