BBAI

BigBear.ai

$2.32

-5.31%
Nov 10, 2026
Bobby Quantitative Model
BigBear.ai Holdings, Inc. is a mission-ready artificial intelligence company that provides decision intelligence, edge AI, computer vision, biometrics, cyber, cloud, and systems integration solutions, organized across five markets: Supply Chain & Logistics, Cybersecurity, Autonomous Systems, Digital Identity Services, and the Ask Sage generative AI platform. Originally incubated to serve defense and national security customers, the company occupies a niche position as a small-cap, government-focused AI integrator rather than a horizontal platform vendor, competing for federal and commercial contracts against far larger defense primes and data-analytics specialists. The current investor narrative has pivoted from skepticism toward cautious optimism: after a brutal 2026 drawdown, BigBear.ai delivered its first-ever revenue guidance raise, 31% year-over-year growth, and a $225M+ federal contract haul with 25+ generative AI wins, while management points to a path toward a debt-free balance sheet. That improving fundamental story is being weighed against persistent unprofitability, deeply negative free cash flow, and a stock that has still lost more than half its value over the past year, making BBAI a high-beta, binary bet on government AI adoption rather than a proven compounder.

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BobbyInvestment Opinion: Should I buy BBAI Today?

Rating: Hold (speculative, small-position only). The core thesis is that BigBear.ai has genuinely inflected on the top line — 31.49% YoY revenue growth to $43.58M in Q3 2026, a first-ever guidance raise, and $225M+ in federal awards — but has not yet demonstrated that this growth converts into cash, with trailing free cash flow of -$72.72M and a -230.2% net margin. With only one analyst in the estimate set and no published consensus target price, the view cannot be anchored to an implied upside figure; the tone of coverage (HC Wainwright Buy vs. Cantor Neutral since January 2026) is neutral-to-cautiously-bullish rather than conviction Buy.

Supporting evidence is mixed but tilts toward 'improving story, unproven economics.' On the positive side: revenue accelerated sequentially from $34.44M (Q1) to $36.75M (Q2) to $43.58M (Q3); consensus revenue of ~$174.5M implies ~30% growth; the balance sheet is nearly debt-free (debt-to-equity 0.0398, current ratio 1.78, $78.8M cash); and the PS multiple has compressed from 86.4x at end-2025 to 15.18x today, placing it in the lower quartile of its 6.9x–86.4x multi-year band. Against that: gross margin has compressed from 34.04% (Q1) to 32.79% (Q2) to 31.19% (Q3), operating margin is -65.3%, ROE is -48.04%, and the PCF ratio of -46.19 confirms the business consumes cash. The stock is down 56.87% over one year and 58.05% YTD, trailing SPY by 69.05 points.

Risks that could invalidate the thesis: (1) a federal award protest or continuing resolution delays the $225M+ backlog and Q4 misses the ~$174.5M full-year consensus; (2) another dilutive equity raise is required to fund the -$72.72M annual burn before operating cash flow turns positive; (3) gross margin keeps sliding below 31%, preventing the operating leverage needed to justify 15.2x sales. The rating would upgrade to Buy if trailing FCF turns positive or gross margin stabilizes above 35% with a second analyst initiating coverage; it would downgrade to Sell on a break below the $2.12 October low or a raise priced at a steep discount. Valuation verdict: fairly valued to modestly expensive relative to its own trough history and at a clear premium to mature government IT integrators (low-to-mid single-digit PS), but no longer euphoric — the de-rating looks like rational repricing, not mispricing.

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BBAI 12-Month Price Forecast

The forward view is genuinely balanced: the top-line inflection is real and validated by $225M+ in federal awards and a first-ever guidance raise, but the cash-flow math still points to roughly one year of runway at the current -$72.72M burn, making dilution the dominant swing factor. Valuation is no longer the problem it was at 86.4x sales — at 15.18x the speculative excess has largely been priced out — but 15.2x is still a premium to mature government integrators trading in the low-to-mid single digits on sales, and a -230.2% net margin does not support a re-rating without visible margin expansion. The technical picture (48.6% of the 52-week range, a 10.36% high-volume reversal off $2.12, but -26.43% over three months) supports a range-bound base case rather than a trend reversal. I would upgrade to bullish on positive operating cash flow or gross margin recovering above 34% with a second analyst initiating coverage, and downgrade to bearish on a break below $2.12 or a discounted equity raise.

