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Why AI is being trained in rural India

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Why AI is being trained in rural India


Priti GuptaTechnology Reporter, Mumbai

NextWealth The base of a tall stone temple, above the entrance our colourful carved religious scenes.NextWealth

India’s Virudhunagar is home to ancient temples

Virudhunagar, a town in southeastern India, can boast temples that date back thousands of years.

But not far from those ancient sites, people are working on the latest tech – artificial intelligence.

One of those is Mohan Kumar.

“My role is in AI annotation. I collect data from various sources, label it, and train AI models so they can recognize and predict objects. Over time, the models become semi-supervised and can make decisions on their own,” he says.

India has long been a centre for outsourced IT support, with cities like Bangalore or Chennai being traditional hubs for such work.

But in recent years firms have been moving that work into much more remote areas, where costs for staff and space are lower.

The trend is know as cloud farming, and AI has given it another boost with numerous towns, like Virudhunagar, hosting firms working on AI.

So does Mr Kumar think he is missing out, by not being in a big city?

“Professionally, there is no real difference. Whether in small towns or metros, we work with the same global clients from the US and Europe, and the training and skills required are the same,” says Mr Kumar.

Mohan Kumar Mohan Kumar working at his laptop wearing a yellow polo shirt.Mohan Kumar

Mohan Kumar prepares data used to train AI models

Mr Kumar works for Desicrew. Founded in 2005 it was a pioneer in cloud farming.

“We realised that instead of forcing people to migrate to cities in search of jobs, we could bring jobs to where people already live,” says Mannivannan J K, the chief executive of Desicrew .

“For too long, opportunities have been concentrated in cities, leaving rural youth behind. Our mission has always been to create world-class careers closer to home, while proving that quality work can be delivered from anywhere.”

Desicrew does all sorts of outsourced work including software testing for start-up firms, building datasets to train AI, and moderating content.

At the moment 30 to 40% of its work is AI related, “but very soon, it will grow to 75 to 100%,” says Mr J K.

Much of that work is transcription – turning audio to text.

“Machines understand text far better,” he explains.

“For AI to work naturally, machines must be trained to understand variations in how people speak. That’s why transcription is such a crucial step, it forms the foundation for machines to comprehend and respond across languages, dialects, and contexts.”

Doing such work in a smaller town is not a disadvantage, Mr J K says.

“People often assume rural means underdeveloped, but our centres mirror urban IT hubs in every way – secure data access, reliable connectivity, and uninterrupted power. The only difference is geography. “

Around 70% of his workforce are women: “For many, this is their first salaried job, and the impact on their families is transformative – from financial security to education for their children,” says Mr J K.

NextWealth Around 14 female staff stand outside a Next Wealth office wearing colourful clothes.NextWealth

Around 60% of NextWealth staff are women

Founded in 2008, NextWealth was also an early mover in cloud farming.

Headquartered in Bangalore, it employs 5,000 staff in 11 offices in smaller towns across India.

“Sixty percent of India’s graduates come from small towns, but most IT companies hire only from the metros. That leaves behind a huge untapped pool of smart, first-generation graduates,” says Mythily Ramesh, co-founder and managing director of NextWealth.

“Many of these students are first-generation graduates. Their parents are farmers, weavers, tailors, policemen – families who take loans to fund their education,” she says.

NextWealth started with outsourced work from the back offices of big companies, but five years ago moved into artificial intelligence.

“The world’s most advanced algorithms are being trained and validated in India’s small towns,” says Ms Ramesh.

Around 70% of its work comes from the US.

“Every AI model, from a ChatGPT-like system to facial recognition, needs vast amounts of human-labelled data. That is the backbone of cloud-farming jobs.”

She thinks there is plenty more work to come.

“In the next 3–5 years, AI and GenAI will create close to 100 million jobs in training, validation, and real-time handling. India’s small towns can be the backbone of this workforce.”

She is hopeful that India can remain a hub for such work.

“Countries like the Philippines may catch up, but India’s scale and early start in AI sourcing gives us a five to seven-year advantage. We must leverage it before the gap narrows,” she says.

KS Viswanathan is a technology advisor, and formerly worked at India’s National Association of Software and Service Companies, the trade association for outsourcing firms.

“Silicon Valley may be building the AI engines, but the day-to-day work that keeps those engines reliable increasingly comes from India’s cloud farming industry,” he says.

“We are truly at a tipping point. If cloud farming continues to scale, small-town India could well become the world’s largest hub for AI operations, just as it became the hub for IT services two decades ago.”

But success is not guaranteed.

While Next Wealth and Desicrew both say they have access to reliable and secure internet connections, Mr Viswanathan says that is not always the case in India’s smaller towns.

