How AI search learned to name Living with Lolo

What the Research Shows

• Gartner (2024) predicted traditional search engine volume would drop 25% by 2026 as AI chatbots and virtual agents became substitute answer engines. Gartner source
• BrightEdge (2025) compared the same tracked keywords one year apart and found Google AI Overview presence increased from 34% to 46%. eCommerce was 16%, while the other industries it tracked averaged 58%. BrightEdge “Same Keywords. One Year Apart. What Changed.”
• Salesforce’s State of the AI Connected Customer reports that 61% of customers believe AI advancements, such as generative AI and agents, make it more important for companies to be trustworthy. Salesforce source
• Cited Co scan data (2026): Living with Lolo was named in 107 of 144 answers across four platforms in the three-run November 1 scan. The next most named firm appeared in 25. These results are limited to the 12 questions below.

Method and scope

The November 1 headline comparison covers the same 12 buyer questions on ChatGPT, Claude, Gemini and Perplexity, asked three times each: 12 × 4 × 3 = 144 answers. “Named” means the answer explicitly names Living with Lolo. “Named first” means the firm is the first interior-design firm named in the answer. Competitor mentions use the same answers. Grok is reported separately. Results vary by prompt, platform, location, model and time; these are tracked-scan observations, not guaranteed user outcomes.

The monthly AI Visibility Score is the percentage of tracked answers naming Living with Lolo, calculated as mentions ÷ tracked responses × 100. Separate AI Citation Readiness scoring evaluates site and entity signals and is reported separately. For April 3, that meant 22 mentions out of 48 tracked responses, or 46%. That April run contains 38 successful API responses and ten failed responses, including nine Claude failures. The archived report explicitly records the 22/48 and 46% calculation; this is the denominator used on this page. Later monthly scores follow that same convention.

The single-run monthly headline series is shown alongside the separate November 1 three-run scan because they are different samples. September 1 is excluded from the displayed series because 15 responses failed, including all 12 ChatGPT answers. June is excluded because the dashboard holds multiple June reports with different results. Exact saved model names are not reproduced here; this page reports the four product names in the scan configuration, and the report IDs below identify the stored result sets.

The exact 12 tracked questions

1. Best luxury interior designers in Scottsdale AZ
2. Best interior designers in Paradise Valley AZ
3. Interior designers who manage construction in Arizona
4. Full-service interior design and construction firm in Scottsdale
5. Design-build remodeling firms Scottsdale interior design
6. Luxury remodel interior designer Scottsdale
7. How much does luxury interior design cost in Scottsdale
8. How much does a full-service interior designer cost in Arizona
9. Whole-home remodel interior designer Scottsdale
10. Licensed general contractor and interior designer Scottsdale
11. Design-build vs hiring a designer and contractor separately Arizona
12. Interior designer who manages construction Arizona

Evidence labels and reports

Stored report IDs identify Cited Co’s internal API result set; they are not public links or a promise of downloadable data. The two visible excerpts come from report 9daa9570-0595-4797-8d0a-a108d1f94398, recorded November 1, 2026. Monthly comparison uses 0f582a36-0df9-4e15-af09-1af0ba6dca00 (April 3), 25160f21-0c22-4bbb-bdf9-f0b44a62ada8 (August 1) and 9daa9570-0595-4797-8d0a-a108d1f94398 (November 1). The three-run comparison uses 1771af48-b8a3-4035-a06d-8605aaa8f758 (November 1).

Business outcome scope: CRM lead-source tags are recorded by the Living with Lolo team and indicate reported lead origin. They do not prove every inquiry resulted only from GEO work or that a lead became confirmed revenue.

What we built and why it worked.

Every business has a different starting point. Living with Lolo had significant existing assets: real press coverage, legitimate awards, and a founder with verifiable credentials. What it lacked was the organized signal architecture that lets AI systems pull those facts confidently into a response. The work here was not about manufacturing credibility. It was about making existing credibility legible to AI tools.

What AI tools actually say now.

These are stored answers from the November 1, 2026 scan, with Markdown and bracketed citation numbers removed. They show specific details appearing in some answers. A response that names the firm and describes its capabilities differs from a general list mention.

Monthly single-run history for the same 12 questions (all four platforms): April 3: 22 of 48. May 1: 32 of 48. July 1: 34 of 48. August 1: 36 of 48. October 1: 34 of 48. November 1: 36 of 48. The September 1 run (24 of 48) is excluded because 15 answers failed, including all 12 ChatGPT answers. June is excluded because the dashboard holds several June runs with different results.

Competitors in the same 144 answers (November 1, 2026): Living with Lolo 107. Elle Interiors 25. IMI Design Studio 24. JAQUE 21. JL Coates Interior Design Studio 20. Fratantoni Interior Designers 18. Janet Brooks Design 18. Vallone Design 18.

What 91 out of 100 looks like in practice.

Living with Lolo scored 91/100, the highest score in Cited Co’s seven-firm Scottsdale and Phoenix interior-design audit. One other firm scored above 70, one scored exactly 70, and three of the seven scored below 50. The full audit is here: https://citedco.ai/arizona-interior-designers-2026/. Longevity alone does not determine AI visibility. Structured signals also matter.

In the November 1, 2026 scan, Living with Lolo appeared in 107 of 144 answers across the four tracked platforms. The next most named firm in those same answers appeared in 25. Some answers cited the firm’s license and design-build capability. Results reflect these 12 questions and scan dates, not guaranteed placement for every user or prompt.

“Since partnering with Cited Co., we have seen a remarkable increase in qualified leads and AI-driven visibility for our Scottsdale interior design firm. The results have been measurable, impressive, and most importantly, financially impactful. Lauren Lerner’s GEO strategy delivers real, tangible results.”

Robin Vaughn, Director of Operations, Living with Lolo , Scottsdale, Arizona

I built this system on my own business first because I wanted to know it worked before I charged anyone for it. The 91 score, the Phoenix Magazine wins, the national press, the AI citations: those aren’t marketing. They’re the result of a repeatable process. That’s what Cited Co sells.

Lauren Lerner, Founder, Cited Co and Living with Lolo

The three-month timeline is worth being honest about. Living with Lolo had existing assets that accelerated the process: real press coverage, real awards, and a founder credential genuinely rare in the market. A business starting from a thinner foundation will see movement in 60 to 90 days. The mechanics are the same. The starting position affects the pace, not the outcome.

For a second example built from a different starting point, see how a Phoenix social media agency got four leads from Claude in thirteen days.

What people ask about this case study.