Dianalitics
BigBear.ai Holdings, Inc.
BBAI · v2 · 2026-10-22
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54NeutralDD: Oct 22, 2026Analyst: 63
paidPrice at analysis date
USD 2.19 (22/10/2026)
domainMkt cap
$1.05B
pie_chartShares
479.49M
candlestick_chart52W
$2.12-$9.39
trending_downShort interest
30.93%
MEDIUMNYSEIndustrials700 employeesFounded 2020
Verdict: Moderately Attractive

Binary event trade with cash cushion: Q3 2026 earnings on Oct 27 (5 days away). 30.93% short interest sets up a squeeze on a beat, while $410M in cash + investments (vs $1.05B mkt cap) limits downside. Growth story credible on $225M+ federal contract awards disclosed since July, but still −74% from 52W high and Adj EBITDA still negative. Peer-driven SOTP = $2.80 (+28% base) with Bull $4.50 (+105%) if Q3 beats and squeeze triggers; Bear $1.50 (−32%) if guidance cut and dilution continues.

📊 DIANALITICS RESEARCH INDEXCompany & Thesis Assessment Score /100 — updated 2026-10-22
63
BigBear.ai Holdings, Inc. (BBAI)
AI/Decision Intelligence · NYSE · Columbia, MD
"Cash-cushioned binary trade into Q3 earnings; near 52W low with 31% short interest."
Cash ~39% mkt cap Q3 earnings Oct 27 Short interest 30.9% Dilution risk (ATM) Gov AI tailwind
Fin. strength
14
/20 pts
EBITDA/FCF
4
/15 pts
Debt/leverage
13
/15 pts
Stage/business
7
/15 pts
Catalysts
8
/10 pts
Reg. risk
4
/8 pts
Risk/reward
5
/7 pts
Management
3
/5 pts
Sector/macro
3
/3 pts
Compliance
2
/2 pts
💡 Fair Value — EV/Revenue Peer-Driven + Net Cash + Option Value
Fair value base case
USD 2.80
Range: USD 1.50-USD 4.50
Price at analysis date: USD 2.19 (22/10/2026)
Base upside/downside: +28%

Forward EV/Revenue multiple SOTP on peer-driven multiples (SOUN 8.3x LTM, C3.ai ~4-5x fw). Core AI segment at 5x FY27E Rev (midpoint peer blend with lower-growth discount); Ask Sage GenAI at 10x (growth premium); net cash added at face value ($393M); backlog unfunded portion carried as probability-weighted option ($57.5M); explicit litigation ($20M) and dilution (-5%) adjustments. Implicit blended EV/Rev FY27E ≈ 5.3x, inside peer band. Our $2.80 FV is ~41% below the $4.76 analyst consensus because consensus assumes more aggressive multiple expansion and lower dilution; we apply a 40% implementation haircut on the gap. ⚠️ Not investment advice.

