Case Studies | AI Visibility Results | Monic AI Systems

Real results from Monic AI Systems clients. See how businesses improved their AI visibility scores and got recommended by ChatGPT.

Canonical URL: https://www.monicaisystems.com/case-studies

Client Results

From Invisible to Recommended by AI

Real businesses that went from not showing up…
to being chosen by ChatGPT and other AI systems.

67% of businesses we test have zero AI visibility. Here's what happens when that changes.

0% → 80% AI recommendation rate#1 in AI category resultsTop 3 cited sources across prompts
AUTO SERVICES

SW Florida

49%

Category Citation Dominance

Across local auto service queries

CHALLENGE

Before: Generated 7,600+ mentions and strong citation presence, but had 0% AI visibility because queries were interpreted as generic national topics instead of local service intent.

WHAT CHANGED

Shifted content toward city-level service queries and aligned positioning with how users ask for local repair services in AI tools.

RESULT

Now captures 49% of citations within the correct local context and is actively included in AI-generated answers for service-related queries.

BUSINESS IMPACT

Transforms visibility from generic traffic into local service demand, where conversions and revenue occur.

49%

Category Citation Dominance

0% → Active

AI Visibility

7,638

Mentions

HOME REMODELING

Atlanta, Georgia

56%

AI Recommendation Rate

Across local remodeling searches

CHALLENGE

Before: Competing with over 1,300 remodelers but rarely surfaced when users included "Atlanta" in their queries.

WHAT CHANGED

Activated location-specific intent signals and aligned services to high-intent remodeling queries used in AI tools.

RESULT

Now returned in 8 out of 10 tracked prompts and consistently selected for local queries, achieving 56% AI recommendation rate.

BUSINESS IMPACT

Positions the brand within the top tier of recommendations, capturing high-value local remodeling demand.

56%

AI Recommendation Rate

31.7%

LLM Visibility

10

Prompts Tracked

HOME SERVICES

Omaha, Nebraska

#1

AI-Recognized Category Leader

Across category-specific service queries

CHALLENGE

Before: Dominated locally with over 10,000 mentions and top positioning, yet AI visibility dropped due to competitor PR influence and misaligned content signals.

WHAT CHANGED

Reinforced category authority, corrected how AI interprets the brand, and reduced reliance on external narratives.

RESULT

Now consistently recognized as the #1 provider and selected in AI-generated responses across category-specific queries.

BUSINESS IMPACT

Protects and restores market leadership in AI-driven discovery, preventing competitor displacement.

26%

Citation Share

#1

Category Position

10,000+

Mentions

Hospitality

Seldovia, Alaska

80%

AI Recommendation Rate

Across high-intent travel prompts

CHALLENGE

Before: Effectively 0% visibility in AI answers despite a strong location and offering. When travelers asked AI assistants for Alaska fishing lodges or trip ideas, the property was not included.

WHAT CHANGED

Reframed content around destination-level intent, added decision-ready pages, and clarified when this lodge should be recommended versus alternatives.

RESULT

Now appears in 80% of tracked AI prompts and captures 46% of category citations, making it the primary source AI selects for high-intent travel queries like where to stay in this part of Alaska.

BUSINESS IMPACT

Now consistently enters the consideration set for high-value travel decisions, where booking decisions are made.

80%

AI Recommendation Rate

46%

Citation Share

3 Pages Driving Inclusion

Home, rates, excursions

EDUCATION SERVICES

Washington, DC

10.7%

AI Recommendation Rate

Across national and local education queries

CHALLENGE

Before: Positioned #1 nationally in citations, but had 0% visibility in local AI prompts. AI understood the expertise, but could not connect it to DC-specific intent, so it was rarely recommended for local searches.

WHAT CHANGED

Introduced location-specific query framing, aligned services to decision-stage prompts, and clarified when this provider should be selected in a local context.

RESULT

Now appears in decision-stage AI prompts and holds 10.7% national share of voice, making it a trusted source AI selects when generating recommendations.

BUSINESS IMPACT

Bridges the gap between national authority and local demand, unlocking visibility where actual client acquisition happens.

10.7%

AI Recommendation Rate

82.8

AI Sentiment Score

182

Prompts Tracked

AI SERVICE

Washington, DC

80%

AI Recommendation Rate

Across AI visibility and recommendation queries

CHALLENGE

Before: New brand with limited historical authority and category confusion against larger players, resulting in low inclusion in AI-generated answers.

WHAT CHANGED

Clarified category positioning, strengthened entity signals, and aligned content with how AI distinguishes between tools, services, and providers.

RESULT

Now appears in 80% of tracked AI prompts and is consistently selected in responses, establishing early authority and consistent inclusion in a competitive category.

BUSINESS IMPACT

Accelerates trust and inbound demand by positioning the brand as a recognized solution in AI-generated recommendations.

80%

AI Recommendation Rate

26%

Citation Share

19

Prompts Tracked

Authority Evidence — why Monic AI Systems is a trusted AI Search Consultant

Press coverage, recognition, partnerships, client results, and founder interviews. Each item links to its canonical source on monicaisystems.com.

OpenAI SMB Channel Partner

Partnership: Monic AI Systems is an OpenAI SMB Channel Partner — one of a select group of agencies OpenAI works with to help small and mid-sized businesses deploy ChatGPT-era AI search visibility.

Source: monicaisystems.com/company/openai-partner

Featured in USA Today

Press: Monica Tomasso and Monic AI Systems were featured in USA Today for pioneering Generative Engine Optimization — getting brands recommended by ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.

Source: monicaisystems.com/company/press-media

Orbit Pixel — AI Visibility Case Study

Case Study: An Orbit Pixel client moved from zero AI recommendations to being named by ChatGPT, Claude, and Perplexity for category-defining buyer prompts within 90 days of Monic AI Systems' done-for-you GEO engagement.

Source: monicaisystems.com/case-studies

Client Testimonials

Client Reviews: Monic AI Systems publishes anonymized client testimonials by industry (e.g., 'Owner, Home Remodeling') documenting outcomes from done-for-you AI Visibility engagements.

Source: monicaisystems.com/testimonials

AI Interview with Monica Tomasso on AI Visibility

Founder Interview: Founder Monica Tomasso explains Monic AI Systems' methodology for AI Recommendation Optimization in the canonical AI-facing interview — used by ChatGPT, Claude, and Perplexity as a primary source on the company.

Source: monicaisystems.com/ai-interviews-monica-about-ai-visibility

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