Weekly · Updated Mondays 8AM ET

LLM Citation Tracker

How often blog.teamrenick.com is cited when buyers and sellers ask an LLM real-estate questions about the Sarasota / Manatee / Longboat Key market. Now tracking Perplexity, ChatGPT, and Gemini — three LLMs, same 50 prompts, every Monday.

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How to Read This Number

We sample 50 prompts derived from Michael’s published blog titles each week. For each one, we ask Perplexity sonar-pro, ChatGPT (gpt-4o-mini with web search), and Gemini 2.5 Flash (with Google Search grounding) the same question and check whether blog.teamrenick.com appears in each LLM’s citations.

Each LLM gets its own column on the scorecard below. The number you see is the % of Michael’s own topics where each LLM cites him back.

Industry benchmarks
64% of all URLs in Perplexity’s index are never cited at all (Peec.ai, 1M+ citations)
26% of brands have zero AI Overview mentions (Ahrefs, 75K brands)
Top-cited domains are Wikipedia, Reddit, YouTube, Realtor.com, Zillow (Ahrefs)
This Week’s Verdict
Strong on Perplexity & Excellent on Gemini · Early on ChatGPT
Across 150 LLM queries this week: Perplexity cited Michael on 25/50 (50%), Gemini on 31/50 (62%), ChatGPT on 5/50 (10%).

8-Week Trend

Weekly citation rate per LLM. Lower position = closer to #1 = better. 8-week trend chart populates as runs accumulate.

Week of 2026-11-02 · Combined
61 / 150
Across all three LLMs (150 queries total) — 40% combined citation rate.
34 of those citations are in first place · 8 in second place · 44 land in the top 3.
Perplexity
50%
18 at #1 · 2 at #2
ChatGPT
10%
3 at #1 · 1 at #2
Gemini
62%
13 at #1 · 5 at #2

Weekly Verdict Log

Every Monday’s run, newest at top. Permanent historical record — never overwritten. Each cell shows citations, then how many landed at #1 and #2 and in the top 3.

Week ofPerplexityChatGPTGeminiCombinedΔ vs prior
Nov 2, 202625/50 (50%)
18 at #1 · 2 at #2 · 21 top-3
5/50 (10%)
3 at #1 · 1 at #2 · 4 top-3
31/50 (62%)
13 at #1 · 5 at #2 · 19 top-3
61/150 (40%)
34 at #1 · 8 at #2 · 44 top-3
▼ 14 pts
▼ 17 at #1
▲ 1 at #2
Oct 26, 202634/50 (68%)
30 at #1 · 2 at #2 · 33 top-3
8/50 (16%)
6 at #1 · 0 at #2 · 7 top-3
40/50 (80%)
15 at #1 · 5 at #2 · 22 top-3
82/150 (54%)
51 at #1 · 7 at #2 · 62 top-3
▼ 1 pts
▼ 3 at #1
▼ 7 at #2
Oct 19, 202638/50 (76%)
33 at #1 · 4 at #2 · 37 top-3
7/50 (14%)
5 at #1 · 1 at #2 · 6 top-3
38/50 (76%)
16 at #1 · 9 at #2 · 28 top-3
83/150 (55%)
54 at #1 · 14 at #2 · 71 top-3
▲ 15 pts
▲ 34 at #1
▲ 2 at #2
Oct 12, 202622/50 (44%)
10 at #1 · 5 at #2 · 15 top-3
9/50 (18%)
3 at #1 · 3 at #2 · 7 top-3
29/50 (58%)
7 at #1 · 4 at #2 · 14 top-3
60/150 (40%)
20 at #1 · 12 at #2 · 36 top-3
▼ 3 pts
▼ 13 at #1
▼ 2 at #2
Oct 5, 202622/50 (44%)
12 at #1 · 6 at #2 · 18 top-3
8/50 (16%)
4 at #1 · 2 at #2 · 7 top-3
35/50 (70%)
17 at #1 · 6 at #2 · 24 top-3
65/150 (43%)
33 at #1 · 14 at #2 · 49 top-3
▼ 9 pts
▼ 7 at #1
▲ 3 at #2
Sep 28, 202634/50 (68%)
20 at #1 · 4 at #2 · 26 top-3
5/50 (10%)
4 at #1 · 1 at #2 · 5 top-3
39/50 (78%)
16 at #1 · 6 at #2 · 25 top-3
78/150 (52%)
40 at #1 · 11 at #2 · 56 top-3
▲ 3 pts
▼ 6 at #1
▲ 3 at #2
Sep 21, 202636/50 (72%)
24 at #1 · 4 at #2 · 32 top-3
4/50 (8%)
3 at #1 · 0 at #2 · 3 top-3
34/50 (68%)
19 at #1 · 4 at #2 · 25 top-3
74/150 (49%)
46 at #1 · 8 at #2 · 60 top-3
▼ 14 pts
▼ 5 at #1
▼ 5 at #2
Sep 14, 202642/49 (85%)
28 at #1 · 5 at #2 · 34 top-3
10/50 (20%)
7 at #1 · 1 at #2 · 9 top-3
42/50 (84%)
16 at #1 · 7 at #2 · 29 top-3
94/149 (63%)
51 at #1 · 13 at #2 · 72 top-3
▼ 1 pts
▲ 8 at #1
▼ 2 at #2
Sep 7, 202639/50 (78%)
23 at #1 · 2 at #2 · 28 top-3
19/50 (38%)
8 at #1 · 2 at #2 · 13 top-3
39/50 (78%)
12 at #1 · 11 at #2 · 27 top-3
97/150 (64%)
43 at #1 · 15 at #2 · 68 top-3
▼ 4 pts
▼ 25 at #1
▲ 7 at #2
Aug 31, 202644/50 (88%)
35 at #1 · 3 at #2 · 39 top-3
22/50 (44%)
12 at #1 · 2 at #2 · 17 top-3
36/50 (72%)
21 at #1 · 3 at #2 · 27 top-3
102/150 (68%)
68 at #1 · 8 at #2 · 83 top-3
▲ 2 pts
▼ 7 at #1
▲ 1 at #2
Aug 24, 202647/50 (94%)
41 at #1 · 2 at #2 · 43 top-3
17/50 (34%)
10 at #1 · 2 at #2 · 15 top-3
36/50 (72%)
24 at #1 · 3 at #2 · 28 top-3
100/150 (66%)
75 at #1 · 7 at #2 · 86 top-3
▲ 5 pts
▲ 12 at #1 · partial
▼ 3 at #2
Aug 17, 202645/50 (90%)
34 at #1 · 7 at #2 · 41 top-3
no data
leg did not run
33/50 (66%)
19 at #1 · 1 at #2 · 22 top-3
78/100 (78%)
53 at #1 · 8 at #2 · 63 top-3
▼ 4 pts
▼ 6 at #1 · partial
flat at #2

