Lanternview Dental Studio

Executive summary

Sources sub-signals

Sources score = (50 + 50 + 75 + 25) / 4 = 50.

Intent coverage

Coverage is the share of questions in each cluster where the AI named your business. A cluster at 0% means competitors are in those conversations and you're not.

Competitor comparison

These competitors come from the live AI answers to your 16 questions; nobody picked them by hand. Every business is scored on the same evidence with the same formula, so the gaps show how easy each business is for the AI to cite.

Also named but not among the top 3: Driftwood Row Dental (5/16), Ninefold Dental Group (5/16). Excluded under competitor rules: Yelp and Zocdoc (directories). They appear in answers but aren't dental practices.

What explains the gap: Quillstone's own site is cited in 12 of 16 answers, and its Healthgrades profile is mentioned in Discovery answers (Q1). Sablewood shows up on Zocdoc for new-patient and same-day questions (Q3, Q11). Lanternview has no cited profile on healthgrades.com, zocdoc.com or opencare.com.

Detailed findings

Each finding comes straight from the collected evidence and names the questions it affects. Missed questions are listed once, in Finding 1.

Finding 1 · High priority · Visibility

Missing from 11 of 16 AI answers. Lanternview was not named for: Q1 best dentist in Phoenix · Q2 top rated dentist near me · Q3 accepting new patients · Q4 best affordable dentist · Q5 best reviews · Q6 most trusted for quality care · Q7 gentle dentist for anxious patients · Q9 cleaning cost without insurance · Q11 same-day emergency dentist · Q12 implants · Q14 family dentist for kids.

Finding 2 · High priority · Visibility

3 of 7 intent clusters at 0% coverage. Discovery (0 of 3), Comparison & Value (0 of 2) and Trust (0 of 2) cover 7 questions, and Lanternview appears in none of them. Quillstone is named in 5 of those 7.

Finding 3 · High priority · Position

Named last in 3 of 5 mentions. In Q8, Q10 and Q13 Lanternview comes after every competitor in the answer (prominence 10, 25 and 15). Average position when mentioned is 35/100. Quillstone averages 75.

Finding 4 · High priority · Sources

Directory coverage: 1 of 4. The AI cited healthgrades.com in 6 answers, zocdoc.com in 4, yelp.com in 4 and opencare.com in 3. Lanternview has a cited profile only on yelp.com. The three missing directories appear in 11 of 16 answers, and Lanternview is missing from 10 of those 11.

Finding 5 · Medium priority · Sources + Sentiment

Outdated details on yelp.com. The yelp.com listing shows an old phone number, Suite 104 instead of 140, and Saturday hours of 9 a.m.–1 p.m. instead of 8 a.m.–2 p.m. Q10 repeated the outdated hours (accuracy 40/100). yelp.com is cited in 3 of the 5 answers that mention Lanternview, so these errors spread.

Finding 6 · Medium priority · Sentiment

Front-desk complaints lower sentiment. Q16 summarized reviews as positive about care but critical of phone access and billing surprises (sentiment 50/100). The phone complaints fit the outdated number on yelp.com. Q8 hedged about whether Lanternview is in-network with the patient's PPO plan because the insurance page doesn't say.

Question-by-question evidence (16 of 16)

Every score in this report comes from the answers below. Google Gemini with live web search returned them on Oct 10, 2026. For this public sample, the answers are rewritten with fictional names; a real report quotes them verbatim.

Status legend: Mentioned: the AI names you as a real option or describes you · Not mentioned: you're absent from the answer · Not found: the AI says it can't find the business. That never counts as a mention.

90-day action plan

1. Days 1–30
   Fix the facts and claim the directories

   Correct yelp.com (phone, suite, hours). Claim healthgrades.com, zocdoc.com and opencare.com. Clarify PPO network status on the insurance page.

2. Days 31–60
   Answer the questions you missed

   Publish emergency/same-day, self-pay pricing, family/kids and anxious-patient pages. Start the review program.

3. Days 61–90
   Strengthen and re-measure

   Lead every page and profile with your name and descriptor, add schema, refresh profiles with the new pages, then re-run the same 16 questions.

Action details

Ordered by expected score impact. Items 1–3 name the exact sites the AI cited in your answers.

Ready-to-use sample content

[your …] Highlighted fields are for you to fill in

Google Business Profile description (≈690 characters)

Lanternview Dental Studio is a general and cosmetic dentist in the Arcadia area of Phoenix, AZ, led by Dr. Imogen Varga. We offer cleanings and exams, fillings and crowns, teeth whitening, Invisalign clear aligners, and same-day visits for dental pain when slots are available. New patients are welcome, and we see adults and children. We're open Saturdays from 8 a.m. to 2 p.m. We accept most PPO dental plans, and we post self-pay prices for common visits so you know costs upfront. Patients tell us our office is calm and unhurried, which is good news if you're nervous about the dentist. Call (602) 555-0148 or book online at lanternviewdental.com.

