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On September 5, 2025,
(SOUN) surged 7.30% with a trading volume of $1.31 billion, ranking 62nd in U.S. market activity. The rally followed renewed investor interest driven by strategic advancements in voice commerce and healthcare integration.Key catalysts included a partnership with Primary Health Solutions, which deployed SoundHound’s AI Agent Platform to enhance patient engagement. This marked a significant step in scaling conversational AI within healthcare. Additionally, the company reported record revenue growth exceeding 200% year-over-year, accompanied by a raised full-year outlook and the launch of its Vision AI technology.
Options market activity also intensified, with 224,764 call contracts traded on September 4—a 87% increase from average volumes—reflecting strong bullish sentiment. However, recent volatility, including a 3.7% pullback and a 1% dip earlier in the week, highlighted ongoing profit-taking by short-term traders. Analysts noted the stock’s elevated forward price-to-sales ratio of 26.1x, which may deter value-focused investors.
To run this cross-sectional strategy rigorously, I need to pin down a few practical details that determine how the orders are executed and how the portfolio is formed each day: 1. Universe • Should we use all U.S. common stocks (NYSE + NASDAQ + Amex), or a narrower universe such as the current S&P 1500 / Russell 3000 constituents? 2. Execution convention • Volume ranking is only known after the market close. A common approach is a) Rank at today’s close, b) Enter positions at next-day open, c) Exit at next-day close (1-day holding period). Is this acceptable? If you prefer a different rule (e.g., buy at today’s close and exit tomorrow’s close), please specify. 3. Weighting / capital allocation • Equal-weight each of the 500 names? 4. Transaction costs • Apply any estimated commissions or slippage, or ignore them for this first pass? 5. Benchmark (optional) • Which benchmark would you like the results compared to—e.g., SPY, equal-weight universe,
. Once these points are confirmed, I’ll construct the daily rebalance schedule, generate the trade/position file, and feed it into the back-test engine to compute returns, drawdowns, Sharpe, etc., from 2022-01-03 through today (2025-09-05).
Hunt down the stocks with explosive trading volume.

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