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CHAT vs TRFK
Which ETF would AI Choose? Roundhill Generative AI & Technology ETF (CHAT) vs. Pacer Data and Digital Revolution ETF (TRFK)
Key Takeaways
- CHAT is an actively managed thematic fund concentrated in roughly 40–50 generative-AI companies, while TRFK is a passive, market-cap-weighted index fund spanning the broader data and digital infrastructure value chain.
- TRFK is more semiconductor- and memory-centric, with top holdings such as NVDA, MU, and AVGO dominating a portfolio of about 90–100 names.
- CHAT blends mega-cap platforms and chipmakers with international AI enablers, allocating more weight to communication services and non-U.S. issuers.
- Cost structure differs meaningfully: CHAT carries a 0.75% net expense ratio versus roughly 0.49% for TRFK.
- Both funds are highly correlated to the AI hardware and software cycle but differ in diversification, regional footprint, and thematic purity.
Introduction
Investors seeking exposure to the artificial-intelligence boom face a crowded field of funds that are often grouped together but structured very differently. The Roundhill Generative AI & Technology ETF (CHAT) and the Pacer Data and Digital Revolution ETF (TRFK) illustrate this divide well. They do not compete directly as like-for-like products; rather, they offer alternative routes to a similar investment goal. CHAT pursues a curated, active interpretation of generative AI across hardware, platforms, and international suppliers, while TRFK captures a passive, index-based slice of the data storage, transmission, and semiconductor ecosystem. Understanding these structural differences is essential for assessing sector exposure, cost efficiency, and risk in any ETF comparison.
Roundhill Generative AI & Technology ETF (CHAT) Overview
CHAT is an actively managed, non-diversified exchange-traded fund launched in May 2023. It seeks long-term capital appreciation by investing globally in companies tied to generative artificial intelligence and related technologies, typically maintaining between 25 and 50 holdings. The fund applies an environmental, social, and governance (ESG) screen and generally requires holdings to derive meaningful revenue from AI, semiconductors, or cloud and network infrastructure.
The portfolio is concentrated but reasonably balanced at the top, with no single position typically exceeding single-digit percentage weightings. Representative top holdings include NVDA, GOOGL, MSFT, META, AMZN, AMD, and AVGO, alongside non-U.S. names such as SK Hynix and Samsung Electronics. Sector allocation is dominated by information technology (roughly 70–75%), with communication services and consumer discretionary comprising most of the remainder. The net expense ratio is 0.75%, reflecting active management. Notably, CHAT has historically distributed a yield, and its global mandate includes meaningful emerging-market exposure concentrated in South Korea, Taiwan, and China.
Pacer Data and Digital Revolution ETF (TRFK) Overview
TRFK is a passively managed ETF launched in June 2022 that seeks to track the total return performance of the Pacer Data Transmission and Communication Revolution Index. The index selects globally listed companies deriving at least 50% of revenue from the use, manipulation, transmission, or storage of data and ancillary services. This translates into a portfolio of roughly 90–100 holdings weighted by market capitalization.
The fund is heavily tilted toward semiconductors and data infrastructure. Leading positions include NVDA, MU, AVGO, AMD, INTC, CSCO, ORCL, and ARM. Information technology accounts for roughly 90% of assets, with industrials providing a secondary allocation. U.S. issuers represent the overwhelming majority of the portfolio. The net expense ratio is approximately 0.49%, positioning TRFK as the lower-cost of the two funds, though its top-ten concentration is meaningfully higher than CHAT's.
Industry and Thematic Backdrop
Both funds operate within the broader data-economy and AI-infrastructure theme, which has been a dominant driver of equity-market performance in recent market cycles. Capital spending on data centers, advanced chips, high-bandwidth memory, and accelerated computing continues to underpin demand across the semiconductor supply chain, while cloud platforms and software names compete to monetize generative-AI capabilities. Regulatory scrutiny of AI, export controls on advanced chips, and energy constraints on data-center growth represent ongoing sector risks. Within this environment, semiconductor-heavy funds such as TRFK are more directly exposed to memory pricing cycles and capital-expenditure trends, whereas CHAT's inclusion of platform and communication-services names broadens its sensitivity to advertising, search, and enterprise-software dynamics.