Historical Price
Current Price $2.32
Average Target $2.32
High Target $2.67
Low Target $1.97

Wall Street consensus

Coverage is extremely thin, with only one analyst contributing to the consensus estimate set, and no average target price is available in the provided data. The single-analyst EPS estimate is -$0.22 for the year, with a range of -$0.29 to -$0.15, and estimated revenue averages $174.5 million (range $173.9 million to $175.1 million), implying roughly 30% growth consistent with management's raised guidance. Institutional ratings show a split between HC Wainwright's persistent Buy (reiterated as recently as March 2026) and Cantor Fitzgerald's Neutral stance, which was downgraded from Overweight in January 2026 and has been maintained through October 2026; the absence of a published consensus target means implied upside cannot be calculated, but the tone of coverage leans neutral-to-cautiously-bullish rather than conviction Buy.

The signal strength from the ratings history is weak and skewed cautious: Cantor's downgrade to Neutral in January 2026 preceded the stock's collapse, and its repeated Neutral reiterations in March, July, and October 2026 suggest the sell side sees the fundamental improvement but is unwilling to underwrite profitability yet. HC Wainwright's Buy is the lone bullish voice and likely rests on the $225M+ federal contract awards, the first-ever guidance raise, and the debt-free balance-sheet trajectory, while the Neutral camp is focused on the -$72.72 million trailing free cash flow and dilution risk. With only one analyst in the estimate set and no target range to assess dispersion, price discovery is likely to remain inefficient and volatility elevated; investors should treat the lack of broad coverage as a structural risk factor rather than a contrarian opportunity until either profitability or a materially larger analyst following emerges.

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Bulls vs Bears: BBAI Investment Factors

The bear case currently carries slightly stronger evidence: a -$72.72 million FCF burn, -230.2% trailing net margin, and a -56.87% one-year decline are hard facts, while the bull case rests on forward-looking contract wins and a guidance raise that have not yet shown up in cash flow. That said, the bulls have real ammunition — 31.49% revenue growth, $225M+ in federal awards, a near-debt-free balance sheet, and a PS multiple that has collapsed from 86.4x to 15.2x — so this is not a broken business, just an unproven one. The single most important tension is whether the $225M+ federal backlog and Ask Sage generative AI revenue can convert into positive operating cash flow before another dilutive equity raise is needed; resolution of that one question would swing the thesis decisively in either direction. Until then, BBAI is a binary, high-beta bet on government AI adoption rather than a compounder, and the market is pricing it accordingly.

Bullish

  • First-ever guidance raise signals inflection: Management delivered its first-ever revenue guidance raise, with consensus now modeling roughly $174.5 million for the year — about 30% growth. Q3 2026 revenue of $43.58 million rose 31.49% YoY from $33.14 million, and the sequential ramp from $34.44M (Q1) to $36.75M (Q2) to $43.58M (Q3) shows acceleration rather than a one-off spike.
  • $225M+ federal awards validate the niche: BigBear.ai secured more than $225 million in federal contract awards plus 25+ generative AI wins, providing multi-year visibility into 2027. This is concrete evidence that the government AI integrator niche is real and that BBAI is winning share against far larger defense primes.
  • Balance sheet is nearly debt-free: Debt-to-equity is just 0.0398 and the current ratio is 1.78, with $78.8 million of cash at the end of Q3 and a stated path to a debt-free balance sheet. Solvency is not the near-term risk — the company has funded itself through equity raises (including $339.0 million in Q3 2025), not through crippling leverage.
  • Valuation has de-rated to lower quartile: At 15.18x trailing sales, BBAI trades far below the 47.8x PS seen in Q2 2026 and the 86.4x at end-2025, sitting in the lower quartile of its multi-year 6.9x–86.4x band. Much of the speculative excess has already been priced out, which limits further multiple compression from euphoric levels.

