
Morgan Stanley: The application rate of AI is increasing

Morgan Stanley's report points out that AI applications are moving from the conceptual stage to the practical stage, with 24% of adopting companies having achieved quantifiable benefits by Q3 2025. Compared to the 1999 dot-com bubble, the current leading companies have a free cash flow yield of 3.5% (only 1.2% in 2000), and their valuations are 35% lower after adjusting for profit margins, proving that the current high valuations have fundamental support
Morgan Stanley's report released on November 6, 2025, pointed out that the adoption of artificial intelligence (AI) by enterprises is moving from the "storytelling" phase to the "seeing results" phase, with more and more companies gaining quantifiable financial and operational benefits. This trend not only validates the long-term value of AI but also reveals new market dynamics for investors.
According to the Wind Trading Desk, the report indicates that the "quantifiable" benefits derived from AI are steadily increasing. The core impact on investors is:
First, the efficiency gains brought by AI will support corporate profit expansion, with the net profit margin of the S&P 500 index expected to increase by 30 basis points by 2026.
Second, market leadership will spread from a few tech giants to a broader range of "AI adopters," providing investors with opportunities to capture growth outside the tech sector.
Finally, although the market is concerned about valuation bubbles, the report compares current data with the differences from the 1999 tech bubble period, arguing that the current high valuations can be sustained by solid fundamentals, providing confidence for investors' long-term holdings.
The Quantifiable Benefits of AI Are Becoming More Prominent, with Increasing Momentum in Applications
The "quantifiable" benefits that enterprises gain from AI are steadily increasing. Through systematic analysis of approximately 7,400 earnings call transcripts and 6,100 industry conference minutes, Morgan Stanley found:
- Among companies identified by analysts as "AI adopters," 24% mentioned the quantifiable impact of AI in the third quarter of 2025, up from 21% in the second quarter and 15% in the same period last year.
- In the broader S&P 500 index constituents, 15% of companies reported measurable AI benefits in the third quarter of 2025, also higher than 14% in the second quarter and 11% in the same period last year.
These benefits are primarily reflected in six major areas, with "productivity improvement" (such as operational efficiency) and "financial impact" (such as cost savings and revenue growth) being the most frequently mentioned. Notably, companies currently mention AI benefits more in terms of cost reduction, with the frequency nearly twice that of revenue growth. This indicates that in the early stages of current AI integration, companies are primarily focused on improving internal efficiency and streamlining operations through technology, rather than immediately achieving top-line growth.
Technology and Communication Industries Lead, with Industry-Wide Penetration Underway
The report clearly states that the application of AI is not limited to the technology sector. Although tech companies are far ahead in demonstrating quantifiable AI benefits, the momentum in other industries is also significant.
Industry Leaders: In the third quarter of 2025, 39% of companies in the technology sector mentioned the quantifiable benefits of AI, ranking first. This is followed by the communication services sector (26%) and the financial sector (16%)
The fastest-growing followers: From a year-on-year trend perspective, the progress in the energy sector is the most remarkable, with the proportion of companies mentioning AI quantitative benefits rising from 0% in the same period last year to 10%. The penetration rate in the technology sector also increased from 26% to 39%, indicating a trend of continuous deepening.
Industry segment breakdown: Within the technology sector, the AI application results in the "Software and Services" sub-industry are the most prominent, with as high as 59% of companies reporting quantitative benefits, far exceeding other sub-industries.
This cross-industry diffusion trend validates Morgan Stanley's view that in the next 6-12 months, market leadership will shift from a few giants to a broader range of industries, and the sources of profit growth will become more diversified.
This is not 1999: Why the current market is fundamentally different from the tech bubble
In the face of the capital expenditure boom brought about by AI, concerns about a repeat of the 1999-2000 tech bubble have been rampant. Morgan Stanley's report conducted an in-depth analysis and reached a clear conclusion: the current market is fundamentally different from the past. The fundamentals of the current market are far healthier than they were in 2000.
1. Higher index quality, more abundant cash flow: The median free cash flow yield of large-cap stocks is currently about 3.5%, nearly three times that of 2000 (1.2%). Additionally, after adjusting for profit margins, the forward P/E ratio of the S&P 500 index is about 35% lower than at the peak of the tech bubble. This indicates that today's market is dominated by companies with stronger profitability and cash flow.
2. More reasonable valuations for leaders, stronger profitability: The median forward P/E ratio of the top ten weighted stocks in the S&P 500 index is 31 times, which is not only far lower than the peak of 44 times in 1999 but also below the 35 times level in 1998, representing a 13 times valuation discount compared to 1999. More importantly, these companies also have stronger profitability, with a median operating profit margin over 20% higher than in 1999.
3. A completely different macro environment: The years 1999-2000 were a typical late stage of the economic cycle, with the Federal Reserve continuously raising interest rates to curb overheating. In contrast, the market is currently emerging from a "rolling recession" into the early stages of a "rolling recovery," with the Federal Reserve in a rate-cutting cycle. Loose monetary policy provides strong support for high valuations.
4. A healthier credit market: The telecom construction boom at the end of the 1990s was mainly driven by corporate debt, with participants mostly being BBB/BB rated companies, leading to a sharp increase in leverage. In comparison, the current round of AI capital expenditure is led by "hyperscale computing companies" with extremely strong balance sheets, such as Microsoft (AAA rated), Google, and Meta (AA rated), which have ample cash reserves and low reliance on the debt market. At the same time, today's credit market is far deeper and broader than in the past, with healthier risk diversification In summary, Morgan Stanley's report paints a positive picture for investors, depicting an accelerated implementation of AI applications, a continuous improvement in profit prospects, and an expected expansion in market breadth. At the same time, through rigorous data comparisons, the report strongly refutes the "bubble theory," asserting that the current market valuation levels are sustainable, supported by strong fundamentals and a favorable macro environment


2. More reasonable valuations for leaders, stronger profitability: The median forward P/E ratio of the top ten weighted stocks in the S&P 500 index is 31 times, which is not only far lower than the peak of 44 times in 1999 but also below the 35 times level in 1998, representing a 13 times valuation discount compared to 1999. More importantly, these companies also have stronger profitability, with a median operating profit margin over 20% higher than in 1999.