Performance and Positioning Comparison
In recent weeks and months, both ETFs have traded in sympathy with the broader AI complex, but their relative positioning reflects structural differences. TRFK's heavier memory and semiconductor exposure makes it more responsive to cyclical swings in chip demand and pricing, which can amplify both upside and downside relative to a diversified technology benchmark. CHAT's blend of mega-cap platforms and global enablers, combined with active management and an ESG overlay, historically produces a somewhat different volatility and drawdown profile. Cost efficiency favors TRFK, while CHAT's active mandate gives managers discretion to adjust relative positioning as the generative-AI theme matures. Neither fund is a low-risk proxy for the technology sector, and both carry elevated sensitivity to interest-rate expectations and valuations among their largest holdings.
AI Screener
Tickeron's AI Screener is an AI-powered stock and ETF discovery tool designed to help traders and investors filter the market based on technical patterns, fundamentals, trends, volatility, and AI-driven signals. Users can scan thousands of securities using customizable filters such as industry, market capitalization, technical indicators, price patterns, and performance metrics. The screener helps identify trade ideas, trending stocks, breakout candidates, and emerging market opportunities far more efficiently than manual screening. Whether you are comparing thematic funds like CHAT and TRFK or searching for individual opportunities, the AI Screener can streamline your research workflow.
Tickeron AI Verdict
Based on observable structural factors, Tickeron's AI would likely express a measured preference for TRFK in a direct head-to-head comparison. Its lower expense ratio, broader holding count, and passive index methodology offer greater cost efficiency and diversification per unit of sector exposure. However, CHAT retains a distinct edge in thematic focus and global reach, making it a potentially stronger fit for investors specifically targeting the generative-AI value chain rather than the broader data-infrastructure complex. The relative verdict is probabilistic and sensitive to momentum, concentration risk, and prevailing sector leadership, and should not be interpreted as a universal recommendation.
Disclaimer
The information on this webpage is provided for general informational and educational purposes only and is not intended as investment advice, a recommendation to purchase or sell any security, or an offer or solicitation related to investments. It does not consider your personal financial situation, goals, or risk profile, and all investing carries inherent risks, including the possibility of losing your entire investment. For more details, please review our full disclaimer.
To compare these two companies we present long-term analysis, their fundamental ratings and make comparative short-term technical analysis which are presented below. The conclusion is CHAT is a Hold and TRFK is a Hold.
CHAT in downward trend: price dove below 50-day moving average on October 12, 2026
CHAT moved below its 50-day moving average on October 12, 2026 date and that indicates a change from an upward trend to a downward trend. In 23 of 25 similar past instances, the stock price decreased further within the following month. The odds of a continued downward trend are 90%.
Technical Analysis (Indicators)
Bearish Trend Analysis
The Momentum Indicator moved below the 0 level on October 08, 2026. You may want to consider selling the stock, shorting the stock, or exploring put options on CHAT as a result. In 40 of 46 cases where the Momentum Indicator fell below 0, the stock fell further within the subsequent month. The odds of a continued downward trend are 87%.
The Moving Average Convergence Divergence Histogram (MACD) for CHAT turned negative on October 09, 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 36 similar instances when the indicator turned negative. In 29 of the 36 cases the stock turned lower in the days that followed. This puts the odds of success at 81%.
The 10-day moving average for CHAT crossed bearishly below the 50-day moving average on October 16, 2026. This indicates that the trend has shifted lower and could be considered a sell signal. In 8 of 8 past instances when the 10-day crossed below the 50-day, the stock continued to move higher over the following month. The odds of a continued downward trend are 90%.
Following a 3-day decline, the stock is projected to fall further. Considering past instances where CHAT 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 77%.
The Aroon Indicator for CHAT entered a downward trend on November 10, 2026. This could indicate a strong downward move is ahead for the stock. Traders may want to consider selling the stock or buying put options.
Bullish Trend Analysis
The RSI Oscillator points to a transition from a downward trend to an upward trend -- in cases where CHAT's RSI Oscillator exited the oversold zone, 18 of 18 resulted in an increase in price. Tickeron's analysis proposes that the odds of a continued upward trend are 90%.
The Stochastic Oscillator shows that the ticker has stayed in the oversold zone for 6 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 +9.22% 3-day Advance, the price is estimated to grow further. Considering data from situations where CHAT advanced for three days, in 269 of 294 cases, the price rose further within the following month. The odds of a continued upward trend are 90%.
CHAT may jump back above the lower band and head toward the middle band. Traders may consider buying the stock or exploring call options.