Bearish

  • Deeply negative and deteriorating profitability: Q3 2026 net income was -$91.85 million on $43.58 million of revenue, a -210.8% net margin, driven by $76.86 million of other expenses and a $99.96 million operating loss. Trailing net margin is -230.2% and operating margin -65.3%, so the growth story is not converting into profit.
  • Cash burn remains severe: Trailing twelve-month free cash flow is -$72.72 million, Q3 FCF was -$9.79 million, and the PCF ratio of -46.19 underscores that the business consumes cash. Until operating cash flow turns positive, dilution risk stays live and each equity raise pressures per-share value.
  • Gross margin compression: Gross margin fell to 31.19% in Q3 from 32.79% in Q2 and 34.04% in Q1, and the trailing gross margin of 22.3% is thin for a company being valued at 15x sales. The mix shift toward services-heavy federal work limits the operating leverage needed to justify the multiple.
  • Brutal price trend and relative weakness: BBAI is down 56.87% over one year and 58.05% YTD, with a -76.21% max drawdown, trailing SPY by 69.05 points over one year. It sits at just 48.6% of its 52-week range ($2.12–$5.04), a falling-knife profile that argues rallies are counter-trend until proven otherwise.

BBAI Technical Analysis

BBAI is in a sustained, severe downtrend that has only recently begun to stabilize. The stock is down 56.87% over the past year and 58.05% year-to-date, with a maximum drawdown of -76.21% from its peak, and at $2.45 it sits just 48.6% of the way through its 52-week range (low of $2.12 on October 19, 2026; high of $5.04 on May 29, 2026). That positioning near the lower half of the range reflects a falling-knife profile rather than momentum leadership, though the fact that price is holding roughly 15.6% above the 52-week low suggests the October capitulation may have marked a tradable floor. Relative strength confirms the damage: BBAI trails SPY by 69.05 percentage points over one year and 68.43 points year-to-date, a persistent underperformance that argues against treating rallies as trend reversals without confirmation.

Short-term momentum has decelerated sharply from the mid-year peak but is showing tentative stabilization. The stock is up 2.51% over the past month versus a -3.32% decline for SPY, a 5.83-point relative-strength outperformance, yet it remains down 26.43% over three months and 41.81% over six months, meaning the one-month bounce is a counter-trend move within a larger decline. The most recent session delivered a 10.36% single-day surge from $2.22 to $2.45 on elevated volume of roughly 27.8 million shares, a classic high-volume reversal candle off the $2.12 low that traders will watch for follow-through. The divergence between improving one-month relative strength and deteriorating three- and six-month trends is consistent with mean reversion off oversold conditions rather than a durable trend change, and the absence of sustained volume expansion keeps the burden of proof on the bulls.

Key technical levels are well defined. Support sits at the $2.12-2.16 October low zone, with a breakdown below that area opening the door to new lows and likely triggering another leg of momentum selling; resistance is anchored at the $2.67-2.74 late-October swing high, followed by the $3.27-3.34 August consolidation band and ultimately the $5.04 52-week high. A decisive breakout above $2.74 on volume would signal that the October low is in and could set up a retest of the $3.00-3.30 region, while a failure at resistance would reinforce the pattern of lower highs. Volatility is extreme by any measure: the 10.36% single-day move, the -76.21% max drawdown, and the -56.87% one-year return imply a beta well above the market even though a formal beta figure is not available in the provided data, which argues for materially smaller position sizing and wider stops than a typical large-cap technology holding.