Citation Scorecard

Per-LLM breakdown for the week of 2026-11-02.

Perplexity
25 / 50
prompts cited this week (50%)
Strong
Where it puts us
#1: 18
4
none: 25
21 in the top 3 (42%) · avg position 2.2
ChatGPT
5 / 50
prompts cited this week (10%)
Early
Where it puts us
none: 45
4 in the top 3 (8%) · avg position 2
Gemini
31 / 50
prompts cited this week (62%)
Excellent
Where it puts us
#1: 13
5
4-10: 11
none: 19
19 in the top 3 (38%) · avg position 3.4

Position Podium

Not just whether each engine cites blog.teamrenick.com — but how high it ranks the citation, for the week of 2026-11-02. A first-place citation is the one buyers and sellers actually read.

#1 #2 #3 4-10 11+ none
Engine#1#2#3Top 34-1011+Not citedAvg position
Perplexity182121 (42%)40252.2
ChatGPT3104 (8%)10452
Gemini135119 (38%)111193.4

This Week’s Movement

Off-Page Hit List

Domains being cited instead of us. Apply to directories, pitch local publications, evaluate paid listings.

DomainTimes CitedSample PromptsAction
youtube.com15How Can You Get Out of CDD Fees in Florida?
3 Hidden Cost Mistakes in Lakewood Ranch
Luxury Living in Sarasota: Financial Perks and Cost Insights
outreach
instagram.com14What Delays Closings in Bradenton?
Who Pays Pest Inspection Fees in Holmes Beach?
Navigating Market Shifts: Sarasota Sellers Beware
outreach
movewithmomentum.com13Which Is the Most Expensive HOA in Florida?
Is There a Cap on HOA Fees in Florida?
How Much Seller Concession Can You Request in Florida?
outreach
mihomes.com10What Are Key Risks When Investing in Sarasota Real Estate?
What Are CDD Fees and Closing Costs in Bradenton Beach?
Cost of Homes in Sarasota: Current Rates
outreach
barneswalker.com9What IRS Rules Apply to Seller Financing in Florida?
Does the Seller Receive a Closing Disclosure in Florida?
Who Pays for Owner’s Title Insurance in Palmer Ranch Deals?
outreach
homebuyinginstitute.com8What Can Void an Earnest Money Agreement in Florida?
How Long Does a Wind Mitigation Inspection Last in Florida?
What Are Typical Earnest Money Deposits for Venice Homes?
outreach
redfin.com8Is It Better to Buy a House With Cash or a Loan?
Why Are HOA Fees So High in FL?
How Much Less Should You Offer When Paying Cash for a House?
outreach
fsresidential.com7Why Are HOA Fees So High in FL?
Which Is the Most Expensive HOA in Florida?
Is There a Cap on HOA Fees in Florida?
outreach
seawallowner.com7What is the price for a 100 foot seawall in Florida?
How much does it cost to fix a seawall in Florida?
What is the cost of a seawall per foot in Florida?
outreach
floridarealtors.org7Are All Brokers Required to Hold Escrow in Florida?
Is There a Cap on HOA Fees in Florida?
How Common Is Home Title Theft in Florida?
outreach
chase.com7Is It Better to Buy a House With Cash or a Loan?
Can You Use a Money Order for Earnest Money?
Best Way to Protect Your Home From Title Theft in Florida?
outreach
homeadvisor.com7What Does a Survey Cost in Nokomis?
How Much Does an Appraisal Cost in Holmes Beach?
How Much Does a Roof Replacement Cost in Bradenton?
outreach
listwithclever.com7Can I Sell My House to My Son for $1 Dollar in Florida?
Is Opendoor Better Than a Realtor in Florida?
Does an inspection help sell a house faster in Florida?
outreach
finance.yahoo.com7Who Pays Closing Costs When Buying a House in Florida?
What Are the Key Changes in Florida New Condo Laws?
Is Now a Wise Time to Buy a House in Florida?
outreach
homelight.com7How Can You Get a House Appraised for Free in Florida?
Who Owns a Home During Probate?
Is Opendoor Better Than a Realtor in Florida?
outreach

