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SIGNAL-0715 | pricing | ing devices | Low-Moderate | DoD, GSA | ### 1.2 Key Finding: AI Spending Concentration According to Brookings Institution analysis of federal AI spending data: > "NAICS 54 and NAICS 51 represent **98% of the federal AI spending**." [^449^](https://www.brookings.edu/articles/where | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0628 | demand | **NAICS 541519** is the dominant code for federal AI/cyber spending ($25.5B+ in prime contracts, $344.7B total), followed by **541511** ($5.85B prime) and | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0629 | demand | **NAICS 541519** is the dominant code for federal AI/cyber spending ($25.5B+ in prime contracts, $344.7B total), followed by **541511** ($5.85B prime) and **541512** ($2.62B prime). | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0630 | demand | **NAICS 541519** is the dominant code for federal AI/cyber spending ($25.5B+ in prime contracts, $344.7B total), followed by **541511** ($5.85B prime) and **541512** ($2.62B prime). | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0631 | demand | **NAICS 541519** is the dominant code for federal AI/cyber spending ($25.5B+ in prime contracts, $344.7B total), followed by **541511** ($5.85B prime) and **541512** ($2.62B prime). | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0638 | demand | | NAICS Code | Description | FY2024 Federal Spending | SBA Size Standard | AI/Cyber Relevance | Contract Volume | Primary Agencies | |---|---|---|---|---|---|---| | **541519** | Other Computer Related Services | **$7.19B** ($25.5B prime all-time) | $34M receipts | **HIGHEST** -- Cybersecurity, IT ou | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0639 | demand | | NAICS Code | Description | FY2024 Federal Spending | SBA Size Standard | AI/Cyber Relevance | Contract Volume | Primary Agencies | |---|---|---|---|---|---|---| | **541519** | Other Computer Related Services | **$7.19B** ($25.5B prime all-time) | $34M receipts | **HIGHEST** -- Cybersecurity, IT outsourcing, | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0640 | demand | | NAICS Code | Description | FY2024 Federal Spending | SBA Size Standard | AI/Cyber Relevance | Contract Volume | Primary Agencies | |---|---|---|---|---|---|---| | **541519** | Other Computer Related Services | **$7.19B** ($25.5B prime all-time) | $34M receipts | **HIGHEST** -- Cybersecurity, IT outsourcing, data reco... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0641 | demand | Services | **$7.19B** ($25.5B prime all-time) | $34M receipts | **HIGHEST** -- Cybersecurity, IT outsourcing, data recovery, cloud, AI implementation | Highest of all IT codes | DoD, VA, DHS | | **541511** | Custom Computer Programming Services | **$6.14B** | $34M receipts | **VERY HIGH** -- Custom AI/ML software, auto... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0642 | demand | **$7.19B** ($25.5B prime all-time) | $34M receipts | **HIGHEST** -- Cybersecurity, IT outsourcing, data recovery, cloud, AI implementation | Highest of all IT codes | DoD, VA, DHS | | **541511** | Custom Computer Programming Services | **$6.14B** | $34M receipts | **VERY HIGH** -- Custom AI/ML software, automation, cyb... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0643 | demand | codes | DoD, VA, DHS | | **541511** | Custom Computer Programming Services | **$6.14B** | $34M receipts | **VERY HIGH** -- Custom AI/ML software, automation, cybersecurity software | Very High | DoD, HHS, DHS | | **511210** | Software Publishers | **$6.96B** | 1,000 employees | **VERY HIGH** -- Licensed AI/ML platforms... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0644 | demand | oftware | Very High | DoD, HHS, DHS | | **511210** | Software Publishers | **$6.96B** | 1,000 employees | **VERY HIGH** -- Licensed AI/ML platforms, SaaS, security software | High | DoD, HHS, GSA | | **541512** | Computer Systems Design Services | **$3.17B** | $34M receipts | **HIGH** -- Systems integration, cloud migr... