NVDA, AVGO, and TSM: Inside the AI Semiconductor Supply Chain
Key Takeaways
- Three links in one AI supply chain: NVDA designs the dominant AI accelerators, AVGO supplies custom chips and networking, and TSM fabricates nearly all of them.
- Relative performance diverged recently: TSM rose roughly 41% year-to-date, while AVGO and NVDA pulled back sharply from peaks amid a broader semiconductor selloff.
- All three posted strong fundamentals, yet shares fell on margin, guidance, and financing-cost concerns rather than weak demand.
- Valuation sensitivity differs: TSM trades at a lower forward earnings multiple than its two AI-chip customers.
- Risk exposure varies: NVDA and AVGO face customer-concentration and competition risks, while TSM carries geographic and heavy capital-spending risks.
The Core Players in AI Infrastructure
Artificial intelligence infrastructure spending has placed these three companies at the center of the semiconductor industry, though each holds a distinct role. AVGO (Broadcom) and NVDA (Nvidia) focus on designing AI chips, while TSM (Taiwan Semiconductor Manufacturing) serves as the foundry producing the most advanced versions. This comparison matters for investors and traders looking to assess relative performance, positioning, and reactions to changing views on AI spending. The review below relies on recent results and market moves to examine the three without speculation. I also checked this using Tickeron’s AI Screener to see how the stock compares to others in the industry.
Broadcom’s Role and Recent Moves
Broadcom develops custom AI accelerators, often referred to as ASICs or XPUs, along with networking semiconductors and a growing infrastructure-software business. In its latest reported quarter, AVGO revenue increased about 86% year over year, with AI semiconductor revenue rising roughly 221%. Its custom-chip customers include major cloud and AI companies, and the software segment adds a more stable revenue source.
Even with record results, AVGO shares have moved lower in recent weeks and sit well below their prior peak as the broader AI group adjusted on questions about the sustainability of debt-funded infrastructure spending. The stock has also reacted to the pace of its own guidance. Its forward price-to-earnings multiple has tightened as sentiment eased, even though most sell-side analysts keep bullish targets. The pullback appears driven more by market positioning than by any weakening in reported fundamentals.
Nvidia’s Position and Recent Activity
Nvidia remains the leading supplier of general-purpose AI accelerators (GPUs) and has grown into networking, systems, and software. Recent earnings and guidance supported views of strong demand, with management noting order flow arriving “almost daily” and projecting meaningful revenue growth into the next fiscal year. The AI cloud, industrial, and enterprise segment has expanded quickly, widening the customer base beyond a small group of hyperscalers.
In recent trading, NVDA shares rose sharply on results before giving ground again as semiconductor stocks entered a multi-session decline, the sector’s longest losing streak in years. Concerns around financing costs, competition from custom silicon, and export-control exposure have influenced sentiment. Relative to its prior peak, NVDA has surrendered a notable share of its gains, though it stays among the world’s most valuable companies by market capitalization.
TSM’s Standing and Recent Results
Taiwan Semiconductor Manufacturing operates as the world’s largest dedicated contract chipmaker, producing advanced processors for customers that include NVDA, AVGO, AMD, and Apple. In its most recent quarter, TSM delivered a sixth straight record profit, with net income up roughly 69% and revenue up about 41% year over year. Advanced-node technologies made up the large majority of wafer revenue, and high-performance computing—the segment most tied to AI—reached a record share of sales.
Despite the earnings beat and raised full-year growth outlook, TSM shares eased as investors focused on softer gross-margin guidance linked to the ramp of its newest process technology and on heavy capital-expenditure plans. The company reaffirmed a 2026 capex budget of $60 billion to $64 billion and indicated higher spending ahead. TSM remains up substantially year-to-date, backed by its near-monopoly position in leading-edge manufacturing, but recent weeks have seen some of those gains trimmed.
Head-to-Head Comparison
The three companies differ markedly in business model and risk profile. NVDA is a high-margin designer benefiting from broad AI adoption, yet it faces rising competition from the custom silicon that AVGO builds. AVGO brings diversification through its software unit and recurring revenue, but it carries meaningful customer-concentration risk, with a limited number of large clients driving its AI growth. TSM supplies the essential manufacturing layer for both, giving it pricing power and broad demand, though its returns are more capital-intensive and its operations are concentrated geographically.
On valuation, TSM generally trades at a lower forward earnings multiple than NVDA or AVGO, reflecting its heavier capex and foundry economics rather than weaker growth. On momentum, TSM has shown greater relative strength year-to-date, while NVDA and AVGO have been more volatile. Sentiment across all three has faced pressure from rising bond yields, inflation data, and questions about how the AI buildout is financed. The trade-offs stand out clearly: NVDA and AVGO offer higher growth and margins but greater valuation sensitivity, while TSM provides a more defensive, capacity-driven exposure along with its own execution and geographic risks.
Exploring AI Trading Strategies
In my own research process, I often review Tickeron’s AI Trading Bots to identify systematic approaches that align with current market conditions for names like these. The platform hosts hundreds of bots trading thousands of tickers, each with its own strategy, timeframe, and performance profile. Only the strongest bots for prevailing conditions appear in the trending section, offering a focused way to compare statistics and see which tickers each strategy covers. This helps me cross-check ideas without replacing my own analysis.