ComponentAssumptionUSD/share
Core AI/Analytics EVFY27E revenue $155M (ex-Ask Sage, +17% from guidance) × 5.0x EV/Rev (midway SOUN 8.3x and C3.ai 4x, discount for lower growth) = $775M EV / 479.5M sh+1.62
Ask Sage GenAI EVFY27E revenue $25M × 10.0x EV/Rev (GenAI growth premium, ~1.2x SOUN LTM) = $250M EV / 479.5M sh+0.52
Net cash + investmentsCash + ST investments $409.8M − total debt $16.6M = $393.2M / 479.5M sh+0.82
Backlog option valueUnfunded $270M × 71% × 30% probability × 1.0x value capture = $57.5M / 479.5M sh+0.12
Litigation reserveExpected class action settlement $20M base case (within class period 2022-2025 scope) / 479.5M sh−0.04
Dilution haircut (ATM)5% additional share issuance over 12 months (ATM funding) → −5% × $3.04 subtotal / sh−0.24
FV base case1.62 + 0.52 + 0.82 + 0.12 − 0.04 − 0.24 = $2.80≈ $2.80
Bull
$4.00–$5.00
Probability: 20%
Q3 beats guidance, FY2026 upper-end $165M achieved, FY27E revenue >$200M visible, Adj EBITDA breakeven path by H2 2027. Short squeeze triggers on 31% SI. Multiple expansion to 7x on growth re-acceleration.
Base
$2.50–$3.20
Probability: 45%
Guidance affirmed at $135-165M midpoint, backlog funding ratio improves to 35-40%, modest ATM raise $30-50M to extend runway, Adj EBITDA stays negative but less so (-$30M FY27E). Market credits defense AI premium.
Bear
$1.30–$1.80
Probability: 35%
Q3 miss or guidance cut, backlog conversion stalls, large ATM raise $100M+ dilutes 20%+, class action settlement near high end. Floor at ~$1.50 = net cash per share $0.82 + ~1.5x FY27 Rev multiple on core AI.
Methodology: Forward EV/Revenue multiple SOTP on peer-driven multiples (SOUN 8.3x LTM, C3.ai ~4-5x fw). Core AI segment at 5x FY27E Rev (midpoint peer blend with lower-growth discount); Ask Sage GenAI at 10x (growth premium); net cash added at face value ($393M); backlog unfunded portion carried as probability-weighted option ($57.5M); explicit litigation ($20M) and dilution (-5%) adjustments. Implicit blended EV/Rev FY27E ≈ 5.3x, inside peer band. Our $2.80 FV is ~41% below the $4.76 analyst consensus because consensus assumes more aggressive multiple expansion and lower dilution; we apply a 40% implementation haircut on the gap. ⚠️ Not investment advice. Not investment advice.
warning
⚠️ Active Securities Class Action (legacy derivative accounting)
Bronstein Gewirtz class action: class period 2022-03-31 to 2025-03-25; lead plaintiff deadline 2025-06-10 (already passed, lead plaintiff appointed). Allegations relate to misapplied derivative accounting on the 2026 Convertible Notes. Legacy issue — case is proceeding but financial exposure appears bounded (estimated $15-25M settlement risk in base case). Does not affect current operations.
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✅ $225M+ in Federal Contract Awards disclosed Oct 13, 2026
Awards since July 2026 across DOD combatant commands, CBP, FBI, Coast Guard, NASA, DOE, VA. Over 25 GenAI-specific contracts. Backlog $269.6M at Jun'26 (29% funded) likely moves materially higher at Q3 report. New board member Lt. Gen. Sean Gainey (retired, former Army) strengthens defense access.
⚠️ Methodology note: BBAI is a mid-stage AI/analytics defense contractor still at negative Adj EBITDA. Primary valuation uses forward EV/Revenue peer-driven multiples (SOUN, C3.ai, Palantir) with explicit net-cash and dilution adjustments. Cash and short-term investments ($410M) represent ~39% of market cap — treated as separate SOTP line with full value credit per step 4.3 of the methodology.
📊 Capital Structure · Short Interest · Buyback & Dilution
🔴 Short Interest
30.9%
147.4M shares short on ~479M outstanding (as of 2026-07-31, Quiver/Benzinga). Days-to-cover 5.67. Very high — classic squeeze setup, especially into Q3 earnings on Oct 27.
🔴 Share dilution (1Y)
+70%
~282M → ~479M shares. Driven by: Ask Sage acquisition stock component, 2026 Convertible Notes converted (reduced LT debt from $90.5M to $0), warrant exercises. Material dilution risk remains via ATM.
⚪ Buyback
$0
No buyback program active. Capital priority: fund growth, maintain cash runway, continue M&A (Ask Sage, Pangiam). Buyback unlikely while Adj EBITDA negative.
Short Interest — context
BBAI — 30.9%
30.9%

Insider activity (last 180 days): only ~$105K in true open-market sales (CFO Ricker $43K at $4.33 in May; director Hayes $62K at $4.10 in May). Rest is tax-withholding on RSU vesting (CFO Ricker $81K, CEO McAleenan $57K+$85K, GC Blankenship $24K+$32K). No single transaction above $500K materiality threshold. No open-market buying either. Director Lt. Gen. Sean Gainey added Aug 2026 (32,776 shares grant). CEO Kevin McAleenan (former Acting DHS Secretary) in position since Jan 2024.