Beta

—

—

Max Drawdown

-76.2%

Largest decline past year

52-Week Range

—

Price range past year

Annual Return

-59.4%

Cumulative gain past year

PeriodBBAI ReturnS&P 500
1m-2.9%-3.7%
3m-28.8%-2.9%
6m-47.0%+0.2%
1y-59.4%+10.1%
ytd-60.3%+10.0%

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BBAI Fundamental Analysis

Revenue is growing at a healthy clip, but off a small base and with a lumpy trajectory. Q3 2026 revenue of $43.58 million rose 31.49% year-over-year from $33.14 million, and the sequential progression from $34.44 million in Q1 to $36.75 million in Q2 to $43.58 million in Q3 shows acceleration into the back half. The mix is heavily contract-based, with $26.35 million from fixed-price contracts and $17.23 million from time-and-materials work, and the $225M+ federal award haul plus 25+ generative AI wins provides visibility into 2027. Management's first-ever guidance raise and consensus revenue of approximately $174.5 million for the year imply roughly 30% growth, which is a credible top-line story, but the investment case hinges on whether that growth can be converted into profit rather than simply funded by dilution.

Profitability remains deeply negative and, on a GAAP basis, deteriorated sharply in Q3. Net income was -$91.85 million against $43.58 million of revenue, a net margin of -210.8%, driven by $76.86 million of other expenses and a $99.96 million operating loss; gross margin was 31.19%, down from 32.79% in Q2 and 34.04% in Q1, indicating modest compression as the revenue mix shifted. The trailing twelve-month picture is similarly strained, with a net margin of -230.2%, an operating margin of -65.3%, and EPS of -$0.15, though the Q2 net loss of -$25.75 million and Q1 loss of -$56.76 million show the underlying operating loss (excluding one-time items) is far smaller than the Q3 headline. For an IT services and government AI integrator, a 31% gross margin is thin relative to software peers but not unusual for services-heavy defense work, and the path to profitability depends on scaling Ask Sage and higher-margin generative AI revenue while holding SG&A near the current $31.3 million quarterly run rate.

Balance-sheet risk is low, but cash generation is the weak link. Debt-to-equity is just 0.0398 and the current ratio is 1.78, with $78.8 million of cash at the end of Q3 and a stated path to a debt-free balance sheet, so solvency is not the near-term concern. The problem is cash burn: trailing twelve-month free cash flow is -$72.72 million, Q3 free cash flow was -$9.79 million, and operating cash flow was -$9.55 million, while ROE is -48.04% and the company has repeatedly relied on equity issuance (including $339.0 million raised in Q3 2025) to fund operations. The FCF yield is negative and the PCF ratio of -46.19 underscores that the business currently consumes rather than generates cash, meaning dilution risk remains live until operating cash flow turns positive.

Quarterly Revenue

$43581000.0B

2026-09

Revenue YoY Growth

+31.5%

YoY Comparison

Gross Margin

31.2%

Latest Quarter

Free Cash Flow

$-72723000.0B

Last 12 Months

Revenue & Net Income Trends (2 Years)

Revenue Breakdown

Fixed-Price Contract
Time-and-Materials Contract

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Valuation Analysis: Is BBAI Overvalued?

Because BigBear.ai is unprofitable on both a net income and EBITDA basis (trailing PE of -6.59, EV/EBITDA of -7.20), the PE ratio is not meaningful and I have selected the price-to-sales ratio as the primary valuation metric. BBAI trades at 15.18x trailing sales and 3.17x book value, with a forward PE of 0.19 that is distorted by a near-zero forward earnings estimate and should not be relied upon. The 15.2x PS multiple is the cleanest read: it prices in meaningful growth but is far below the 47.8x PS the stock commanded in Q2 2026 and the 86.4x seen at the end of 2025, reflecting both the share-price collapse and the revenue base expansion.

On a peer basis, a 15.2x PS multiple is a premium to the broader IT services industry, where mature government integrators typically trade in the low-to-mid single digits on sales, but it is a discount to high-growth AI software names. The premium versus traditional services peers is partly justified by 31.49% revenue growth and the generative AI optionality of Ask Sage, yet the -230.2% net margin and -65.3% operating margin are far worse than either services or software comparables, which argues the multiple should compress toward the sector unless margins inflect. The 3.17x price-to-book is more modest and reflects a balance sheet bolstered by equity raises rather than retained earnings.