Disclaimer
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Contributor
Sergey Savastiouk, Ph.D. has a degree in Applied Mathematics from Moscow University and has extensive experience as an entrepreneur, investor, manager, and mathematician. His professional expertise is in applied mathematics, mathematical modeling, system and pattern analysis, and software and hardware system integration. He has served as the CEO of several hi-tech start-up companies and nonprofit organizations, which has given him proven capabilities in business strategy for high-tech start-up companies, market assessment, company formation, team building, product development, marketing, and sales. He has published numerous articles in journals and magazines on related fields. As a retail investor, he spent 15 years developing his proprietary trading and quantitative algorithms (now Tickeron’s A.I.), which brought him significant returns in trading the stock market. His current work and goal in founding Tickeron is to bring professional, sophisticated stock market analysis capabilities to retail investors via an easy-to-use interface.
NVDA in downward trend: price dove below 50-day moving average on October 14, 2026
NVDA moved below its 50-day moving average on October 14, 2026 date and that indicates a change from an upward trend to a downward trend. In 31 of 41 similar past instances, the stock price decreased further within the following month. The odds of a continued downward trend are 76%.
Technical Analysis (Indicators)
Bearish Trend Analysis
The 10-day RSI Indicator for NVDA moved out of overbought territory on October 07, 2026. This could be a bearish sign for the stock. Traders may want to consider selling the stock or buying put options. Tickeron's A.I.dvisor looked at 43 similar instances where the indicator moved out of overbought territory. In 26 of the 43 cases, the stock moved lower in the following days. This puts the odds of a move lower at 60%.
The Momentum Indicator moved below the 0 level on October 14, 2026. You may want to consider selling the stock, shorting the stock, or exploring put options on NVDA as a result. In 54 of 82 cases where the Momentum Indicator fell below 0, the stock fell further within the subsequent month. The odds of a continued downward trend are 66%.
The Moving Average Convergence Divergence Histogram (MACD) for NVDA turned negative on October 12, 2026. This could be a sign that the stock is set to turn lower in the coming weeks. Traders may want to sell the stock or buy put options. Tickeron's A.I.dvisor looked at 47 similar instances when the indicator turned negative. In 32 of the 47 cases the stock turned lower in the days that followed. This puts the odds of success at 68%.
Following a 3-day decline, the stock is projected to fall further. Considering past instances where NVDA declined for three days, the price rose further in 50 of 62 cases within the following month. The odds of a continued downward trend are 69%.
Bullish Trend Analysis
The Stochastic Oscillator shows that the ticker has stayed in the oversold zone for 4 days. The price of this ticker is presumed to bounce back soon, since the longer the ticker stays in the oversold zone, the more promptly an upward trend is expected.
Following a +2.26% 3-day Advance, the price is estimated to grow further. Considering data from situations where NVDA advanced for three days, in 296 of 356 cases, the price rose further within the following month. The odds of a continued upward trend are 83%.
NVDA may jump back above the lower band and head toward the middle band. Traders may consider buying the stock or exploring call options.
The Aroon Indicator entered an Uptrend today. In 298 of 340 cases where NVDA Aroon's Indicator entered an Uptrend, the price rose further within the following month. The odds of a continued Uptrend are 88%.
Fundamental Analysis (Ratings)
The Tickeron Profit vs. Risk Rating rating for this company is 5 (best 1 - 100 worst), indicating low risk on high returns. The average Profit vs. Risk Rating rating for the industry is 76, placing this stock better than average.
The Tickeron SMR rating for this company is 13 (best 1 - 100 worst), indicating very strong sales and a profitable business model. SMR (Sales, Margin, Return on Equity) rating is based on comparative analysis of weighted Sales, Income Margin and Return on Equity values compared against S&P 500 index constituents. The weighted SMR value is a proprietary formula developed by Tickeron and represents an overall profitability measure for a stock.
The Tickeron Price Growth Rating for this company is 41 (best 1 - 100 worst), indicating steady price growth. NVDA’s price grows at a higher rate over the last 12 months as compared to S&P 500 index constituents.
The Tickeron Valuation Rating of 76 (best 1 - 100 worst) indicates that the company is slightly overvalued in the industry. This rating compares market capitalization estimated by our proprietary formula with the current market capitalization. This rating is based on the following metrics, as compared to industry averages: NVDA's P/B Ratio (24.155) is very high in comparison to the industry average of (7.975). P/E Ratio (28.933) is within average values for comparable stocks, (165.532). Projected Growth (PEG Ratio) (0.478) is also within normal values, averaging (3.761). Dividend Yield (0.002) settles around the average of (0.007) among similar stocks. P/S Ratio (17.212) is also within normal values, averaging (45.794).
The Tickeron PE Growth Rating for this company is 88 (best 1 - 100 worst), pointing to worse than average earnings growth. The PE Growth rating is based on a comparative analysis of stock PE ratio increase over the last 12 months compared against S&P 500 index constituents.
The Tickeron Seasonality Score of 95 (best 1 - 100 worst) indicates that the company is significantly overvalued in the industry. The Tickeron Seasonality score describes the variance of predictable price changes around the same period every calendar year. These changes can be tied to a specific month, quarter, holiday or vacation period, as well as a meteorological or growing season.
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a manufacturer of computer graphics processors, chipsets, and related multimedia software
Industry Semiconductors
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