BigBear.ai, Inc. BBAI

Competitive advantage analysis · technology

Software & SaaS Specialized
Overall moat score
24/100
Weak

About BigBear.ai, Inc.

BigBear.ai Holdings, Inc. provides artificial intelligence-powered decision intelligence solutions. The company offers national security, supply chain management, and digital identity and biometrics solutions. It also provides data ingestion, data enrichment, data processing, artificial intelligence, machine learning, predictive analytics, and predictive visualization solutions and services. BigBear.ai Holdings, Inc. has strategic partnership with Maqta Technologies for co-development and delivery of customs and … Full BBAI analysis →

Competitive advantage assessment

Key risks

  • Margin Compression Risk Margin quality is below peer norms (score 0.22), suggesting pricing pressure.
  • Returns Trail Peers Return profile is weak (score 0.09), pointing to limited capital efficiency.

The dashed ring is the peer median. Defense scores are percentile ranks against peers, so 50 is roughly the typical company in this group.

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Pricing Power

Weak
19

Where BBAI ranks in Information Technology Services

BigBear.ai, Inc. ranks #67 of 78 scored companies in Information Technology Services by moat score — the top 86%. The widest moat in the group is Mastercard Incorporated (MA) at 84/100.

Moat scores for companies ranked near BBAI in Information Technology Services
# Company Moat score Rating
63 Pony AI Inc. PONY 33/100 Developing
64 Data Storage Corporation DTST 31/100 Developing
65 Data Storage Corporation Warrant DTSTW 30/100 Developing
66 FiscalNote Holdings, Inc. NOTE 30/100 Developing
67 BigBear.ai, Inc. BBAI 24/100 Weak
68 SAIHEAT Limited SAIHW 21/100 Weak
69 Veea Inc. VEEAW 20/100 Weak
70 Veea Inc. VEEA 20/100 Weak
71 Jianzhi Education Technology Gr JZ 19/100 Weak

See every Software & SaaS company ranked by moat score →

How BBAI scores on the Software & SaaS Specialized defenses

Pricing Power

Score 19 · 20% of the moat score

In software, pricing power is visible in gross margin: a vendor that has to discount in order to renew gives it up first.

Recurring Revenue Stickiness

Score 44 · 18% of the moat score

Recurring revenue is the model's central claim, and it is a moat only when customers renew and expand without being re-sold each year.

Innovation Engine

Score 15 · 16% of the moat score

Software is competed away rather than depreciated, so a vendor that stops investing loses its category.

Cash Scalability

Score 20 · 18% of the moat score

The test of a software business is whether growth eventually stops consuming cash.

Capital Efficiency

Score 9 · 16% of the moat score

A software platform employs very little capital, so a genuine franchise should produce high returns on it without leverage.

Balance Sheet Resilience

Score 39 · 12% of the moat score

Software companies fund years of customer acquisition before those customers pay back, which makes access to capital a strategic variable rather than a treasury detail.

How each Software & SaaS Specialized defense is measured, in full →

Understanding BBAI's moat

What is BigBear.ai, Inc.'s moat score?

BigBear.ai, Inc. (BBAI) scores 24 out of 100 on the StatsAlpha Moat Map, which rates its competitive advantage as weak. It ranks #67 of 78 scored companies in Information Technology Services, the top 86%. The score is a weighted composite of 6 competitive defenses, each measured against industry peers of 77 companies in Information Technology Services. Its strongest defense is Recurring Revenue Stickiness (44/100) and its weakest is Capital Efficiency (9/100).

How does BigBear.ai, Inc. compare with other Information Technology Services companies?

BigBear.ai, Inc. ranks #67 of 78 scored companies in Information Technology Services by moat score. The widest moat in Information Technology Services is Mastercard Incorporated (MA) at 84/100. The companies ranked closest are FiscalNote Holdings, Inc. (NOTE) at 30 just above it and SAIHEAT Limited (SAIHW) at 21 just below it.

How is the moat score calculated?

Each company is scored with an industry-specific template — Software & SaaS Specialized in this case, chosen because the defenses that matter to a bank are not the ones that matter to a software company. Every defense combines several financial signals, and each signal is measured as a percentile against a peer group of 77 companies in Information Technology Services. The defenses are then weighted to produce the overall score out of 100.

Why is BigBear.ai, Inc. scored with the Software & SaaS Specialized template?

Software costs almost nothing to reproduce, so the entire economic question is whether customers keep paying. Revenue is a subscription rather than a sale, the cost of winning a customer is paid years before that customer becomes profitable, and margins arrive only if renewals hold. The Software & SaaS template scores retention, reinvestment, and the point at which growth turns into cash.

Which competitive defenses are measured for BigBear.ai, Inc.?

The Software & SaaS Specialized template measures 6 defenses, and BBAI scores: Pricing Power (19), Recurring Revenue Stickiness (44), Innovation Engine (15), Cash Scalability (20), Capital Efficiency (9), Balance Sheet Resilience (39). Each is scored independently as a percentile against peers, so a company can be strong on one and weak on another — the overall score reflects how those defenses are weighted for this industry.

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