Historically, BBAI's PS ratio has ranged from roughly 6.9x in Q3 2023 to 86.4x at the end of 2025, with a recent peak of 48.4x in Q1 2026 and 47.8x in Q2 2026. At 15.2x today, the stock sits in the lower quartile of its own multi-year band, closer to the 2023 trough than the 2025 euphoria, which suggests the market has largely priced out speculative excess. The question is whether this represents a value opportunity or reflects fundamental deterioration: given negative free cash flow of -$72.72 million and a still-unproven path to profitability, the de-rating looks more like rational repricing than a mispricing, and a re-rating would require visible margin expansion or positive operating cash flow.

PE

-6.6x

Latest Quarter

vs. Historical

N/A

5-Year PE Range 17x~59x

vs. Industry Avg

19.1x

Industry PE ~19.1x*

EV/EBITDA

-7.2x

Enterprise Value Multiple

Investment Risk Disclosure

Financial and operational risks center on cash consumption and dilution. Trailing twelve-month free cash flow is -$72.72 million against $78.8 million of cash, meaning the company has roughly one year of runway at the current burn rate absent new financing, and it has repeatedly relied on equity issuance (including $339.0 million in Q3 2025) to fund operations. Q3 2026 net income of -$91.85 million was inflated by $76.86 million of other expenses, but even the cleaner Q2 loss of -$25.75 million and Q1 loss of -$56.76 million confirm the underlying business is unprofitable, with gross margin compressing to 31.19% from 34.04% in Q1. Revenue is also concentrated in lumpy federal contracts — $26.35 million fixed-price and $17.23 million time-and-materials in Q3 — so a single delayed award or protest could swing a quarter.

Market and competitive risks are amplified by valuation and coverage. At 15.18x trailing sales, BBAI still trades at a premium to mature government IT integrators in the low-to-mid single digits, and with a -230.2% net margin the multiple should compress toward the sector unless margins inflect. The stock's beta is not formally provided, but a -76.21% max drawdown, a 10.36% single-day move, and 69.05 points of one-year underperformance versus SPY imply extreme market correlation and volatility. Coverage is thin — one analyst in the estimate set, Cantor at Neutral since its January 2026 downgrade, HC Wainwright the lone Buy — so price discovery is inefficient and headline-driven; the October 2026 Palantir valuation debate also shows how quickly sentiment can turn on premium-valued AI names.

Worst-case scenario: a federal award protest or budget continuing resolution delays the $225M+ backlog, Q4 revenue misses the ~$174.5 million full-year consensus, and the company announces another equity raise to cover the -$72.72 million annual burn. That chain would likely break the $2.12 October low and retest the 52-week low zone, implying roughly -13% from the current $2.45, with a deeper slide toward the $1.50–$1.75 area (roughly -30% to -39%) plausible if dilution is heavy and the PS multiple compresses toward single digits. The -76.21% historical max drawdown is the reminder that this stock can lose three-quarters of its value in a single cycle.

FAQ

Ranked by severity: first, liquidity and dilution risk — trailing FCF of -$72.72M against $78.8M of cash gives roughly one year of runway, and the company has repeatedly funded itself through equity issuance (including $339.0M in Q3 2025), so a discounted raise is the most direct threat to per-share value. Second, profitability and margin risk — gross margin has slid from 34.04% in Q1 to 32.79% in Q2 to 31.19% in Q3, and Q3 net income was -$91.85M including $76.86M of other expenses, so the growth is not converting into earnings. Third, contract-concentration and federal-budget risk — Q3 revenue split into $26.35M fixed-price and $17.23M time-and-materials work, meaning a single award protest or continuing resolution can swing a quarter and delay the $225M+ backlog. Fourth, market and coverage risk — the stock has a -76.21% max drawdown, a 10.36% single-day move, 69.05 points of one-year underperformance versus SPY, and only one analyst in the estimate set with Cantor at Neutral since January 2026, so price discovery is inefficient and headline-driven.