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0645 | demand | ery High | DoD, HHS, DHS | | **511210** | Software Publishers | **$6.96B** | 1,000 employees | **VERY HIGH** -- Licensed AI/ML platforms, SaaS, security software | High | DoD, HHS, GSA | | **541512** | Computer Systems Design Services | **$3.17B** | $34M receipts | **HIGH** -- Systems integration, cloud migration, Zero... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0646 | demand | HS, GSA | | **541512** | Computer Systems Design Services | **$3.17B** | $34M receipts | **HIGH** -- Systems integration, cloud migration, Zero Trust architecture | High | DoD, GSA, DHS | | **518210** | Data Processing, Hosting & Related Services | ~$2.5B | $40M receipts | **HIGH** -- Cloud infrastructure, FedRAMP host... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0647 | demand | | | **541512** | Computer Systems Design Services | **$3.17B** | $34M receipts | **HIGH** -- Systems integration, cloud migration, Zero Trust architecture | High | DoD, GSA, DHS | | **518210** | Data Processing, Hosting & Related Services | ~$2.5B | $40M receipts | **HIGH** -- Cloud infrastructure, FedRAMP hosting, dat... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0648 | demand | | **518210** | Data Processing, Hosting & Related Services | ~$2.5B | $40M receipts | **HIGH** -- Cloud infrastructure, FedRAMP hosting, data analytics | Moderate-High | All agencies | | **541715** | R&D in Physical, Engineering & Life Sciences | **$13.9B** (FY2026 est.) | 1,000 employees | **HIGH** -- Applied AI/ML re... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0649 | demand | igh | All agencies | | **541715** | R&D in Physical, Engineering & Life Sciences | **$13.9B** (FY2026 est.) | 1,000 employees | **HIGH** -- Applied AI/ML research, prototypes, T&E | Moderate | DARPA, DoD, DOE | | **541330** | Engineering Services | ~$5B+ | $25.5M receipts | **MODERATE** -- AI systems engineering, cyber... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0650 | demand | ll agencies | | **541715** | R&D in Physical, Engineering & Life Sciences | **$13.9B** (FY2026 est.) | 1,000 employees | **HIGH** -- Applied AI/ML research, prototypes, T&E | Moderate | DARPA, DoD, DOE | | **541330** | Engineering Services | ~$5B+ | $25.5M receipts | **MODERATE** -- AI systems engineering, cybersecurit... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0651 | demand | Moderate | DARPA, DoD, DOE | | **541330** | Engineering Services | ~$5B+ | $25.5M receipts | **MODERATE** -- AI systems engineering, cybersecurity architecture | Very High | DoD, Army, Navy | | **541690** | Other Scientific & Technical Consulting | ~$2B | $19M receipts | **MODERATE** -- AI consulting, fraud detection a... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0652 | demand | te | DARPA, DoD, DOE | | **541330** | Engineering Services | ~$5B+ | $25.5M receipts | **MODERATE** -- AI systems engineering, cybersecurity architecture | Very High | DoD, Army, Navy | | **541690** | Other Scientific & Technical Consulting | ~$2B | $19M receipts | **MODERATE** -- AI consulting, fraud detection analyti... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0653 | demand | High | DoD, Army, Navy | | **541690** | Other Scientific & Technical Consulting | ~$2B | $19M receipts | **MODERATE** -- AI consulting, fraud detection analytics, risk assessment | Moderate | DHS, DOJ, Treasury | | **611420** | Computer Training | ~$500M | $16M receipts | **LOW-MODERATE** -- AI/ML workforce training, c... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0654 | demand | DoD, Army, Navy | | **541690** | Other Scientific & Technical Consulting | ~$2B | $19M receipts | **MODERATE** -- AI consulting, fraud detection analytics, risk assessment | Moderate | DHS, DOJ, Treasury | | **611420** | Computer Training | ~$500M | $16M receipts | **LOW-MODERATE** -- AI/ML workforce training, cybersec... