BBAI vs CNTM vs MFI Stock Comparison

BigBear.ai Holdings, ConnectM Technology Solutions and mF International Prices as of Oct 26, 2026 Peers: Industry group
MFI mF International Ltd
$8.07 -14.0% 1M -70.7% 1Y
Market cap
$45.55M
P/E
–
Revenue (TTM)
—
Div. yield
–
AI Platforms Technology

Head to Head

6 decided of 12

ConnectM Technology Solutions leads on 4 of the 12 questions below (ConnectM Technology Solutions 4, BigBear.ai Holdings 2). Which ones matter depends on what you are buying for; a cheap multiple and slow growth often come together.

QuestionBBAICNTMMFILeader
Larger companyMarket capitalisation $1.12B $24.87M $45.55M BBAI
Cheaper on earningsLower P/E, profitable companies only -13.1x 10.9x — –
Cheaper on forward earningsLower price / next fiscal year consensus EPS — — — –
Faster revenue growthRevenue growth, trailing twelve months -13.7% +23.6% — CNTM
More profitableNet margin, trailing twelve months -65.2% 6.3% — CNTM
Better return on capitalReturn on invested capital -15.5% — — –
Less leveragedLower net debt / EBITDA 2.4x — — –
Higher dividend yieldTrailing dividend yield 0.00% 0.00% 0.00% –
Better 1-year returnPrice return, last 12 months -69.9% -47.1% -70.7% CNTM
Better 5-year returnAnnualised price return, 5 years — — — –
Less volatileAnnualised volatility, 1 year 76.8% 132.4% 119.5% BBAI
Higher overall scoreMean of the five percentile scores vs peers 31/100 56/100 — CNTM

Percentile Scorecard

BBAICNTMMFI

Each axis is the mean percentile of its metrics against the company's industry group. 100 is the best in the group, 50 the middle.

Scores by Axis

AxisBBAICNTMMFI
Valuation 27 #91 of 124 85 #20 of 124 –
Growth 12 #100 of 113 71 #33 of 113 –
Profitability 26 #82 of 110 55 #50 of 110 –
Financial Health 87 #18 of 129 12 #114 of 129 100 #1 of 129
Shareholder Returns 3 #65 of 67 – –
Overall 31 56 –
  • BBAI ranked among 137 companies in Infrastructure Software
  • CNTM ranked among 137 companies in Infrastructure Software
  • MFI ranked among 137 companies in Infrastructure Software

Price Performance

Price return, split-adjusted, before dividends. Click a name to hide or show it.

Returns

PeriodBBAICNTMMFISPY
1 month -24.0%-20.0%-14.0% -0.8%
3 months -25.6%-25.7%-2.8% +3.5%
6 months -43.2%-47.2%-25.3% +7.0%
Year to date -60.7%-68.0%-56.6% +12.2%
1 year -69.9%-47.1%-70.7% +13.0%
3 years +69.6%-98.8%— +86.3%
3 years, per year +19.3%-77.0%— +23.1%

Risk

MeasureBBAICNTMMFISPY
Volatility, 1Y 76.8%132.4%119.5% 12.7%
Downside volatility, 1Y 72.3%132.1%123.9% 12.7%
Beta vs S&P 500, 1Y 3.23-0.101.65 1.00
Return / volatility, 1Y -0.91-0.36-0.59 1.02
Max drawdown, 5Y -95.0%-100.0%-95.8% -25.4%
From 52-week high -70.4%-73.8%-71.6% -1.8%
52-week high $7.17$16.00$28.38 $779.14
52-week low $2.12$3.90$6.10 $631.97

Valuation History

Weekly multiples on trailing twelve-month fundamentals. Negative or extreme readings (a loss year, a collapsed denominator) are left out so the chart stays readable.

MultipleBBAICNTMMFI
P/E now vs peer median -11.8xmedian 38.1x 10.2xmedian 38.1x —median 38.1x
P/S now vs peer median 7.7xmedian 4.3x 0.7xmedian 4.3x —median 4.3x
EV/EBITDA now vs peer median -5.6xmedian 35.4x —median 35.4x —median 35.4x
P/FCF now vs peer median -14.0xmedian 27.1x —median 27.1x —median 27.1x
P/B now vs peer median 1.3xmedian 3.4x 1.5xmedian 3.4x 0.2xmedian 3.4x
PEG now vs peer median -0.36median 1.27 0.38median 1.27 —median 1.27

Financial History

Reported figures by fiscal period, placed on the calendar year (or quarter) each period ended in, so companies with different fiscal years line up.

Trailing twelve monthsBBAICNTMMFI
Revenue $131.63M $36.02M –
Gross profit $36.75M $11.16M –
Operating income -$155.20M -$12.45M –
Net income -$85.82M $2.42M –
Free cash flow -$72.70M – –
R&D $21.29M – –
EPS (diluted) $-0.18 $0.03 –
Cash & equivalents $36.28M $2.39M $29.02M
Total debt $16.64M $56.72M $4.09M
Shares (diluted) 479.12M 72.32M 5.81M
Enterprise value -$289.21M $14.87M -$36.55M

All Metrics

58 metrics · best in bold

Bold marks the best reading: the lowest positive value for multiples, leverage and payout, the highest for everything else. The bar under each value is its percentile against that company's own peers. Hover a value for its rank and the peer median.