The 12-month view is split into three scenarios summing to 100%. The base case (50% probability, $2.10–$2.90) assumes revenue tracks the ~$174.5M consensus with Q4 in the $45M–$50M range, gross margin holds in the low 30s, no equity raise occurs, and the 15.2x PS multiple stays in a 13x–17x band — producing range-bound chop between the $2.12 October low and the $2.67–$2.74 swing high. The bull case (25%, $3.30–$4.20) requires the $225M+ backlog to convert on schedule, gross margin back above 34%, operating cash flow approaching breakeven, and ideally a second analyst initiating coverage, allowing the multiple to re-rate toward 20x–25x sales. The bear case (25%, $1.50–$2.12) assumes an award protest or continuing resolution delays backlog, Q4 misses, and a discounted raise follows, breaking the $2.12 low and compressing the multiple toward single digits. The base case is most likely because the top-line inflection is already validated while cash conversion is not, and the key assumption behind it is that no financing event intervenes before operating cash flow improves.

PE is not usable here — trailing PE is -6.59 and EV/EBITDA is -7.20 because the company is unprofitable — so price-to-sales is the operative metric, and at 15.18x BBAI is neither cheap nor euphoric. Against its own history it looks inexpensive: the multiple has compressed from 86.4x at end-2025 through 48.4x in Q1 2026 and 47.8x in Q2 2026 to 15.2x today, placing it in the lower quartile of the 6.9x–86.4x band. Against peers it still looks expensive: mature government IT integrators trade in the low-to-mid single digits on sales, and a -230.2% net margin and -65.3% operating margin are far worse than either services or software comparables. The 3.17x price-to-book is the more modest figure, though it reflects equity raised rather than retained earnings. The market is therefore pricing roughly 30% growth plus generative AI optionality, but not profitability — a fair-to-modestly-expensive verdict that implies further re-rating requires visible margin expansion or positive operating cash flow.

The risk/reward is asymmetric but genuinely two-sided. On the upside, the stock trades at 15.18x sales — down from 86.4x at end-2025 and in the lower quartile of its 6.9x–86.4x historical band — while revenue grew 31.49% YoY to $43.58M and the company holds $225M+ in federal awards, so a re-rating toward 20x–25x sales on margin progress supports the $3.30–$4.20 bull range. On the downside, trailing FCF is -$72.72M against $78.8M of cash, net margin is -230.2%, and the stock already sits 56.87% below its year-ago level with a -76.21% max drawdown, so a delayed award plus a discounted raise could take it to $1.50–$2.12. With only one analyst in the estimate set and no consensus target, there is no implied-upside anchor to lean on. It is a reasonable buy only for investors with high risk tolerance who size it as a small speculative allocation and can tolerate a potential 30%+ drawdown; for anyone seeking earnings visibility or income, it is not a good buy.

BBAI is structurally a trade-around-the-catalyst stock rather than a buy-and-hold compounder at this stage. It pays no dividend (payout ratio 0), has negative earnings (EPS -$0.15) and negative FCF, so there is no income or cash-return component to reward patience, and its earnings visibility is limited to lumpy federal contracts with only one analyst modeling estimates. Volatility is extreme — a 10.36% single-day move on 27.8M shares, a -76.21% max drawdown, and 69.05 points of one-year underperformance versus SPY imply a beta well above the market even though a formal figure is not provided — which argues for smaller position sizes and wider stops than a typical large-cap tech holding. A long-term investor could justify holding only a small speculative allocation with a minimum 18–24 month horizon, contingent on operating cash flow turning positive or gross margin recovering above 34%; otherwise the appropriate approach is short-term, event-driven positioning around Q4 earnings and federal award announcements, with the $2.12 level as the risk-management line.