Free tool · powered by Essentras
Will AI cite newlifecosmetic.com?
AI Visibility Score, last checked 14 Sept 2026.
Limited third-party press and no Knowledge Panel restrict AI citation despite solid local presence and structured contact information.
ChatGPT and Perplexity are unlikely to cite this practice for general plastic surgery queries because it lacks Wikipedia presence, major press coverage, and a Knowledge Panel. Google AI Overviews might surface it for hyper-local Miami plastic surgery searches due to Apple Maps and social presence, but citation remains improbable for broader informational queries.
Entity authority
How much AI already trusts you across the web, the biggest driver of citations, and the hardest to DIY.
Five distinct third-party domains name the brand: Trustpilot, Facebook, Medium, Apple Maps, and ZoomInfo, indicating modest local and social presence but no editorial press or review coverage.
Fix: Earn mentions in health and beauty editorial sites, local Miami news outlets, and plastic surgery comparison platforms to build share of voice beyond directories and social profiles.
Get tier-1 press placements · from $250 →No Google Knowledge Panel exists, and the brand identity is split between New Life Plastic Surgery and Newlifecosmetic domain, reducing entity clarity for AI systems.
Fix: Establish a consistent brand name across all platforms, claim and optimize Google Business Profile, and build structured citations to trigger a Knowledge Panel.
Get a Google Knowledge Panel · from $650 →No Wikipedia page exists, and the practice is absent from reference corpora that large language models rely on for medical and health information.
Fix: Wikipedia is not realistic for a single practice; focus instead on earning coverage in authoritative medical directories, health news sites, and plastic surgery review platforms that feed AI training data.
Get a Wikipedia page · $4,000, money-back →On-page extractability
How easily AI can read, understand, and quote this specific page.
The contact page contains standard FAQ answers about payment methods and surgery logistics but no original research, patient outcome statistics, or unique clinical insights not found elsewhere.
Fix: Publish original data such as patient satisfaction scores, complication rates, procedure volume statistics, or surgeon-authored clinical insights that differentiate the practice from competitors.
Publish a cite-worthy article on MarketSpy · $9.99 intro →The page uses clear FAQ schema with question and answer pairs, contact details in structured blocks, and a BMI calculator, making information extractable for AI systems.
Publish a cite-worthy article on MarketSpy · $9.99 intro →The page shows a recent modification date of April 18, 2025 in the schema, signaling current information to AI crawlers.
No AI crawlers are blocked in robots.txt, the page is server-rendered with 1143 visible words, and all major AI assistants can access and index the content.
Organization and FAQ Page schema are present, but no named authorship, physician credentials, or medical expertise markers appear on this contact page.
Fix: Add author schema with surgeon credentials and board certifications, and include medical expertise signals such as professional affiliations and years of practice to strengthen topical authority.
Publish a cite-worthy article on MarketSpy · $9.99 intro →What to fix, ranked by impact
Highest-leverage first. Purple/green = Essentras can do it for you; grey = a do-it-yourself win.
Being named on independent, trusted publications is the strongest correlate of AI citation. It beats backlinks and domain authority. This is the #1 lever.
Three tier-1 outlets AI engines already read and cite. The fastest way to build the third-party mentions AI weighs most.
A Knowledge Panel is how Google and AI Overviews confirm you are a real entity worth citing.
Wikipedia is ~48% of ChatGPT’s cited sources. With no page, AI has no canonical reference to cite about you.
A professional, AI-indexed article about you on a real outlet. The fastest, cheapest way to give assistants something concrete to quote.
Information gain is the top causal on-page lever (+22-41% in controlled tests). Add a stat, benchmark, or quote no other page has. Restating consensus barely helps.
Lead each section with a 1-3 sentence direct answer, then a list or real table. One heading = one question. AI can only cite what it can cleanly extract.
Don’t waste time on
- ✕Obsessing over schema / JSON-LD. Controlled before/after tests show it has no causal lift on AI citations. Keep it for normal Google rich results, but do not over-invest expecting AI to cite you because of it.
- ✕Adding an llms.txt file. AI crawlers do not read it (Google confirmed; ~0.1% of AI-bot requests hit it). It is speculative, not a ranking factor.
- ✕Chasing word count. Correlation between length and AI citation is ~0.04 (basically none). Originality and structure beat length every time.
How to fix this fast
AI barely sees you. The fastest fix is a citation on a source it already trusts.
We write and publish a professional article about you on a real, AI-cited outlet, indexed by Google and citeable by ChatGPT, Claude and Perplexity. Get your first placement for $9.99.
Other sites we checked
Check any URL free at essentras.com/tools/ai-visibility-score.