Valuation

12 metrics
MetricBBAICNTMMFI
P/E -11.8x 10.2x –
P/FCF -14.0x – –
P/Operating cash flow -14.2x – –
P/S 7.7x 0.7x –
P/B 1.3x 1.5x 0.2x
P/Tangible book 1.6x 1.7x 0.2x
EV/EBITDA -5.6x – –
EV/EBIT -4.6x -3.0x –
EV/Revenue 5.4x 1.1x –
EV/FCF -9.8x – –
EV/Operating cash flow -10.0x – –
PEG (3Y EPS CAGR) -0.36 0.38 –

Growth

14 metrics
MetricBBAICNTMMFI
Revenue growth (1Y) -13.7% 23.6% –
Revenue CAGR (3Y) -6.6% – –
Gross profit growth (1Y) -13.9% 35.0% –
Gross profit CAGR (3Y) -4.9% – –
Operating income growth (1Y) -19.2% 19.9% –
Operating income CAGR (3Y) -36.5% -62.4% –
Net income growth (1Y) 80.7% 108.3% –
Net income CAGR (3Y) 0.0% 31.4% –
EPS growth (1Y) 87.1% 106.0% –
EPS CAGR (3Y) 32.8% 26.7% –
Operating cash flow growth (1Y) -163.0% – –
Operating cash flow CAGR (3Y) -19.7% – –
Free cash flow growth (1Y) -163.1% – –
Free cash flow CAGR (3Y) -20.1% – –

Profitability

14 metrics
MetricBBAICNTMMFI
Gross margin 27.9% 31.0% –
EBITDA margin -97.7% – –
Operating margin -117.9% -34.6% –
Pretax margin -81.7% -41.0% –
Net margin -65.2% 6.3% –
FCF margin -55.2% – –
Operating cash flow margin -54.4% – –
Return on equity -11.0% 27.8% –
Return on assets -10.1% 5.4% –
Return on invested capital -15.5% – –
Return on capital employed -19.8% -149.0% –
Asset turnover 0.2x 0.8x –
Cash conversion (OCF / net income) 0.8x – –
Stock comp / revenue 15.0% – –

Financial Health

11 metrics
MetricBBAICNTMMFI
Debt / assets 2.0% 31.1% 0.0%
Debt / equity 0.0x 1.0x 0.0x
Net debt / EBITDA 2.4x – –
Debt / FCF -0.2x – –
Liabilities / assets 8.4% 70.1% 0.4%
Equity / assets 91.6% 29.9% 99.6%
Interest coverage -16.9x -7.6x –
Current ratio 5.7x 0.2x 254.0x
Quick ratio 5.3x 0.1x 51.9x
Cash ratio 4.9x 0.1x 51.9x
Altman Z-score 7.00 -1.86 –

Shareholder Returns

7 metrics
MetricBBAICNTMMFI
Dividend yield – – –
Net buyback yield -33.7% – –
Shareholder yield -33.7% – 0.0%
Payout ratio (earnings) – – –
Payout ratio (FCF) – – –
Dividend growth (1Y) – – –
Dividend CAGR (3Y) – – –

Analyst Estimates

Solid lines are reported fiscal-year results; dashed lines are the consensus for the years ahead. Hover a year for the analysts' high and low, and how each result compared with its estimate.

ConsensusBBAICNTMMFI
EPS, next fiscal year $-0.25FY2026 $-3.87FY2026 $-0.07FY2026
Revenue, next fiscal year $108.97MFY2026 $76.76MFY2026 $5.85MFY2026
Revenue growth, next FY -14.6%FY2026 +114.2%FY2026 +44.8%FY2026
Revenue growth, the year after +23.4% +15.7% +2.4%

Institutional Ownership

13F filings, quarter ended Jun 30, 2026
HoldersBBAICNTMMFI
Held by institutions 39.1% – –
Institutions holding 328 – –
Change in shares held, QoQ +1.0% – –
Institutions buying 185 – –
Institutions selling 90 – –
Buyers to sellers 2.06 – –

Return Correlation

Daily returns, last 12 months

1.00 means two stocks move in lockstep, 0 that they move independently. Pairs below about 0.5 diversify each other.

BBAICNTMMFI
BBAI 1.00 -0.01 0.23
CNTM -0.01 1.00 0.03
MFI 0.23 0.03 1.00

Add a Peer

Largest companies in the same industry

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Frequently Asked Questions

Which is bigger, BBAI, CNTM and MFI?

BigBear.ai Holdings (BBAI) is the largest by market capitalisation: BigBear.ai Holdings (BBAI) $1.12B, ConnectM Technology Solutions (CNTM) $24.87M, mF International (MFI) $45.55M.

Which company is growing faster?

ConnectM Technology Solutions (CNTM) grew revenue fastest over the trailing twelve months: BigBear.ai Holdings (BBAI) -13.7%, ConnectM Technology Solutions (CNTM) +23.6%.

Which company is more profitable?

ConnectM Technology Solutions (CNTM) has the highest net margin (BigBear.ai Holdings (BBAI) -65.2%, ConnectM Technology Solutions (CNTM) 6.3%).

Which stock has performed better?

Over the past year ConnectM Technology Solutions (CNTM) returned the most: BigBear.ai Holdings (BBAI) -69.9%, ConnectM Technology Solutions (CNTM) -47.1%, mF International (MFI) -70.7%. Returns are price only, before dividends.

Which stock is riskier?

By one-year price volatility, BigBear.ai Holdings (BBAI) has been the steadiest (BigBear.ai Holdings (BBAI) 76.8%, ConnectM Technology Solutions (CNTM) 132.4%, mF International (MFI) 119.5%). Volatility measures how widely the price swings, not the risk of the business.

Which is the better stock, BBAI, CNTM and MFI?

There is no single answer; it depends on what you are buying for. On the 12 head-to-head measures on this page, ConnectM Technology Solutions (CNTM) leads on 4. Business Quant does not give investment advice; use the comparison as a starting point for your own research.

Data from SEC filings, exchange prices and consensus estimates, via Business Quant. Percentile scores compare each company with its own peer group, so two companies' scores are each relative to different peers unless you rank against the whole market. Price returns exclude dividends. Nothing on this page is investment advice.