For local and regional governments with a mandate to order and deploy ai systems, this site will generate your request for bid, with parameters for bias and citizen world models. The software development kit is publicly licensed so adding it to your architecture will be cheap and make future versions more robust.
Competitive bids return to your official email aligned with your preferred procurement vehicle, routed via authorized NASA SEWP V and ITES-SW2 contract holders.
Vendors shall separate pricing into standard CLIN structures, distinguishing base system licensing from continuous model drift management.
Solicit AI bids. Built for your municipality.
Reference AI initiatives from across the US and the world, define your municipality’s unique requirements, and open them to competitive bids from the leading American AI firms.
Every solicitation generates an official NASA SEWP V, ITES-SW2 or NASPO ValuePoint form — to you and to the routing desk of the Master Government Aggregator, for competitive bids from their partners: Rhino.ai, Google Cloud, AWS, Sybal, Zenity, US AI, NVIDIA, and Hammerspace. Governance terms are selectable, auditable, and defensible. Bias Analysis and Neuro Symbolic World Model Participation are opt in features for some products.
What a government body can put out to bid
Each category is drawn from AI systems already operating in government somewhere in the world — adapted for the scale and accountability of a county, city, or state agency.
Resident service assistants
Multilingual chat and voice systems for 311, permits, and benefits questions — answering residents in plain language, around the clock, with human handoff.
Service deliveryProactive eligibility & benefits
Systems that pre-identify residents likely eligible for benefits, credits, or renewals and prompt a one-click confirmation — flipping government from reactive to proactive.
Benefits administrationPlain-language & translation
Auto-generation of plain-language and multilingual versions of every notice, ordinance, and letter at publication — with mandatory human review on high-stakes content.
CommunicationsPredictive infrastructure
Fusing sensor data, 311 reports, and weather to forecast water-main breaks, potholes, and bridge stress before failure — a digital nervous system for public works.
OperationsDocument & records processing
Intelligent intake, classification, and summarization of permits, filings, and case files — clearing backlogs while keeping a person on every consequential decision.
Back officePublic-comment synthesis
Clustering thousands of public comments into themes, surfacing minority viewpoints, and producing an auditable synthesis council members can actually read.
ParticipationFraud & anomaly detection
Pattern detection for improper payments, benefit fraud, and procurement anomalies — flagging for human investigators rather than deciding on its own.
IntegrityPermitting & case workflow
Guided application intake, completeness checks, and routing that shortens permit and license cycles measured today in weeks down to days.
WorkflowCustom — define your own
A blank instrument. Describe the problem in your own terms and let vendors propose the system. The form below captures whatever you need built.
Open scopeImplementation now. Harmonization forward.
Procurement officers can’t wait for the regulatory debate to settle, and they can’t sign anything they couldn’t defend at a council meeting. Interstate threads that needle: solicit and build today, with governance terms written in as selectable, auditable features — designed to harmonize with standards as they mature rather than betting against them.
Governance is a feature, not a gate
Human-in-the-loop, audit logging, and data-residency terms are selectable line items in the solicitation itself — so the requirement is on the record before the first bid arrives.
Exit-ready by default
Solicitations can require open formats and no vendor lock-in — the one attribute every oversight memo now demands, and the easiest promise to break without it written down.
Forward-compatible with the rules
Frameworks differ across jurisdictions but converge on transparency and accountability. Build to that convergence and tomorrow’s standard is an update, not a rebuild.
Put your AI requirement out to bid
Complete the instrument below. It composes two formal emails — one to you, one to the routing desk — ready to forward to the leading American AI firms. Nothing is sent until you choose to send it.
This functional services exchange is part of a research project identifying biases and developing an open source neuro symbolic world model. Vendors will price the cost of integrating the bias tests and citizen neuro symbolic world model as line items in their quotes. The federal master aggregator requirements are complex. They are explained in this document:
Where government money meets AI, mapped against size.
Two views of 2025 government AI spending — one across US states, one across reporting countries — each normalized four ways so a small country’s focused budget isn’t drowned out by a large one’s raw total. Read the ratios, not the dollar piles.
Government AI-spend reporting is inconsistent and rarely comparable. Figures mix procurement obligations, annual budgets, and multi-year mobilization targets. Every value here is tagged by confidence; estimates are hatched on the maps and asterisked in the tables. Multi-year private-inclusive targets (EU, France) are held out of the color scale so they don’t distort it. Treat this as a directional briefing, not an audited ledger.
US states — the honest picture
Documented state-level AI appropriations barely exist yet. New York’s Empire AI is the one hard figure; two others are low-confidence estimates. The emptiness is the finding.
| Entity | AI spend (2025) | GDP | Population | AI $/capita | AI/GDP | GDP per AI$ | Pop per AI$ | Conf. |
|---|
Reporting countries — the cleaner story
Defaults to comparable annual government AI budgets. EU and France mobilization targets are shown in the table but held out of the scale (starred) so they don’t blow out the gradient.
| Country | AI spend (2025) | Type | GDP | Population | AI $/capita | AI/GDP | GDP per AI$ | Pop per AI$ | Conf. |
|---|
This functional services exchange is part of a research project identifying biases and developing an open source neuro symbolic world model. Vendors will price the cost of integrating the bias tests and citizen neuro symbolic world model as a line item in their quotes. The federal master aggregator requirements are complex. They are explained in this document:
“The system shall be built to harmonize with applicable federal AI risk management frameworks and standards as they mature, prioritizing auditability and human-in-the-loop oversight.”

