WallStSmart

BigBearai Holdings Inc (BBAI)vsTaiwan Semiconductor Manufacturing (TSM)

VS

Smart Verdict

WallStSmart Research — data-driven comparison

Taiwan Semiconductor Manufacturing generates 2983369% more annual revenue ($3.81T vs $127.67M). TSM leads profitability with a 45.1% profit margin vs -230.2%. TSM earns a higher WallStSmart Score of 82/100 (A-).

BBAI

Avoid

20

out of 100

Grade: F

Growth: 2.7Profit: 2.0Value: 5.0Quality: 6.5
Piotroski: 3/9Altman Z: -4.99

TSM

Exceptional Buy

82

out of 100

Grade: A-

Growth: 8.7Profit: 10.0Value: 9.3Quality: 9.0
Piotroski: 6/9Altman Z: 3.86
IV

Intrinsic Value Comparison

Multi-model valuation · Graham Formula

Intrinsic value data unavailable for BBAI.

TSMUndervalued (+20.3%)

Margin of Safety

+20.3%

Fair Value

$483.91

Current Price

$347.75

$136.16 discount

UndervaluedFair: $483.91Overvalued

Key Strengths & Concerns

Side-by-side fundamental analysis

Key Strengths

BBAI2 strengths · Avg: 8.5/10
Debt/EquityHealth
0.199/10

Conservative balance sheet, low leverage

Price/BookValuation
2.5x8/10

Reasonable price relative to book value

TSM6 strengths · Avg: 10.0/10
Market CapQuality
$1.71T10/10

Mega-cap, among the largest globally

Return on EquityProfitability
35.1%10/10

Every $100 of equity generates 35 in profit

Profit MarginProfitability
45.1%10/10

Keeps 45 of every $100 in revenue as profit

Operating MarginProfitability
53.9%10/10

Strong operational efficiency at 53.9%

Free Cash FlowQuality
$388.17B10/10

Generating 388.2B in free cash flow

Altman Z-ScoreHealth
3.8610/10

Safe zone — low bankruptcy risk

Areas to Watch

BBAI4 concerns · Avg: 3.0/10
EPS GrowthGrowth
0.0%4/10

0.0% earnings growth

Market CapQuality
$1.69B3/10

Smaller company, higher risk/reward

Piotroski F-ScoreQuality
3/93/10

Weak financial health signals

Return on EquityProfitability
-96.7%2/10

ROE of -96.7% — below average capital efficiency

TSM2 concerns · Avg: 3.0/10
P/E RatioValuation
31.8x4/10

Premium valuation, high expectations priced in

Price/BookValuation
52.9x2/10

Trading at 52.9x book value

Comparative Analysis Report

WallStSmart Research

Bull Case : BBAI

The strongest argument for BBAI centers on Debt/Equity, Price/Book.

Bull Case : TSM

The strongest argument for TSM centers on Market Cap, Return on Equity, Profit Margin. Profitability is solid with margins at 45.1% and operating margin at 53.9%. Revenue growth of 20.5% demonstrates continued momentum.

Bear Case : BBAI

The primary concerns for BBAI are EPS Growth, Market Cap, Piotroski F-Score.

Bear Case : TSM

The primary concerns for TSM are P/E Ratio, Price/Book.

Key Dynamics to Monitor

BBAI profiles as a turnaround stock while TSM is a growth play — different risk/reward profiles.

BBAI carries more volatility with a beta of 3.25 — expect wider price swings.

TSM is growing revenue faster at 20.5% — sustainability is the question.

TSM generates stronger free cash flow (388.2B), providing more financial flexibility.

Bottom Line

TSM scores higher overall (82/100 vs 20/100), backed by strong 45.1% margins and 20.5% revenue growth. Both earn "Exceptional Buy" and "Avoid" ratings respectively — the choice depends on your investment horizon and risk tolerance.

This analysis is generated from publicly available financial data. Not financial advice.

BigBearai Holdings Inc

TECHNOLOGY · INFORMATION TECHNOLOGY SERVICES · USA

BigBearai Holdings Inc. is a leading provider of advanced artificial intelligence and machine learning solutions, specifically designed for the defense and intelligence sectors. The company utilizes cutting-edge analytics and sovereign data solutions to optimize operational efficiency and support critical decision-making for its clients. With a strong emphasis on innovation and proprietary technology integration, BigBearai enhances agility for organizations addressing complex challenges in national security and various commercial applications. As the demand for AI-driven insights continues to rise, BigBearai is strategically positioned to capitalize on growth opportunities, making it an attractive investment for institutional investors looking for exposure in the burgeoning AI sector.

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Taiwan Semiconductor Manufacturing

TECHNOLOGY · SEMICONDUCTORS · USA

Taiwan Semiconductor Manufacturing Company, Limited is a Taiwanese multinational semiconductor contract manufacturing and design company. It is one of Taiwan's largest companies, the world's most valuable semiconductor company, and the world's largest dedicated independent (pure-play) semiconductor foundry, with its headquarters and main operations located in the Hsinchu Science Park in Hsinchu, Taiwan. It is majority owned by foreign investors.

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