“Reliable high-speed internet and secure data centres are not always at par with metros, which makes data protection a constant concern.”

Even if good connections are in place, work needs to be done to reassure clients.

“The bigger challenge is the perception rather than a technical one. International clients often assume small towns cannot meet data security standards, even when the systems are robust. Trust has to be earned through delivery.”

Back at NextWealth, Dhanalakshmi Vijay “fine-tunes” AI. For example, if it confuses two similar looking items, like a blue denim jacket and a navy shirt, she will correct the model.

“These corrections are then fed back into the system, fine-tuning the model so that the next time it sees a similar case, it performs better. Over time, the AI model builds up experience, just like updating software with regular patches to make it more accurate and reliable,” says Ms Vijay.

Such work has an effect in the real world.

“It’s me and team who indirectly train the AI models to make your online shopping experience easy and hassle free,” she says.

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Donald Trump to unveil home buying plan involving retirement funds

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Donald Trump to unveil home buying plan involving retirement funds


US President Donald Trump is set to announce a plan that would let Americans use their retirement savings for down payments on homes.

National Economic Council Director Kevin Hassett, who hinted at the plan on Friday, offered few details about how withdrawals from US workplace retirement accounts – known as 401(k)s – would work.

“Suppose that you put 10% down on a home, and then you take 10% of the equity of the home and put it in as an asset in your 401(k). Then your 401(k) will grow over time,” Hassett said on Fox Business.

Trump will present a “final plan” at the Davos World Economic Forum next week, he added.

The White House did not immediately respond to a request for comment on the upcoming proposal, including the tax implications. Currently, employees who opt to withdraw money from retirement accounts typically incur fees and taxes.

The anticipated 401(k) plan is the latest in a slew of recent housing affordability proposals as Trump’s administration faces growing public pessimism about its handling of the economy.

Home affordability remains high on the list of Americans’ concerns. Trump has in recent weeks sought to allay voter anxiety ahead of midterm elections later this year, announcing a series of proposals aimed at addressing the high cost of housing.

Daryl Fairweather, the chief economist at Redfin, said using retirement funds for down payments won’t solve the housing affordability crisis. But it could help some people meet their current financial needs, and better position themselves for retirement.

“It doesn’t really drift that far from the purpose of 401(k)s, which is to encourage people to save money for these big expenses that they may not have the discipline to save for,” Fairweather said.

She compared it to a pandemic-era temporary policy that allowed people to access funds from their retirement accounts for down payments with fewer penalties.

Still, she said it would be concerning if people were to start draining their 401(k)s in order to buy a home. That home could eventually lose its value, putting them in a worse financial position.

Last week, Trump said he would move to ban big corporate investors from buying single-family homes, in a bid to make housing more affordable for Americans. That pledge bolstered an idea that has been circulating for years, though some analysts question the extent to which a ban would affect prices.

Jason Richardson, senior research director for the National Community Reinvestment Coalition, said that proposal and this latest plan, “sound good but don’t actually address the core affordability and supply problems in housing”.

Only about 55% of Americans have retirement accounts, of which only a subset are 401(k)s, according to government estimates. Low income workers are the least likely to have access to the plans.

“This isn’t a targeted assistance program for people who need help with down payments – it’s giving people who already have substantial retirement savings more purchasing power, which will likely just drive home prices up further,” he wrote in an email.

Trump also recently directed Fannie Mae and Freddie Mac, the government-backed housing finance firms, to buy $200bn (£149.4bn) worth of mortgage bonds. The move, he claimed, would push down mortgage rates.

An increase in purchases could boost demand for the so-called mortgage-backed securities, which could in turn help lower mortgage rates for borrowers.

The average rate on a 30-year mortgage fell below 6% for the first time in nearly three years following his announcement – “and that’s not with the help of the Fed,” Trump said during a speech in Michigan this week, referring to the Federal Reserve. The US central bank’s benchmark interest rate can indirectly affect mortgage rates.

On Friday, Hassett promoted Trump’s move to order bond purchases.

“We’ve seen a pretty big reaction to the announcement, and I think that actually makes us all feel better, because the truth is that fewer people are buying homes right now than we’ve seen pretty much in my lifetime,” he said.

But housing economists have cautioned that the bond purchases might not push mortgage rates substantially lower in the long run.

“The key now is the timing and cadence of these purchases, which will determine whether the impact is healthy or introduces volatility into the mortgage market,” said Jeff DerGurahian, head economist at loanDepot, a mortgage lender.



