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BBAI vs PTRN

BBAI
BigBear.ai Holdings, Inc.
BEARISH
Price
$5.82
Market Cap
$2.66B
Sector
Technology
AI Confidence
85%
PTRN
Pattern Group Inc.
NEUTRAL
Price
$13.53
Market Cap
$2.69B
Sector
Technology
AI Confidence
75%

Valuation

P/E Ratio
BBAI
--
PTRN
--
Forward P/E
BBAI
-29.1
PTRN
23.01
P/B Ratio
BBAI
4.16
PTRN
4.11
P/S Ratio
BBAI
18.48
PTRN
1.07
EV/EBITDA
BBAI
-43.61
PTRN
50.61

Profitability

Gross Margin
BBAI
27.28%
PTRN
43.59%
Operating Margin
BBAI
-53.35%
PTRN
3.6%
Profit Margin
BBAI
-295.61%
PTRN
0.65%
ROE
BBAI
-120.34%
PTRN
3.38%
ROA
BBAI
-5.87%
PTRN
1.97%

Growth

Revenue Growth
BBAI
-20.1%
PTRN
40.3%
Earnings Growth
BBAI
--
PTRN
24.4%

Financial Health

Debt/Equity
BBAI
0.19
PTRN
0.05
Current Ratio
BBAI
3.13
PTRN
2.34
Quick Ratio
BBAI
3.11
PTRN
1.38

Dividends

Dividend Yield
BBAI
--
PTRN
--
Payout Ratio
BBAI
0.0%
PTRN
0.0%

AI Verdict

BBAI BEARISH

The Advanced Deterministic Scorecard shows a Piotroski F-Score of 6/9, indicating stable financial health, but the absence of an Altman Z-Score and negative profitability metrics raise concerns. Despite strong liquidity (Current Ratio: 3.13), the company is deeply unprofitable with a -295.61% profit margin and -120.34% ROE, while revenue is declining YoY by -20.10%. Valuation multiples are extremely stretched with a Price/Sales of 18.48 and a negative Forward P/E of -29.10, suggesting speculative pricing unsupported by fundamentals. Insider selling and weak earnings surprise history further undermine confidence.

Strengths
Piotroski F-Score of 6 indicates moderate financial stability
Strong liquidity position with Current Ratio of 3.13 and Quick Ratio of 3.11
Low Debt/Equity ratio of 0.19, indicating minimal leverage risk
Risks
Severe and persistent unprofitability: -295.61% profit margin and -53.35% operating margin
Revenue declining YoY by -20.10%, indicating shrinking business fundamentals
Negative Forward P/E of -29.10 and lack of meaningful valuation metrics signal speculative trading
PTRN NEUTRAL

PTRN presents a stark contrast between strong growth metrics and poor operational health, as evidenced by a weak Piotroski F-Score of 2/9. While the company exhibits impressive YoY revenue growth of 40.30% and a reasonable Forward P/E of 23.01, its net profit margins are razor-thin at 0.65%. The balance sheet is clean with very low debt (D/E 0.05) and strong liquidity (Current Ratio 2.34), but the lack of operational efficiency drags down the deterministic health scores. The stock is currently viewed as a speculative growth play with a significant gap between its current price and analyst targets.

Strengths
Strong top-line growth with 40.30% YoY revenue increase
Very low leverage with a Debt/Equity ratio of 0.05
Strong short-term liquidity indicated by a Current Ratio of 2.34
Risks
Critically low Piotroski F-Score (2/9) indicating poor financial trend health
Extremely thin net profit margins (0.65%) leaving little room for error
Bearish technical trend (0/100) despite recent short-term gains

Compare Another Pair

BBAI vs PTRN: Head-to-Head Comparison

This page compares BigBear.ai Holdings, Inc. (BBAI) and Pattern Group Inc. (PTRN) across key fundamental metrics including valuation ratios, profitability margins, growth rates, financial health indicators, and dividend metrics. Each metric highlights the better-performing stock so you can quickly identify relative strengths and weaknesses.

Our AI engine independently analyzes each company's financials, competitive position, and market conditions to produce a verdict (Bullish, Neutral, or Bearish) along with key strengths and risks. Use this comparison alongside your own research to make informed investment decisions.

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