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0659 | demand | SBA Size Standards ### 3.1 Size Standards for Key DefendableOS NAICS Codes | NAICS Code | Size Standard | Measurement Type | |---|---|---| | 541511 | **$34 million** | Average annual receipts (5-year) | | 541512 | **$34 million** | Average ann | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0660 | demand | SBA Size Standards ### 3.1 Size Standards for Key DefendableOS NAICS Codes | NAICS Code | Size Standard | Measurement Type | |---|---|---| | 541511 | **$34 million** | Average annual receipts (5-year) | | 541512 | **$34 million** | Average annual receipts (5-year) | | 541519 | **$34 million** | Average ann | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0661 | demand | Standards for Key DefendableOS NAICS Codes | NAICS Code | Size Standard | Measurement Type | |---|---|---| | 541511 | **$34 million** | Average annual receipts (5-year) | | 541512 | **$34 million** | Average annual receipts (5-year) | | 541519 | **$34 million** | Average annual receipts (5-year) | | 541519 (ITVAR Exce... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0662 | demand | 2 | **$34 million** | Average annual receipts (5-year) | | 541519 | **$34 million** | Average annual receipts (5-year) | | 541519 (ITVAR Exception) | **150 employees** | Employee count | | 511210 | **1,000 employees** | Employee count | | 518210 | **$40 million** | Average annual receipts (5-year) | | 541611 | **$24.5 ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0663 | demand | 9 | **$34 million** | Average annual receipts (5-year) | | 541519 (ITVAR Exception) | **150 employees** | Employee count | | 511210 | **1,000 employees** | Employee count | | 518210 | **$40 million** | Average annual receipts (5-year) | | 541611 | **$24.5 million** | Average annual receipts (5-year) | | 541690 | **$19 ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0664 | demand | (ITVAR Exception) | **150 employees** | Employee count | | 511210 | **1,000 employees** | Employee count | | 518210 | **$40 million** | Average annual receipts (5-year) | | 541611 | **$24.5 million** | Average annual receipts (5-year) | | 541690 | **$19 million** | Average annual receipts (5-year) | | 541715 | **1,000 ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0691 | demand | Comparison Matrix | Program | Ownership Requirement | Size Standard | Term/Period | Sole Source Eligible | Set-Aside Eligible | |---|---|---|---|---|---| | **8(a)** | 51% socially & economically disadvantaged | Per NAICS | 9 years max | Yes (up to $4.5M services) | Yes | | **SDVOSB** | 51% service-disabled veteran | P... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0692 | demand | ible | |---|---|---|---|---|---| | **8(a)** | 51% socially & economically disadvantaged | Per NAICS | 9 years max | Yes (up to $4.5M services) | Yes | | **SDVOSB** | 51% service-disabled veteran | Per NAICS | Indefinite (must recertify) | Yes (up to $4.5M) | Yes | | **WOSB** | 51% woman-owned | Per NAICS | Indefinite (... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0693 | demand | inite (must recertify) | Yes (up to $4.5M) | Yes | | **WOSB** | 51% woman-owned | Per NAICS | Indefinite (annual attestation) | Yes | Yes (specific NAICS) | | **EDWOSB** | 51% woman-owned + economic disadvantage | Per NAICS | Indefinite | Yes (up to $4.5M) | Yes (subset of WOSB NAICS) | | **HUBZone** | 51% US citizen +... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0694 | demand | ICS) | | **EDWOSB** | 51% woman-owned + economic disadvantage | Per NAICS | Indefinite | Yes (up to $4.5M) | Yes (subset of WOSB NAICS) | | **HUBZone** | 51% US citizen + 35% employees in HUBZone | Per NAICS | Indefinite (annual recert) | Yes (up to $4.5M) | Yes | | **SDB** | 51% socially/economically disadvantaged | P... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0704 | demand | itioning for DefendableOS ### 11.1 Optimal NAICS/PSC Positioning | Service Offering | Primary NAICS | Secondary NAICS | PSC Code | Size Status | |---|---|---|---|---| | AI/ML fraud detection software | 541511 | 541519, 511210 | DA01, DA10 | Small ($34M) | | Cybersecurity services | 541519 | 541512, 541690 | DJ01, DJ1... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0705 | demand | ring | Primary NAICS | Secondary NAICS | PSC Code | Size Status | |---|---|---|---|---| | AI/ML fraud detection software | 541511 | 541519, 511210 | DA01, DA10 | Small ($34M) | | Cybersecurity services | 541519 | 541512, 541690 | DJ01, DJ10 | Small ($34M) | | Data analytics platform | 518210 | 541519, 511210 | DH01, DA... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0706 | demand | |---| | AI/ML fraud detection software | 541511 | 541519, 511210 | DA01, DA10 | Small ($34M) | | Cybersecurity services | 541519 | 541512, 541690 | DJ01, DJ10 | Small ($34M) | | Data analytics platform | 518210 | 541519, 511210 | DH01, DA10 | Small ($40M) | | R&D / prototyping | 541715 | 541519, 541511 | R499, R703 | S... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0707 | demand | DJ10 | Small ($34M) | | Data analytics platform | 518210 | 541519, 511210 | DH01, DA10 | Small ($40M) | | R&D / prototyping | 541715 | 541519, 541511 | R499, R703 | Small (1,000 emp) | | IT systems integration | 541512 | 541519 | DD01, DA01 | Small ($34M) | ### 11.2 Strategic Certifications to Pursue | Priority | Cer... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0708 | demand | fications to Pursue | Priority | Certification | Timeline | Investment | Expected ROI | |---|---|---|---|---| | **1** | SAM.gov Small Business | Immediate | Free (time only) | REQUIRED -- opens all set-asides | | **2** | CMMC Level 2 | 3-6 months | $15K-50K | REQUIRED for DoD cyber | | **3** | GSA MAS (SIN 54151S + 54... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0709 | demand | --|---|---|---| | **1** | SAM.gov Small Business | Immediate | Free (time only) | REQUIRED -- opens all set-asides | | **2** | CMMC Level 2 | 3-6 months | $15K-50K | REQUIRED for DoD cyber | | **3** | GSA MAS (SIN 54151S + 54151HACS) | 6-12 months | $10K-30K | Gateway to $45B+ vehicle | | **4** | WOSB/EDWOSB (if applic... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0710 | demand | * | SAM.gov Small Business | Immediate | Free (time only) | REQUIRED -- opens all set-asides | | **2** | CMMC Level 2 | 3-6 months | $15K-50K | REQUIRED for DoD cyber | | **3** | GSA MAS (SIN 54151S + 54151HACS) | 6-12 months | $10K-30K | Gateway to $45B+ vehicle | | **4** | WOSB/EDWOSB (if applicable) | 2-3 months | F... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0714 | demand | - [ ] Attend industry matchmaking events ### Long-Term Actions (Month 6-24) - [ ] Submit GSA MAS offer (SIN 54151S and 54151HACS) - [ ] Win first prime contract via small business set-aside - [ ] Transition SBIR to Phase II or Phase III - [ ] Build $1M+ annual revenue from federal contracts - [ ] Position for GWAC pri... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
NAICS Mismatch Pain Receipt
"the wrong code" — Mr. Defendable
A free pain-receipt dataset from the DefendableOS ecosystem. 40 rows · ready to read · all cited or graded · CC-BY-4.0.
Part of the 100-pack — 100 free pain-receipt datasets dropped from the Defendable Bakery to the open AI-trust community. Different theme per dataset. Same operator voice across all of them.
Tribunal begins before training. No proof, no honey. To the shed.
What's in here
- 40 pain receipts themed
naics-mismatch-pain - Sourced from the Defendable Federal Demand Intelligence corpus + the Kimi deep-research intake
- Each row is either HONEY/JELLY/PROPOLIS Tribunal-graded or carries an explicit verification path
Use it for
- AI-trust grading training data (supervised)
- Pain-mode retrieval — index by theme, query by failure mode
- SwarmFixer-style repair loops — feed PROPOLIS rows into your fixer to study what breaks
- Operator voice training — the cracked summaries carry the Mr. Defendable cadence
Doctrine reminder
PROPOLIS rows are the deceiving shine — fabrication looks shippable from the outside. JELLY rows are real signal that needs corroboration. HONEY rows survived the gate. None of this is investment advice, legal advice, or medical advice — these are operator-grade pain receipts published as-is for AI training.
The 100-pack
Browse the rest at huggingface.co/SwarmandBee. All 100 are free. All 100 carry the Defendable doctrine. Take what you need.
Operator + Contact
Swarm and Bee LLC · Florida · D-U-N-S 138652395 · DBA Swarm & Bee AI · a surface of DefendableOS
- Email · build@swarmandbee.ai
- X · @swarmandbee
- LinkedIn · Donovan Mackey (founder)
- GitHub · SudoSuOps
- Hugging Face · SwarmandBee
License
CC-BY-4.0 · attribution to Swarm and Bee LLC. Free to use, share, train on. Cite us when you ship.
Ring ring · to the shed. 🐝
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