$Financial analysis — FY2024-2027E
Revenue TTM
~$155M
+16% YoY est
Adj EBITDA Q2'26
−$11.6M
worse vs −$8.5M Q2'25
Cash + Investments
$409.8M
~39% of mkt cap
Backlog
$269.6M
29% funded
ItemFY2023FY2024FY2025FY2026EGuidance 2026
Revenue ($M)155.2158.2129.3~150$135–$165
Gross margin %25.0%27.8%28.4%~32%Expanding
Adj EBITDA ($M)−21.3−32.5−32.8~−42Below prior
Net loss ($M)−60.4−296.6−257.1~−95Non-cash swings
Op cash flow ($M)−39.8−43.9−57.7~−75Runway intact
Note: FY24-25 net loss distorted by derivative liability fair-value changes on 2026 Convertible Notes ($135.8M charge Q2'25). Converts settled H1 2026 — this non-cash volatility disappears from FY26+. Adj EBITDA is cleaner KPI. FY25 revenue dip reflects contract roll-off; FY26 recovery driven by Ask Sage integration and new contract wins.
Quarterly dynamics — last 5 quarters
MetricQ2 2025Q3 2025Q4 2025Q1 2026Q2 2026
Revenue ($M)32.533.643.834.836.7
Gross margin %25.0%27.1%31.8%34.5%32.8%
Adj EBITDA ($M)−8.5−9.3−5.9−7.2−11.6
End-of-period cash+inv ($M)125.4152.150.1385.5409.8
Financial position and sustainability
Cash runway (at current burn)
~4-5 years
Net debt / mkt cap
−37%
Backlog / FY26E revenue
1.80x
Price vs 52W high
−77%
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Business model — AI/Decision Intelligence for Defense & National Security

Three revenue pillars: government AI services, GenAI platform, computer vision
BigBear.ai delivers AI-powered decision intelligence to federal customers across defense, intelligence, homeland security and critical infrastructure. The company operates at the intersection of three fast-growing niches: (1) analytics-as-a-service to combatant commands and intelligence frameworks (legacy core); (2) GenAI platforms via the 2026 Ask Sage acquisition (fast-growing, higher-margin); (3) computer vision via Pangiam (biometric identity, border/aviation). Reporting is not formally segmented, but revenue mix is approximately 65% core services / 15% GenAI (Ask Sage) / 20% computer vision (Pangiam). Customer base: CBP, FBI, Coast Guard, NASA, DOE, VA, DOD combatant commands.

Core AI/Analytics Services ~$95-105M FY26E (~65% rev) 🟢 recurring contracts Decision intelligence platforms, mission analytics, cyber. Multi-year prime contracts with DOD/intelligence. Primary driver of $225M+ new awards. GM target 30-35%. Ask Sage GenAI Platform ~$20-25M FY26E (~15% rev) 🟢 ramping GenAI for federal use (acquired 2026). FedRAMP-authorized. Highest-growth segment. Over 25 of recent contract wins are GenAI-specific. GM target 55-65%. Pangiam Computer Vision ~$25-35M FY26E (~20% rev) 🟡 to prove Biometric/identity, border security, aviation. Acquired 2024. Growth decelerating; margin profile under review. GM target 25-30%.

Customer concentration risk: Top 10 customers >70% of revenue, all federal agencies. Procurement cycles typically 6-18 months. Growth leverage comes from (a) new administration AI priorities (Trump DOD/DOGE AI build-out favorable), (b) backlog funding conversion (currently only 29% funded — the $192M unfunded portion represents option value if awarded), (c) Ask Sage attach to existing core contracts.

gavel

Legal, regulatory and risk analysis

Securities class action
Moderate
Bronstein Gewirtz class action; class period 2022-03-31 to 2025-03-25 (lead plaintiff deadline passed 2025-06-10). Allegations: misapplied derivative accounting on 2026 Converts. Legacy issue; settlement in $15-25M range in base case. Does not impact ongoing ops.
Dilution via future ATM
High
Share count up ~70% YoY to 479.5M (Pangiam/Ask Sage stock, converts). Despite $410M cash, management has history of opportunistic equity raises. Base case assumes 5% more dilution over 12 months; Bear case 20%+ if cash burn accelerates.
Negative Adj EBITDA
High
Adj EBITDA −$11.6M Q2'26, worsening YoY. SG&A rose to $31.8M on Ask Sage amortization, sales/marketing, proxy costs. Breakeven not expected before 2027-2028. Cash cushion masks a business still not generating cash.
Customer concentration
Moderate
Top 10 federal customers >70% of revenue. Single-award protests or budget rescissions can produce 20%+ quarterly swings. Government shutdown risk a recurring overhang. Diversification across agencies partially mitigates.
Backlog funding gap
Moderate
$269.6M backlog but only 29% funded ($78M). The $192M unfunded portion depends on annual appropriations and task-order releases. Conversion ratio is the single biggest FY27 revenue swing factor.
Cash cushion (floor)
Positive
$409.8M cash + ST investments = $0.82/sh in net cash alone. At current burn ($75M/yr), ~4-5 years of runway without raising. Hard floor that bounds downside — the "cheap option" aspect of the setup.
Short squeeze setup
Positive
30.93% SI, 5.67 days-to-cover (as of 2026-07-31). Highest-SI AI small cap on the US market. Q3 earnings on Oct 27 is a classic squeeze catalyst — a beat + guidance raise could trigger violent mean-reversion.
Government AI tailwind
Positive
Trump administration DOD/DOGE AI priority and GenAI mandates benefit mid-tier contractors with FedRAMP posture. Ask Sage is one of few FedRAMP-authorized GenAI platforms. $225M+ awards since July validate thesis.
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SWOT analysis