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Novo Nordisk shares rise 8% after Wegovy obesity pill has ‘solid’ launch

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Novo Nordisk shares rise 8% after Wegovy obesity pill has ‘solid’ launch


A pharmacist displays a box of Wegovy pills at a pharmacy in Provo, Utah, Jan. 15, 2026.

George Frey | Bloomberg | Getty Images

Shares of Novo Nordisk rose more than 8% on Friday after early prescription data showed an encouraging start to the U.S. launch of the company’s new GLP-1 pill for obesity.

In a Friday note, TD Cowen analysts called it a “solid start” for the first-ever weight loss pill, but said “one data point does not make a trend.” They cautioned that they need to see more data to fully assess early demand for the Wegovy pill, which officially launched Jan. 5 after winning approval in late December. 

Still, the initial data is a boost to the Danish drugmaker’s hopes of winning back more share from its chief rival, Eli Lilly, this year in the booming obesity and diabetes drug market. Eli Lilly won the majority market share in early 2025 and is trailing closely behind Novo Nordisk in the pill space, as it prepares for the upcoming launch of its own oral drug for obesity.

In a Friday note, Leerink Partners analyst David Risinger said around 3,100 prescriptions for the Wegovy pill were filled in the first week of the launch, citing IQVIA data for the week ending Jan. 9. In the first week of the commercial launch of Eli Lilly’s popular obesity injection, Zepbound, around 1,300 prescriptions were filled, and roughly 8,000 were filled in the second week, he noted. That injection won U.S. approval in late 2023. 

The TD Cowen analysts cited somewhat different data published by Symphony through Bloomberg.

The analysts said around 4,290 prescriptions were filled for Novo Nordisk’s pill during its first full week of launch, with the majority being for the starting dose of the drug. They added that the data from their source or IQVIA likely don’t include prescriptions through Novo Nordisk’s direct-to-consumer pharmacy or its telehealth partners. 

The analysts said that compares with the roughly 1,900 prescriptions filled for Zepbound during its first full week on the market.

Assuming the Symphony data is accurate, the pill “is already outstripping its injectable counterparts at the same stage of their launch,” TD Cowen analyst Michael Nedelcovych wrote in the note. A more direct comparison between the pill and the injections can be made based on available data early next week, though the figures may not prove more useful for another two to three quarters, he added. 

Nedelcovych said he wants to see the full picture on the direct-to-consumer channel, which holds “significant promise” for the pill’s launch. 

Demand could also shift once Eli Lilly’s pill, orforglipron, enters the market in the next few months, he added.

While Novo Nordisk’s drug has a head start, it is a peptide medication with dietary requirements — no food or drink for 30 minutes after taking the pill with water — that may hinder uptake. Eli Lilly’s pill is a small-molecule drug and not a peptide, meaning it does not have those restrictions. 



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Hassett pivots to possible ‘Trump cards’ amid credit card interest rate battle with banks

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Hassett pivots to possible ‘Trump cards’ amid credit card interest rate battle with banks


Kevin Hassett, director of the National Economic Council, speaks to members of the media outside the White House in Washington, DC, US, on Friday, Oct. 24, 2025.

Francis Chung | Bloomberg | Getty Images

White House economic advisor Kevin Hassett said Friday that large U.S. banks could voluntarily provide credit cards to underserved Americans as a means to address President Donald Trump’s affordability push.

A week ago, Trump called for banks to cap credit card interest rates at 10%, an idea that has been roundly rejected by industry executives and their lobbyists this week.

Now, Hassett, who is director of the National Economic Council, is floating a different plan, this one more narrowly focused on consumers who don’t have credit access but have the income to justify credit lines.

“They could potentially voluntarily provide for people who are in that sort of sweet spot of not having financial leverage very much because they don’t have access to credit, but they have enough income and stability in their lives so they’re worthy of credit,” Hassett told Fox Business host Maria Bartiromo.

“Our expectation is that it won’t necessarily require legislation, because there will be really great new ‘Trump cards’ presented for folks that are voluntarily provided by the banks,” he said.

The comments could indicate that the administration is downgrading its efforts for broad changes to the card industry that would be difficult to enact and that could hit consumer spending and the economy.

This week, bankers discussing fourth-quarter results said that rather than offering cards at a 10% interest rate, as Trump has said should happen by Jan. 20, the banks would simply close many customers’ accounts.

Hassett’s statement came in response to a question about whether bankers would be forced to comply with Trump’s rate cap, a move that would probably require new legislation.  

The administration has been talking with “CEOs of many of the big banks who think that the president’s onto something,” Hassett said.

A major credit card issuer and a bank lobbyist representing big lenders told CNBC that they haven’t yet had any discussions with the administration about the “Trump card” concept.



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