Procurement workflow surface

GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide — provisions explorer

A procurement officer evaluating a vendor against GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide can use this page to walk the operative articles + paragraphs the instrument touches, anchored to the primary source. Each row groups every coverage cell that names that article so the reader sees WHICH governance topic each clause speaks to. Use it as a checklist scaffold, not as legal advice (see charter §7.4).

Generative AI acquisition guidance

1 cell

governs
Foundation Models / GPAI
Sections covering generative AI vendor evaluation + model-provenance disclosure requirements in solicitation language
Editor rationale: Guide is procurement-focused; treats generative-AI / foundation-model acquisition as a discrete category with sample solicitation clauses.
Verbatim text:
“Faithful summary: the guide treats generative-AI and foundation-model acquisition as a discrete category, with sample solicitation language for evaluating model provenance, capabilities, and vendor documentation.”
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
Contract clause language candidates
Candidate language — not legal advice (see /wiki/charter §7.4)
- Vendor shall provide documentation demonstrating compliance with the transparency / disclosure obligations identified at GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide Generative AI acquisition guidance, including (as applicable) machine-readable provenance markers, model cards, and end-user disclosure flows.

GSA MAS AI SINs

1 cell

governs
Compute-Threshold Reporting
Guide enumerates GSA Multiple Award Schedule SINs covering AI / Generative AI services so agencies can report on AI acquisitions through the SIN structure
Editor rationale: Closest existing topic for the procurement-reporting + SIN-enumeration obligations; see OMB-M-24-10:compute_reporting cell for the broader topic-taxonomy note.
Verbatim text:
“Faithful summary: the guide enumerates GSA Multiple Award Schedule Special Item Numbers covering AI and generative-AI services so agencies can route and report AI acquisitions through the SIN structure.”
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
Contract clause language candidates
Candidate language — not legal advice (see /wiki/charter §7.4)
- Vendor shall, on request, produce evidence of completion of any reporting, registration, or conformity-assessment obligations attaching to the offered system under GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide GSA MAS AI SINs, and shall notify the buyer in writing within 30 days of any material change to that compliance status.

Vendor disclosure / evaluation criteria

1 cell

governs
Transparency Obligations
Sample solicitation language requires vendor disclosure of training-data provenance, evaluation results, and model documentation
Verbatim text:
“Faithful summary: sample solicitation language directs agencies to require vendor disclosure of training-data provenance, evaluation and benchmarking results, and model documentation as part of AI acquisition.”
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
Contract clause language candidates
Candidate language — not legal advice (see /wiki/charter §7.4)
- Vendor shall provide documentation demonstrating compliance with the transparency / disclosure obligations identified at GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide Vendor disclosure / evaluation criteria, including (as applicable) machine-readable provenance markers, model cards, and end-user disclosure flows.

Unanchored citations

3 cells

implicit
Individual Redress
Guide references OMB M-24-10 Attachment 1 minimum practices including human-consideration + remedy for rights-impacting AI
Verbatim text:
Verbatim text not yet transcribed — see primary source.
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
implicit
Training-Data Rights
Supply-chain risk-management considerations include training-data provenance + dependency disclosure
Verbatim text:
Verbatim text not yet transcribed — see primary source.
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
Contract clause language candidates
Candidate language — not legal advice (see /wiki/charter §7.4)
- Vendor shall provide documentation demonstrating compliance with the transparency / disclosure obligations identified at GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide, including (as applicable) machine-readable provenance markers, model cards, and end-user disclosure flows.
implicit
National Security Carveouts in AI Regulation
Guide references existing federal supply-chain risk-management framework (FAR Part 4 Subpart 4.21) which carries national-security overlays
Verbatim text:
Verbatim text not yet transcribed — see primary source.
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)

GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide — provisions explorer

Unanchored citations

3 cells

implicit
Individual Redress
Guide references OMB M-24-10 Attachment 1 minimum practices including human-consideration + remedy for rights-impacting AI
Verbatim text:
Verbatim text not yet transcribed — see primary source.
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
implicit
Training-Data Rights
Supply-chain risk-management considerations include training-data provenance + dependency disclosure
Verbatim text:
Verbatim text not yet transcribed — see primary source.
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)
Contract clause language candidates
Candidate language — not legal advice (see /wiki/charter §7.4)
- Vendor shall provide documentation demonstrating compliance with the transparency / disclosure obligations identified at GSA Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide, including (as applicable) machine-readable provenance markers, model cards, and end-user disclosure flows.
implicit
National Security Carveouts in AI Regulation
Guide references existing federal supply-chain risk-management framework (FAR Part 4 Subpart 4.21) which carries national-security overlays
Verbatim text:
Verbatim text not yet transcribed — see primary source.
Open primary source: GSA, Generative AI and Specialized Computing Infrastructure Acquisition Resource Guide (Sept. 24, 2024)