Strengths
  • +$410M cash + investments = ~39% of market cap (4-5 year runway)
  • +$225M+ in federal contract awards since July 2026 (DOD, CBP, FBI, NASA, DOE, VA)
  • +FedRAMP-authorized GenAI (Ask Sage) differentiates in defense procurement
  • +Backlog $269.6M, +9% YTD — 1.8x FY26E revenue coverage
  • +Gross margin expanded to 32.8% Q2'26 from 25.0% Q2'25 (+780bps)
Weaknesses
  • −Adj EBITDA still negative (−$11.6M Q2'26) and worsening YoY
  • −Share count up ~70% YoY — dilution has eroded per-share metrics
  • −Only 13% revenue growth Q2'26 vs AI peers at 20-40%
  • −Only 29% of backlog is funded — big gap vs sector norms (50%+)
  • −Securities class action overhang (legacy derivative accounting)
Opportunities
  • →Q3 2026 earnings on Oct 27 could trigger short squeeze (31% SI)
  • →Ask Sage attach to core AI contracts drives higher ARPU and GM mix
  • →Trump administration DOD/DOGE AI priorities multi-year revenue tailwind
  • →Backlog funding ratio normalisation (+10pp = +$20M revenue upside)
  • →Potential strategic acquisition premium given cash war chest
Threats
  • !Further equity raise could trigger another dilution leg (20%+ in Bear)
  • !Government shutdown or continuing resolution delays contract awards
  • !Competition from Palantir, C3.ai, Scale AI in federal GenAI RFPs
  • !Class action settlement higher than $25M would erode cash cushion
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Summary by assessment area

🟡 Valuation — Fair
  • EV/Revenue FY27E ~3.7x vs SOUN 6.0x, C3.ai 3.8x — in line to discount
  • SOTP $2.80 FV (+28% base) vs current $2.19
  • Analyst consensus $4.76 implies 7-8x FY26E EV/Rev — aggressive
  • Hard floor at $0.82 (net cash/sh) limits downside asymmetrically
🔵 Business — Developing
  • Three segments: Core AI (65%), Ask Sage GenAI (15%), Pangiam CV (20%)
  • $225M+ contract awards disclosed Oct 13 validate pipeline
  • 13% revenue growth Q2'26 — below peer AI, management guides 17% FY26
  • GM expanding 25% → 33% as GenAI mix increases
🔴 Risks — Elevated
  • Still cash-burning, negative Adj EBITDA; breakeven in 2027-2028
  • Dilution risk — share count up 70% YoY, ATM path probable
  • 31% short interest = volatile; sharp drops possible on miss
  • Class action legacy adds $15-25M settlement overhang
Sources & Disclaimer

Sources: BigBear.ai Q2 2026 earnings release (businesswire.com), stock quotes financialcontent.com & Yahoo Finance, Quiver Quantitative short interest data (as of 2026-07-31), Fintel analyst consensus (as of 2026-08-28), SEC Form 4 filings (blarkad.com), Bronstein Gewirtz class action release (newsfilecorp.com), peer multiples from multiples.vc (SOUN) and tipranks (C3.ai, PLTR), Oct 13 contract awards summary (cryptobriefing.com). Market data — last verified close 2026-10-21: BBAI $2.19, market cap ~$1.05B, 52W range $2.12–$9.39, 479.49M shares outstanding. Short interest 30.93% as of 2026-07-31. Next earnings: 2026-10-27. This document is for informational purposes only and does not constitute financial or investment advice.