Nvidia (NASDAQ: NVDA) has once again become the market’s most closely watched reference point for an enduring question: when does a genuine technology boom become dangerously expensive?

TS Lombard analysts drew a direct comparison between Nvidia’s current rise and Cisco Systems (NASDAQ: CSCO) during the dot-com era, as investors continue debating whether the AI buildout can support expectations priced into technology shares.

The scale of AI spending is difficult to overstate, with TS Lombard estimating global AI capital expenditures could reach roughly $800 billion in 2026 alone.

U.S. hyperscalers including Amazon (NASDAQ: AMZN), Microsoft (NASDAQ: MSFT), Alphabet (NASDAQ: GOOGL), Meta Platforms (NASDAQ: META), and Oracle (NYSE: ORCL) are expected to collectively spend more than $700 billion on datacenters and related infrastructure.

TS Lombard’s Dario Perkins warned that Cisco once occupied a strikingly similar position during the late-1990s internet boom, described as strategically important, highly profitable, and central to a transformative infrastructure cycle.

Despite those strengths, Cisco remained deeply vulnerable when earnings took far longer to justify the expectations already built into its share price, a pattern that ultimately proved devastating for investors.

TS Lombard stopped short of calling for an imminent reversal in AI-related shares, noting that cloud revenues, compute demand, and datacenter investment are still accelerating across the industry.

The firm’s note raises a sharper question for investors: how much of current AI growth is being driven by spending circulating within the AI ecosystem itself, rather than broader economic productivity gains.

The historical parallel extends beyond Cisco, with TS Lombard also referencing Britain’s Railway Mania as an example of transformative infrastructure investment that reshaped an economy while still exposing investors to severe losses.

The core warning is not that AI lacks long-term importance, but that transformative technologies can reshape economies while still leaving investors exposed when valuations run well ahead of the eventual payoff.

Nvidia’s position at the center of the global AI infrastructure build makes it both the primary beneficiary of the current spending wave and the most visible test of whether that cycle can meet its lofty market expectations.