UBS Raises Global AI Spending Forecast to $1.5 Trillion by 2028

Key Takeaways

• UBS forecasts global AI capital spending will hit $1 trillion in 2026, $1.4 trillion in 2027, and $1.5 trillion in 2028, driven by cloud growth at Alphabet, Microsoft, and Oracle.
• North Korea's TraderTraitor hacker group used AI to execute the $6.3 billion Binance hack and is behind 89% of reported crypto hack losses this year.
• ADNOC partnered with OpenAI and G42 to deploy Frontier AI technology across its oil and gas operations, becoming the first regional oil and gas company to do so.
• Ovintiv's AI-driven Permian Basin operations improved production by about 3% above plan, increasing output from 120,000 to 125,000 barrels daily without extra drilling.
• China's STAR50 AI index fell over 40% from its summer peak due to high share prices, tax bills, and possible US sanctions affecting companies like Unitree and CXMT.
• Virtuals Protocol launched its Butler AI tool in closed beta on November 2, 2026, helping traders with research and risk assessment rather than full automation.
• Deoksu Palace in Seoul opened an AI exhibition on November 2, 2026, using generative AI to let visitors design imperial banquet menus, running through March 28, 2027.
• Seven experts disagree with Elon Musk's claim that super intelligent AI will make retirement savings unnecessary, noting AI already impacts jobs and household costs.
• Q-Ball Intelligence launched in San Francisco with a portfolio that returned 235.19% over nine years, outperforming the OMX Stockholm indices.
• Prime Intellect argues companies should train their own AI models for enterprise workflows like Salesforce toolchains rather than relying on prompting alone.

UBS predicts AI spending boom will drive global returns through 2028

UBS says AI investment will remain a major force in global markets through 2027 and beyond. The bank raised its global AI spending forecast to $1 trillion in 2026, $1.4 trillion in 2027, and $1.5 trillion in 2028. Strong cloud growth at Alphabet, Microsoft, and Oracle supports this outlook. However, UBS warns that rising costs and focus on returns may increase market volatility.

UBS report: AI investment strong despite investor concerns over returns

A new UBS report says AI spending will keep driving global equity returns in 2027. The Swiss bank raised its AI capital spending estimates to $1 trillion in 2026, $1.4 trillion in 2027, and $1.5 trillion in 2028. Cloud revenue growth at Alphabet, Microsoft, and Oracle shows strong demand. Still, investors worry about high costs and whether tech giants will earn enough profit from their spending.

UBS sees AI capex reaching $1.5 trillion by 2028

UBS forecasts global AI capital spending will hit $1 trillion in 2026, $1.4 trillion in 2027, and $1.5 trillion in 2028. The bank points to fast cloud growth at Alphabet, Microsoft, and Oracle as proof of strong demand. It also warns that neoclouds face financing problems that could slow some projects. UBS advises investors to be selective and spread their holdings across different sectors.

North Korea hackers use AI to target major crypto heists

North Korea's elite hacker group TraderTraitor uses AI to find and attack large crypto companies. The FBI blames them for the $6.3 billion Binance hack. The group may have only about a dozen members but generates huge revenue. Experts say their success could fund nearly half of North Korea's banned weapons programs.

North Korea's crypto hackers leverage AI for record thefts

North Korea's TraderTraitor hacker unit is using AI to carry out massive crypto thefts. The group is blamed for the $6.3 billion Binance hack, where $6.36 billion was stolen in just 20 minutes. North Korea is believed to be behind 89 percent of reported crypto hack losses this year according to Chainalysis. AI tools have lowered skill barriers and sped up these operations significantly.

Virtuals App Launches AI Butler Tool for Traders

Virtuals Protocol launched the Virtuals App in closed beta on November 2, 2026. The app includes a Butler AI tool that manages research and risk assessment for traders. Butler monitors macro data and security news to provide insights. The tool was built based on user feedback requesting AI help with decisions instead of full automation.