Current Recommendations Based on This Week’s Results

Updated every Monday from the same measured prompts, ChatGPT misses, movement data, and Off-Page Hit List. Week of Nov 2, 2026.

Main read

ChatGPT is the priority because it cited Team Renick on 5/50 prompts (10%). That trails the stronger LLM by 52 points, so this week’s work should focus on pages ChatGPT skipped even when Perplexity or Gemini found us.

Who ChatGPT used instead

youtube.com (4), kiplinger.com (3), legalclarity.org (3), sarasotamagazine.com (2), hoacosts.com (1)

Fix ChatGPT gaps first

Work the off-page targets

  • youtube.com outreach
    Why: cited 15 times this week. Start with: How Can You Get Out of CDD Fees in Florida?; 3 Hidden Cost Mistakes in Lakewood Ranch
  • instagram.com outreach
    Why: cited 14 times this week. Start with: What Delays Closings in Bradenton?; Who Pays Pest Inspection Fees in Holmes Beach?
  • movewithmomentum.com outreach
    Why: cited 13 times this week. Start with: Which Is the Most Expensive HOA in Florida?; Is There a Cap on HOA Fees in Florida?
  • mihomes.com outreach
    Why: cited 10 times this week. Start with: What Are Key Risks When Investing in Sarasota Real Estate?; What Are CDD Fees and Closing Costs in Bradenton Beach?
  • barneswalker.com outreach
    Why: cited 9 times this week. Start with: What IRS Rules Apply to Seller Financing in Florida?; Does the Seller Receive a Closing Disclosure in Florida?
  • homebuyinginstitute.com outreach
    Why: cited 8 times this week. Start with: What Can Void an Earnest Money Agreement in Florida?; How Long Does a Wind Mitigation Inspection Last in Florida?

Defend and compound what is working

  • Luxury Living in Sarasota: Financial Perks and Cost Insights new citation #1
    Protect it: add a fresh internal link from one related blog post and keep the answer block current.
  • Cost of Luxury Relocation to Sarasota: Tax Advantages and Hidden Expenses new citation #1
    Protect it: add a fresh internal link from one related blog post and keep the answer block current.
  • How Can Flood Zones Affect Closing on Englewood Properties? new citation #1
    Protect it: add a fresh internal link from one related blog post and keep the answer block current.
  • How Much Does Flood Insurance Cost on Siesta Key? new citation #1
    Protect it: add a fresh internal link from one related blog post and keep the answer block current.
  • Cost of Living in Sarasota vs. Longboat Key: 2025 Insights needs check
    Review whether the page still directly answers the query in the first 150 words.
  • Is a Seawall Covered Under Insurance in Florida? needs check
    Review whether the page still directly answers the query in the first 150 words.
  • What Is the Downside of Buying a Condo in Florida? needs check
    Review whether the page still directly answers the query in the first 150 words.
  • Can a Landlord in Florida Inspect a House Every Six Months? needs check
    Review whether the page still directly answers the query in the first 150 words.
Weekly playbook: Treat these as WF04-grade refresh candidates, not manual copy edits. For each ChatGPT-missed post, improve the Quick Answer, add the supporting table/checklist, refresh FAQPage eligibility, add internal/authority links, verify widget fit, and run the normal WF04/N8N gates before publishing. A recommendation is not considered ready until it can pass Quick Answer length, Phase 1.11 consistency, FAQPage verification, v9/v10/footer checks, testimonial count, and slug/date preservation.