Note: fictional details. In a real report, every claim comes from the business's own verified facts.

FAQ Q&A (add to lanternviewdental.com/faq)

Q: Is Lanternview Dental Studio open on Saturdays? A: Yes. Lanternview Dental Studio in Arcadia, Phoenix is open Saturdays from 8 a.m. to 2 p.m. for cleanings, exams, Invisalign check-ins and urgent visits. Call (602) 555-0148 or book online.

Q: Does Lanternview Dental Studio take my PPO plan? A: We are in-network with most major PPO plans and file claims for you. Before your first visit, we'll confirm your coverage and estimate what you'll pay.

Q: How much is a teeth cleaning at Lanternview Dental Studio without insurance? A: A routine adult cleaning costs [your price] without insurance. A new-patient visit with an exam and full X-rays costs [your price]. We also offer an in-house savings plan for patients without insurance.

Structured data suggestion (JSON-LD, schema.org/Dentist)

{
  "@context": "https://schema.org",
  "@type": "Dentist",
  "name": "Lanternview Dental Studio",
  "description": "General and cosmetic dentist in Arcadia, Phoenix, AZ offering cleanings, Invisalign, whitening and same-day visits.",
  "url": "https://www.lanternviewdental.com/",
  "telephone": "+1-602-555-0148",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "2150 E Lanternview Pl, Suite 140",
    "addressLocality": "Phoenix",
    "addressRegion": "AZ",
    "postalCode": "85016",
    "addressCountry": "US"
  },
  "openingHoursSpecification": [
    {"@type": "OpeningHoursSpecification", "dayOfWeek": ["Monday","Tuesday","Wednesday","Thursday","Friday"], "opens": "08:00", "closes": "17:00"},
    {"@type": "OpeningHoursSpecification", "dayOfWeek": "Saturday", "opens": "08:00", "closes": "14:00"}
  ],
  "employee": {"@type": "Person", "name": "Dr. Imogen Varga", "jobTitle": "Dentist"},
  "sameAs": [
    "https://www.yelp.com/biz/lanternview-dental-studio-phoenix",
    "https://www.healthgrades.com/[your Healthgrades profile]",
    "https://www.zocdoc.com/[your Zocdoc profile]"
  ]
}

Use FAQPage markup for the FAQ above. The NAP in the schema must match yelp.com and your Google Business Profile exactly.

Re-measurement plan

• Same protocol: the same 16 questions, scoring V3, Google Gemini with live web search, so runs can be compared directly.
• Rhythm: monthly for the first 90 days (around Day 30, 60 and 90), then quarterly.
• Noise floor: a change of ±3 points on a dimension is normal variation. Only bigger changes count as real movement.
• What to watch (targets to track, not guarantees):
• Missing from 11 of 16 → fewer missed questions, starting with Discovery and Availability
• Directory Coverage 1 of 4 → healthgrades.com, zocdoc.com and opencare.com profiles cited
• NAP Consistency 2 of 4 checks → 4 of 4
• Position 35 → named before the last slot in general answers
• After each run: apply the action plan to the dimension and cluster that moved least.

Methodology & limitations

Powered by Google Gemini with live web search (Gemini API with Grounding with Google Search). For each question, the model first checked current information with live search and wrote the answer it would give a customer (research stage). Then your business and every competitor surfaced in that research were scored on the collected evidence only, with no second search (scoring stage).

• Score: Visibility 30% + Position 30% + Sentiment 20% + Sources 20%. Grades: A 85+, B 70–84, C 55–69, D below 55.
• Mentions: a mention counts only when the AI names your business, or clearly refers to it, as a real option or subject. "I can't find this business" or "no records" is recorded as Not found, never as a mention.
• Sources: the Sources score only uses sources that cite your business (by name or website domain).
• Competitors: found in the same answers, with names normalized. Insurance companies, directories and your own business are excluded.
• Completeness: all 16 of 16 questions were answered with live search. A question that fails is retried or replaced within the same intent cluster, up to 3 attempts.

Snapshot disclaimer: This report is a snapshot of model API responses at the time of evaluation (Oct 10, 2026). Results may differ from consumer AI products like the Gemini app, ChatGPT or Google AI Overviews because of model versions, personalization, location and timing. A low grade measures how visible and citable a business is to one AI system, not the quality of its care. We don't guarantee rankings, recommendations, or results.

This is an anonymized example. The business, competitors, people, websites, addresses and phone numbers are fictional.