Experts Disagree With Musk on AI Ending Need to Save

Elon Musk claimed that super intelligent AI will make retirement savings pointless. Seven personal finance and AI experts disagree and say people should keep saving. They warn that Musk's prediction could be wrong and that government payments are not a proven replacement for savings. Experts note that AI is already affecting jobs and household costs today.

China's STAR50 AI Index Falls Over 40 Percent

China's STAR50 index dropped more than 40 percent from its summer peak as investors sold AI-related shares. Companies like robotics firm Unitree and chipmaker CXMT saw steep declines despite some strong business results. Contributing factors include high share prices, upcoming tax bills, and possible US sanctions. Goldman Sachs still sees many Chinese AI companies as promising despite the downturn.

Deoksu Palace Uses AI to Recreate Imperial Feasts

Deoksu Palace in Seoul opened an AI exhibition on November 2, 2026 that lets visitors design imperial banquet menus. Visitors pick ingredients and sensors use generative AI to show images of the resulting dishes. A large language model creates menu names and stories in Korean and English. The exhibition runs through March 28, 2027 and features over 60 historical artifacts.

ADNOC Partners With OpenAI and G42 on AI Adoption

ADNOC announced a multi-year partnership with OpenAI and G42 at ADIPEC 2026. The deal will let ADNOC deploy OpenAI's Frontier AI technology across its oil and gas operations. ADNOC will be the first oil and gas company in the region to use this technology. The goal is to improve data-driven decision making and overall efficiency.

Q-Ball Intelligence launches AI predictive platform

Q-Ball Intelligence launched as a new AI-native Predictive Intelligence venture in San Francisco on November 2, 2026. The company builds on nearly two decades of research dating back to 2007, led by Assistant Professor Peter Majanen. A Q-Ball-informed investment portfolio returned 235.19% over nine years, outperforming the OMX Stockholm All-Share Gross Index and OMX Stockholm 30 Index. The company is developing applications for enterprise intelligence, financial markets, and sports and gaming.

Ovintiv uses AI to boost oil production and energy demand

Ovintiv Inc. is using AI and automation at its Permian Basin operations in Midland, Texas, to monitor equipment and optimize production from existing wells. COO Greg Givens reported that production is performing about 3% better than planned, helping the company increase its oil and condensate run rate from 120,000 to 125,000 barrels daily without extra drilling. CEO Brendan McCracken credits the company's stacked innovation strategy. Ovintiv's natural gas operations in Western Canada could also supply AI data centers, including Meta Platforms' Greenlight Electricity Centre expected to operate in 2030.

Prime Intellect says companies should train own AI models

Prime Intellect advocate Will Brown argued at AI Engineer that companies should train their own AI models instead of relying on prompting. He demonstrated a loop that turns production traces into weight updates for internal use, targeting enterprise workflows like spreadsheets and Salesforce toolchains. Brown said training is more effective than prompting because each new generation improves through training, not better prompts. His prototype collects traces during the day and proposes overnight experiments, requiring local data, labeled decisions, and compute. Prime Intellect builds open source infrastructure to help companies train and improve models outside major labs.

Sources

• UBS says AI investment boom remains intact despite growing scrutiny of spending
• UBS says AI investment boom remains intact despite growing scrutiny of spending
• UBS says AI investment boom remains intact despite growing scrutiny of spending
• North Korea’s hackers supercharge crypto heists with AI skills
• North Korea supercharges crypto heists with AI skills
• Virtuals App Unveils Enhanced AI Research Tools for Traders
• Elon Musk says AI will make retirement savings irrelevant — 7 experts say save anyway
• China’s AI Bubble Rapidly Loses Air
• Deoksu Palace brings imperial feasts back to life with AI exhibition
• ADNOC Partners With OpenAI, G42 To Strengthen Advanced AI Adoption
• Q-Ball Intelligence launches to bring Predictive Intelligence into the AI era
• Ovintiv Is Quietly Building an AI Advantage That Wall Street May Be Missing
• Prime Intellect says companies should train own models