Stifel analysts compare current software/AI transition to eCommerce disruption of late 1990s
Enterprise software stocks may be experiencing prolonged realignment, not temporary dip
AI monetization challenges and margin pressures expected to impact software companies
Valuation metrics show compression but not distressed levels compared to historical averages
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Stifel analysts published a comprehensive industry note on February 22, 2026, comparing the current software/AI transition to the eCommerce disruption of the late 1990s, explaining why enterprise software stocks may be experiencing a prolonged realignment rather than a temporary dip. The analysts map the software landscape onto retail archetypes from the eCommerce era, identifying large incumbents fighting to preserve leadership, high-growth challengers positioning for next-cycle dominance, and survivors unlikely to thrive, while noting no expected public bankruptcies similar to Bed Bath & Beyond during the retail disruption.
Drawing parallels to how traditional retailers traded during the early 2000s, the analysts do not envision anything approaching a V-shape recovery for many software stocks in the coming quarters. They highlight Microsoft's experience after its December 1999 peak at about $60, which dropped below $40 in April 2000 and bottomed at roughly $20 in December 2000, not reclaiming $40 until April 2014—a 14-year gap—despite revenue growing at a nearly 10% CAGR and EPS rising at an average 8% annual rate. The analysts attribute Microsoft's eventual recovery to new management and Azure's acceleration.
The investor concern today isn't immediate displacement of established software by AI tools, but rather whether incumbents can effectively monetize AI functionality or will be forced to bundle agentic AI into existing contracts to fend off competition rather than using it as a new revenue driver. On margins, AI costs are expected to pressure software's historically best-in-class gross margins, mirroring the on-premise to SaaS transition. The analysts believe LLM providers are likely subsidizing customer usage today, with some prompt activity carrying negative gross margins for vendors, and expect a material margin reset as subsidies fade and hyperscalers adjust infrastructure pricing.
🏷️ Themes
Software Industry Transition, Market Analysis, AI Impact
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This analysis provides a crucial historical framework for understanding the current AI-driven disruption in the software industry, suggesting a prolonged period of realignment rather than a quick recovery. It highlights significant risks for investors and businesses regarding monetization challenges and margin pressures. The comparison to the eCommerce era offers valuable lessons on how technological transitions can reshape entire sectors over many years.
Context & Background
Enterprise software stocks are experiencing a significant downturn and may face a prolonged realignment
Analysts draw parallels to the eCommerce disruption of the late 1990s, comparing software companies to retail archetypes from that era
Valuations have compressed significantly, with the iShares Expanded Tech-Software ETF's EV/NTM Revenue multiple falling from over 16x to 3.9x
AI implementation costs are expected to pressure software companies historically high gross margins
Private equity is unlikely to provide a rescue role due to higher allocations and debt costs
What Happens Next
The analysts predict the broader software group will likely be range-bound for the foreseeable future, with no V-shaped recovery expected. They favor data, infrastructure consumption, and security companies as relatively insulated picks in the near term. Strategic consolidation is expected to remain muted, with incumbents possessing strong data gravity and domain expertise positioned to win in agentic workflows.
Frequently Asked Questions
What is the main parallel being drawn between eCommerce and the current software/AI transition?
The analysis compares the current software industry disruption to the eCommerce era of the late 1990s, where traditional retailers faced prolonged challenges and realignment rather than quick recovery.
Why are software company margins expected to face pressure?
AI costs are expected to pressure software gross margins, similar to what happened during the on-premise to SaaS transition, as LLM providers may be subsidizing usage with negative margins.
Which types of software companies are favored by analysts in the near term?
Analysts favor data, infrastructure consumption, and security companies like Cloudflare and Datadog, as well as SaaS incumbents with strong data gravity and domain expertise.
Original Source
try{ var _=i o; . if(!_||_&&typeof _==="object"&&_.expiry Trump to raise global tariff rate to 15% after Supreme Court ruling 10% market drop could meaningfully dent U.S. consumption, BCA says BCA flags rising risk of Trump trade escalation by 2027 Is now time to double down on diversification? (South Africa Philippines Nigeria) What eCommerce can teach us about the Software/AI transition By Navamya Acharya Author Navamya Acharya Stock Markets Published 02/22/2026, 03:00 AM What eCommerce can teach us about the Software/AI transition 0 MSFT -0.31% IBM 0.34% CRM -0.07% TITN -0.49% GWRE -0.92% NOW -2.89% PANW -1.52% IGV -1.22% HUBS -2.45% MDB -3.18% CRWD -7.95% NET -8.05% DDOG -4.10% SNOW -3.74% BRZE 0.70% Investing.com -- The bruising stretch for enterprise software stocks may not be a temporary dip, it could be the beginning of a prolonged realignment, according to a recent industry note from Stifel. Drawing parallels to the eCommerce disruption of the late 1990s, the analysts argue investors are right to be cautious, even if the AI-driven fears are overstated. The brokerage maps the software landscape onto retail archetypes from the eCommerce era: large incumbents fighting to preserve leadership , high-growth challengers positioning for next-cycle dominance , survivors unlikely to thrive (Macy’s), and, critically, no expected public bankruptcies (Bed Bath & Beyond). Track breaking market moves with live headlines and analyst notes - up to 55% off "Similar to how ’traditional’ retailers traded during the early part of the 2000s," the analysts said, they do not envision "anything approaching a V-shape recovery for many software stocks in the coming quarters." The Microsoft parallel is sobering. After peaking at about $60 in December 1999, the stock dropped below $40 in April 2000 and bottomed at roughly $20 in December 2000. It did not reclaim $40 until April 2014, a 14-year gap, even as revenue grew at a nearly 10% CAGR from $22B to $83 billion and EPS rose at an av...