Momentum Indicator for TRFK turns negative, indicating new downward trend
TRFK saw its Momentum Indicator move below the 0 level on October 30, 2026. This is an indication that the stock could be shifting in to a new downward move. Traders may want to consider selling the stock or exploring put options. Tickeron's A.I.dvisor looked at 68 similar instances where the indicator turned negative. In 55 of the 68 cases, the stock moved further down in the following days. The odds of a decline are at 81%.
Technical Analysis (Indicators)
Bearish Trend Analysis
The Moving Average Convergence Divergence Histogram (MACD) for TRFK turned negative on October 08, 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 45 similar instances when the indicator turned negative. In 32 of the 45 cases the stock turned lower in the days that followed. This puts the odds of success at 71%.
TRFK 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.
The 10-day moving average for TRFK crossed bearishly below the 50-day moving average on October 19, 2026. This indicates that the trend has shifted lower and could be considered a sell signal. In 12 of 16 past instances when the 10-day crossed below the 50-day, the stock continued to move higher over the following month. The odds of a continued downward trend are 75%.
Following a 3-day decline, the stock is projected to fall further. Considering past instances where TRFK 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 76%.
The Aroon Indicator for TRFK entered a downward trend on November 10, 2026. This could indicate a strong downward move is ahead for the stock. Traders may want to consider selling the stock or buying put options.
Bullish Trend Analysis
The RSI Indicator points to a transition from a downward trend to an upward trend -- in cases where TRFK's RSI Indicator exited the oversold zone, 18 of 20 resulted in an increase in price. Tickeron's analysis proposes that the odds of a continued upward trend are 90%.
The Stochastic Oscillator shows that the ticker has stayed in the oversold zone for 6 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 +8.52% 3-day Advance, the price is estimated to grow further. Considering data from situations where TRFK advanced for three days, in 309 of 342 cases, the price rose further within the following month. The odds of a continued upward trend are 90%.
TRFK may jump back above the lower band and head toward the middle band. Traders may consider buying the stock or exploring call options.
| CHAT | TRFK | |
|---|---|---|
| RSI ODDS (%) | 2 days ago 90% | 2 days ago 90% |
| Stochastic ODDS (%) | 2 days ago 90% | 2 days ago 90% |
| Momentum ODDS (%) | 3 days ago 87% | 2 days ago 81% |
| MACD ODDS (%) | 2 days ago 81% | 3 days ago 71% |
| TrendWeek ODDS (%) | 2 days ago 79% | 2 days ago 77% |
| TrendMonth ODDS (%) | 2 days ago 89% | 2 days ago 81% |
| Advances ODDS (%) | 3 days ago 90% | 3 days ago 90% |
| Declines ODDS (%) | 7 days ago 77% | 7 days ago 76% |
| BollingerBands ODDS (%) | 2 days ago 90% | 2 days ago 90% |
| Aroon ODDS (%) | 2 days ago 89% | 2 days ago 76% |
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CHAT and
Correlation & Price change
A.I.dvisor indicates that over the last year, CHAT has been closely correlated with ASML. These tickers have moved in lockstep 77% of the time. This A.I.-generated data suggests there is a high statistical probability that if CHAT jumps, then ASML could also see price increases.
| Ticker / NAME | Correlation To CHAT | 1D Price Change % | ||
|---|---|---|---|---|
| CHAT | 100% | -1.12% | ||
| ASML - CHAT | 77% Closely correlated | -0.36% | ||
| COHR - CHAT | 73% Closely correlated | -4.68% | ||
| VRT - CHAT | 70% Closely correlated | -3.12% | ||
| ANET - CHAT | 66% Closely correlated | -0.62% | ||
| ORCL - CHAT | 58% Loosely correlated | -1.51% | ||
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TRFK and
Correlation & Price change
A.I.dvisor indicates that over the last year, TRFK has been closely correlated with NVT. These tickers have moved in lockstep 77% of the time. This A.I.-generated data suggests there is a high statistical probability that if TRFK jumps, then NVT could also see price increases.
| Ticker / NAME | Correlation To TRFK | 1D Price Change % | ||
|---|---|---|---|---|
| TRFK | 100% | -0.78% | ||
| NVT - TRFK | 77% Closely correlated | -1.71% | ||
| ETN - TRFK | 72% Closely correlated | -1.11% | ||
| ANET - TRFK | 70% Closely correlated | -0.62% | ||
| VRT - TRFK | 69% Closely correlated | -3.12% | ||
| CIEN - TRFK | 69% Closely correlated | +1.03% | ||
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