SoundHound AI, Inc. (NASDAQ: SOUN) carries an average brokerage recommendation of 1.75 on a scale of 1 to 5, placing it between Strong Buy and Buy among Wall Street analysts.

Eight brokerage firms contribute to that current average, with five issuing Strong Buy ratings, accounting for 62.5% of all recommendations on the stock.

While that level of bullish sentiment may appear compelling, relying solely on brokerage recommendations to make investment decisions carries significant risks that investors should understand.

Research has consistently shown that brokerage recommendations have little to no success in guiding investors toward stocks with the strongest potential for price appreciation.

A key reason for this is the vested interest brokerage firms hold in the stocks they cover, which creates a strong positive bias among their analysts when assigning ratings.

For every Strong Sell recommendation issued, brokerage firms assign five Strong Buy recommendations, meaning the system skews heavily toward optimism regardless of underlying fundamentals.

This structural bias means broker interests are rarely aligned with those of retail investors, and the ratings often fail to reflect where a stock price is genuinely headed.

Zacks Investment Research uses its own proprietary tool, the Zacks Rank, which categorizes stocks into five groups from Zacks Rank #1 (Strong Buy) to Zacks Rank #5 (Strong Sell) based on earnings estimate revisions.

Unlike the ABR, which is calculated solely from brokerage recommendations and often displayed with decimal figures, the Zacks Rank is a quantitative model displayed in whole numbers and updated in near real time.

Near-term stock price movements are strongly correlated with trends in earnings estimate revisions, according to empirical research, giving the Zacks Rank a more grounded basis than broker sentiment alone.

The Zacks Consensus Estimate for SoundHound AI’s current fiscal year has increased 21.8% over the past month, settling at -$0.16 per share, reflecting growing analyst optimism around the company’s earnings trajectory.

That upward revision in earnings estimates, combined with three other factors related to earnings estimate trends, has resulted in a Zacks Rank #2 (Buy) designation for SoundHound AI.

Analysts’ growing agreement in revising EPS estimates higher could be a legitimate catalyst for the stock to gain ground in the near term, making the bullish outlook more credible than broker ratings alone might suggest.

Investors considering a position in SOUN may find that the Buy-equivalent ABR and the Zacks Rank #2 together provide a more balanced framework for evaluating the stock’s near-term prospects.