Capability Statement
Monic AI Systems LLC
- SBA Certified Woman-Owned Small Business (WOSB)
- Active SAM.gov Registration
- CAGE Code: 21U09
- UEI: SP3RPDPVC5P9
- NAICS: 541511, 541512, 541519, 541613, 541690
AI Visibility, Generative Engine Optimization & Data-Driven Strategy Consulting
Washington, DC · SBA Certified Woman-Owned Small Business · Founded July 2025
Core Capabilities
AI Recommendation & Buyer-Intent Visibility
Measurement of how agencies, contractors, programs, and organizations are understood, cited, recommended, and selected across AI assistants and AI-powered discovery environments. Monic tests realistic constituent, vendor, procurement, and buyer questions across leading AI systems to identify visibility gaps, inaccurate representations, source weaknesses, and recommendation opportunities.
Government & Public-Sector AI Visibility
Assessment of how federal, state, and local agencies, government programs, and contractors appear within AI-assisted research and discovery. Testing evaluates whether authoritative government information is correctly represented, whether official sources are cited, whether contractors and services can be discovered through relevant user questions, and where third-party information may be shaping AI answers.
AI Data & Procurement Readiness
Advisory support for organizations evaluating AI-enabled services in government environments. Assessments can document AI data flows, third-party model dependencies, information sources, intended data use, retention considerations, and appropriate boundaries between public and non-public information to support agency procurement and security review.
Generative Engine Optimization (GEO) & AI Recommendation Readiness
Optimization of content, structured data, and digital presence to increase the likelihood that AI systems surface, cite, and recommend an organization without direct prompting.
AI Presence Research & Reporting
Publisher of the 2026 Federal Agency AI Presence Report and the 2026 State & Local Government AI Presence Report, quantifying AI visibility across 200+ government entities.
Marketing Consulting & Strategy
Integrated marketing communications, digital strategy, and content marketing planning and execution.
Data & AI Strategy Consulting
Assessment of AI readiness, AI adoption planning, and AI-driven procurement intelligence for public and private sector organizations.
Government Data Safeguarding Approach
Monic AI Systems' core AI visibility research and assessment services are designed to operate primarily on publicly available information and open-source intelligence. The standard methodology does not require access to classified information, controlled unclassified information, citizen records, agency credentials, or other non-public government information.
When AI platforms or third-party model providers are used, Monic evaluates the intended data flow and limits information shared with those systems to information appropriate for the engagement.
For engagements involving non-public government information, the applicable agency security, privacy, contracting, and AI-governance requirements would be identified and agreed upon before that information is accessed or processed.
Monic's procurement-readiness approach supports documentation of:
- •Data sources and information classifications
- •AI and LLM providers used in service delivery
- •Data transmitted to third-party systems
- •Purpose and necessity of data collection
- •Data storage and retention practices
- •Access controls and authorized users
- •Subprocessors and external service providers
- •Restrictions relating to model training or reuse of government information
- •Human review and quality-control procedures
Monic AI Systems does not represent this operating approach as FedRAMP, FISMA, CMMC, or other security certification. Requirements are evaluated based on the specific agency, procurement vehicle, information involved, and contract.
Differentiators
- •Only identified firm measuring AI presence specifically for government agencies and contractors
- •Multi-stage AI visibility methodology — understood, cited, recommended, chosen, actionable — tested across four major AI platforms
- •Findings grounded in published, quantitative research rather than theoretical frameworks
- •Washington, DC headquarters, positioned near federal agencies and prime contractors
- •Certified woman-owned small business
- •Public-data-first methodology designed to minimize unnecessary exposure of government information
- •Buyer, constituent, and procurement-intent testing, not simply brand-mention monitoring
- •Source-level analysis identifying which official and third-party information influences AI answers
- •Documented human quality control for AI-generated findings, citations, and recommendations
- •AI procurement-readiness documentation covering model providers, data flows, retention, access, and third-party dependencies
Past Performance
Research Experience
- •2026 Federal Agency AI Presence Report
- •2026 State & Local Government AI Presence Report
Proposal Experience
- •Higher Education Marketing RFP
- •Local Government Marketing RFP
Commercial Experience
- •B2B SaaS
- •Professional Services
- •Home Services
- •Ecommerce
Founder Experience
- •20+ years marketing and communications
- •Fortune 500 digital transformation
- •ExxonMobil
- •bp
NAICS Codes
| Code | Description |
|---|---|
| 541511 | Custom Computer Programming Services |
| 541512 | Computer Systems Design Services |
| 541519 | Other Computer Related Services |
| 541613 | Marketing Consulting Services |
| 541690 | Other Scientific and Technical Consulting Services |
Designed for public-sector evaluation
Monic AI Systems can provide prospective government customers with service architecture, AI-provider disclosures, data-flow documentation, subprocessor information, and a description of human-review and information-handling procedures appropriate to the proposed scope.
Contact
Monica Tomasso, Founder — AI Visibility Expert
Monic AI Systems LLC · Washington, DC
Email: [email protected]
Web: monicaisystems.com