TCGL vs CODA vs GFAI vs SOUN vs BBAI

For growth investors, SoundHound AI, Inc.

(SOUN) is the stronger pick with 99. 4% revenue growth year-over-year, versus -19. 3% for BigBear. ai Holdings, Inc. (BBAI). Coda Octopus Group, Inc. (CODA) offers the better valuation at 32. 0x trailing P/E (22. 3x forward), making it the more compelling value choice. Analysts rate Coda Octopus Group, Inc. (CODA) a "Buy" — based on 1 analyst ratings — the highest consensus in this comparison. The "better buy" depends entirely on your goals: growth investors should weight revenue trajectory, value investors should weight P/E and PEG, and income investors should weight dividend yield and streak.

Over the past 5 years, TechCreate Group Ltd.

(TCGL) delivered a total return of +34. 1%, compared to -99. 5% for Guardforce AI Co. , Limited (GFAI). Over 10 years, the gap is even starker: TCGL returned +34. 1% versus GFAI's -99. 5%. Past returns do not guarantee future results, and the stock with the higher historical return may already have its best growth priced in.

By beta (market sensitivity over 5 years), Coda Octopus Group, Inc.

(CODA) is the lower-risk stock at 0. 99β versus SoundHound AI, Inc. 's 3. 50β — meaning SOUN is approximately 252% more volatile than CODA relative to the S&P 500. On balance sheet safety, Coda Octopus Group, Inc. (CODA) carries a lower debt/equity ratio of 1% versus 97% for TechCreate Group Ltd. — giving it more financial flexibility in a downturn.

By revenue growth (latest reported year), SoundHound AI, Inc.

(SOUN) is pulling ahead at 99. 4% versus -19. 3% for BigBear. ai Holdings, Inc. (BBAI). On earnings-per-share growth, the picture is similar: TechCreate Group Ltd. grew EPS 100. 0% year-over-year, compared to 15. 6% for Coda Octopus Group, Inc.. Over a 3-year CAGR, SOUN leads at 75. 7% annualised revenue growth. Higher growth typically commands a higher valuation multiple — check whether the premium P/E or P/S is justified by the growth rate using the PEG ratio.

Coda Octopus Group, Inc.

(CODA) is the more profitable company, earning 15. 5% net margin versus -230. 2% for BigBear. ai Holdings, Inc. — meaning it keeps 15. 5% of every revenue dollar as bottom-line profit. Operating margin tells a similar story: CODA leads at 17. 1% versus -65. 3% for BBAI. At the gross margin level — before operating expenses — CODA leads at 66. 5%, reflecting greater pricing power or product mix advantage. Stronger margins indicate durable pricing power, lower cost of revenue, or higher mix of software/services. They are one of the clearest signs of business quality.

Analyst consensus price targets imply the most upside for SOUN: 55.

1% to $12. 50.

None of the stocks in this comparison currently pay a material dividend.

All are effectively zero-yield and should be held for capital appreciation rather than income.

For long-horizon retirement investors, Coda Octopus Group, Inc.

(CODA) is the stronger choice — it scores higher on the combination of lower volatility, dividend reliability, and long-term compounding (low volatility (β 0. 99), +745. 0% 10Y return). Guardforce AI Co. , Limited (GFAI) carries a higher beta of 2. 36 — meaning larger drawdowns in market downturns, which matters significantly when you cannot wait years for a recovery. Both have compounded well over 10 years (CODA: +745. 0%, GFAI: -99. 5%), confirming both are viable long-term holds — but the lower-volatility option typically results in less emotional selling during corrections. Retirement portfolios generally favour predictability over maximum returns. Consult a financial advisor before making allocation decisions.

These companies operate in different sectors (TCGL (Technology) and CODA (Industrials) and GFAI (Industrials) and SOUN (Technology) and BBAI (Technology)), which means they face different economic cycles, regulatory environments, and macro sensitivities — making direct comparison nuanced.

In terms of investment character: TCGL is a small-cap quality compounder stock; CODA is a small-cap high-growth stock; GFAI is a small-cap quality compounder stock; SOUN is a small-cap high-growth stock; BBAI is a mid-cap quality compounder stock. These fundamental differences mean investors should not choose between them on a single metric — the "better stock" depends entirely on which of these characteristics aligns with your investment strategy.