id stringlengths 11 11 | type stringclasses 2
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|---|---|---|---|---|
SIGNAL-0676 | demand | FY2024 Small Business Procurement Scorecard [^543^](https://federalnewsnetwork.com/contracting/2025/07/agencies-set-all-time-high-for-small-business-awards-in-2024/) ### 4.2 AI-Specific Small Business Set-Aside Analysis Federal AI contracts saw **$259M in set-asides for small businesses** over four years: [^507^](htt... | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0677 | demand | M in set-asides for small businesses** over four years: [^507^](https://federalytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** ... | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0678 | demand | for small businesses** over four years: [^507^](https://federalytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | ... | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0679 | demand | ars: [^507^](https://federalytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2... | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0688 | demand | e work, small businesses must meet minimum performance requirements: [^546^](https://www.sba.gov/partners/contracting-officials/small-business-procurement/set-aside-procurement) | Contract Type | Prime Must Perform | |---|---| | Service contracts (>$250K) | At least **50%** of work (not subcontracted to non-similarly ... | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0716 | pricing | .14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** | Below 3% goal | +$100M | | Small Disadvantaged Business (SDB) | **$78.3B** | 12.3% | Increasing | Source: SBA FY2024 Small Business Procurement Scorecard [^543^] | HONEY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0632 | demand | **Small business set-asides** reached a record $69.6B in FY2024. | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0633 | demand | AI-specific small business set-asides totaled $259M over four years, with 8(a) sole source delivering the largest average deal size | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0634 | demand | AI-specific small business set-asides totaled $259M over four years, with 8(a) sole source delivering the largest average deal size ($3.2M). | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0665 | demand | Set-Aside Analysis ### 4.1 Federal Set-Aside Spending Summary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | R | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0666 | demand | Set-Aside Analysis ### 4.1 Federal Set-Aside Spending Summary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0667 | demand | eral Set-Aside Spending Summary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$1... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0668 | demand | mmary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing |... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0669 | demand | Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (m... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0670 | demand | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0671 | demand | usiness Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0672 | demand | ** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0673 | demand | | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** | Below 3% goal | +$100M | | Small Disadvantaged Business (SDB) ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0674 | demand | h | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** | Below 3% goal | +$100M | | Small Disadvantaged Business (SDB) | **$78.3B** | 12.3% | In... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0675 | demand | 5.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** | Below 3% goal | +$100M | | Small Disadvantaged Business (SDB) | **$78.3B** | 12.3% | Increasing | Source: SBA FY2024 Small Business Pro... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0680 | demand | deralytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0681 | demand | al-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8(a) sole source AI contracts av... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0682 | demand | -intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8(a) sole source AI contracts average $3.2M** ... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0683 | demand | | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8(a) sole source AI contracts average $3.2M** -- the highest per-contract value with NO competition. | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0687 | demand | ---|---| | $10,000 - $250,000 | **Automatically set aside** for small business | | $250,000+ | Set aside if 2+ responsible small businesses expected | | $750,000+ (non-construction) | Subcontracting plan required if awarded to non-small business | | $1.5M+ (construction) | Subcontracting plan required if awarded to non... | JELLY | federal/pod10_11_smallbusiness_naics_results.md |
SIGNAL-0689 | demand | cting-officials/small-business-procurement/set-aside-procurement) | Contract Type | Prime Must Perform | |---|---| | Service contracts (>$250K) | At least **50%** of work (not subcontracted to non-similarly situated entities) | | Supply contracts (>$250K) | At least **50%** of amount paid (excluding materials) | | Gen... | 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-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 |
SAM.gov Set-Aside Pain Receipt
"the missed deadline" — Mr. Defendable
A free pain-receipt dataset from the DefendableOS ecosystem. 31 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
- 31 pain receipts themed
sam-gov-set-aside-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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