The determination
Name the decision, affected party, current case state, and downstream action.
Federal and public sector
Why was AI allowed to make or materially influence this federal determination?
GNS-AI helps agencies reconstruct the evidence, delegated authority, human role, and mission consequence behind AI-influenced determinations.
Mission accountability
An explanation of the model is not an explanation of federal authority.
Models, people, evidence, vendors, policies, and systems may all contribute to the outcome. The organization still needs a clear view of who held authority and why the action proceeded.
The evidence and authority
Show what information supported the decision and what AI, the reviewer, and the program were permitted to do.
The operational record
Preserve why the action proceeded, was held, or moved to a different authority.
Policy context
M-25-21, M-25-22, and the NIST AI RMF are the policy context.
The official sources provide the policy context. The agency still has to name the decision, responsible officials, evidence, acquisition record, and conditions for use.
OMB M-25-21
Name the memorandum, then document the agency’s own use case, responsible officials, evidence, and decision path.
OMB M-25-22
Use the acquisition record to make performance expectations, ownership, acceptance evidence, and production consequences explicit.
NIST AI RMF
Use the framework as a shared reference while the agency assigns its own owners, review points, evidence, and operating controls.
Acquisition and delivery
Begin with one mission workflow and one decision.
The initial work can prioritize mission use cases, define and build a bounded AI product or agentic system, test production readiness, or establish decision control for a live workflow.
Mission AI products and agentic systems
Prioritize the mission use, define the product and operating model, and build one bounded system around the agency environment.
Review product strategy and developmentMission workflow
Define the decision, outcome, authority, and operating constraint.
Acquisition evidence
Connect requirements and acceptance to realistic use.
Production validation
Test the complete workflow before scale.
Decision control
Preserve authority and the action record as conditions change.
Federal readiness
Federal registrations and teaming.
GNS-AI maintains the following federal registration identifiers and Illinois certification.
SAM UEI
C1EYJ21KFCD3
CAGE Code
97ST4
Illinois BEP
Certified.
Teaming
GNS-AI works with certified small business partners holding federal contract vehicles, providing architecture, decision design, validation, and control.
Buyer questions
Questions federal leaders must be able to answer.
Mission use, acquisition, authority, and operational evidence belong in the same conversation.
How does GNS-AI approach federal AI work?
GNS-AI begins with the mission workflow, the decision authority, and the evidence that must survive review. The engagement can connect governance, acquisition, production validation, and runtime decision control while respecting agency environments, contractor roles, and existing delivery structures.
Can GNS-AI identify federal AI use cases and build the system?
Yes. GNS-AI can help prioritize mission use cases, define the product and acquisition or build path, design the workflow, and lead a bounded AI product or agentic-system development effort. Production validation and DCP are separately scoped when the mission workflow approaches live dependence.
How can an agency connect M-25-21 and M-25-22 to a live workflow?
Begin with the agency’s own mission decision: what AI may influence, who remains accountable, what evidence must exist, and what happens before an action proceeds. M-25-21 and M-25-22 provide the policy context; agency counsel and responsible officials determine how they apply.
Can GNS-AI participate through a prime or contract-vehicle holder?
GNS-AI can work as a specialist decision-design, validation, architecture, or control workstream within an established delivery team. The team structure is confirmed for the specific opportunity.
Start a conversation
Choose one mission workflow and the decision that must withstand review.
Begin with a Working Session or Blueprint, use Production Assurance before purchase or scale, and use DCP when live case authority requires continuing control.
A useful first conversation: The first step is to identify the mission workflow, accountable owner, environment constraints, and the next decision gate.