Yardeni says AI constraints could make the boom more durable

Yardeni says AI constraints could make the boom more durable

2 min read•Oct 31, 2026•
Elena Vasquez
Elena Vasquez

Wall Street veteran Ed Yardeni says financial, physical and political constraints could make the AI investment boom more durable, first reported by Fortune. That view comes amid mixed quarterly results, as investors question whether AI returns justify enormous capital expenditures and data centers face electricity shortages and limited grid capacity, while political backlash could slow the build-out.

Some on Wall Street see investors sorting AI winners from losers rather than abandoning the sector.

Alphabet's cash flow sank further into negative territory in the third quarter, and it fell about 12% Thursday, its worst day on record. Microsoft reported strong cloud growth and positive free cash flow but said capital spending would accelerate.

Yardeni identifies financial, physical and political constraints. Investors question whether AI returns justify enormous capital expenditures and whether capital supply can meet hyperscaler demand. If constraints worsen, he warned, stocks could fall further, with AI now a major driver of corporate earnings and GDP growth.

Yardeni says capital flowing less easily could lead to more efficient allocation and lower overinvestment risk. He expects hyperscalers to retain financing because of strong balance sheets and keep spending. Weaker-balance-sheet AI companies, including so-called neoclouds, have seen borrowing costs soar and may have to pull back.

Amazon, Alphabet, Meta, Microsoft and Oracle are projected to invest nearly $800 billion this year and $1 trillion annually from 2027 through 2030.

The investment forecast sits alongside differing financing prospects and practical limits on data-center growth. Data centers have run into electricity shortages and limited grid capacity, while political backlash could slow the build-out.

Oxford Economics economists say a Democratic Congress could step up AI scrutiny and shape debate over regulation, but federal legislation would unfold gradually and a nationwide pause on new data-center projects is unlikely. State and local governments will have greater influence over the build-out.

Oxford says reduced demand for chips and other tech inputs could give consumers some relief on tech-gadget prices. It also says a slower build-out could ease inflationary pressures through the end of the decade and relieve some upward pressure on long-term rates. If AI capex runs hotter for longer, this inflation component would prove stickier, keeping pressure on the Federal Reserve to maintain restrictive monetary policy for longer.

Plug-in vehicles reach 32% of global registrations in September

Plug-in vehicles reached 32% of global registrations in September, first reported by Cleantechnica. Battery-electric vehicles accounted for 23% of registrations and set a record at 1.54 million, up 8% year over year, while plug-in hybrids fell 9%; year to date in 2026, BEVs were up 12% and PHEVs down 10%.

Global plug-in registrations rose 3% year over year to around 2.16 million in September, close to the all-time record of 2.17 million set last December.

Year to date, plug-in registrations were up 4% year over year: BEVs grew 12%, while PHEVs fell 10%. Their combined share for 2026 stood at 25%, with BEVs at 18% and PHEVs at 7%. The overall growth rate therefore hides a clear split between the two categories.

The Tesla Model Y led the model rankings with a record 165,000 registrations, up 17% year over year. Tesla Model 3 came second with 65,000, enough to move ahead of Geely Xingyuan and BYD Song despite a 4% annual decline.

BYD Song finished fourth at 54,519 registrations, up 19% and the fastest growth rate among the top five. An export push and the new-generation Ultra body helped lift the model.

At the make level, Tesla had a record 232,000 registrations, up 9% year over year. Toyota reached 61,332 for its fourth record in a row, finishing ahead of Volkswagen’s year-best 58,000 to become September’s best-selling legacy make.