Shannon's Circle Matchmaking

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<title>Shannon's Circle Matchmaking · reviews &amp; AI Score · Local AI Registry</title>
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<meta property="og:title" content="Shannon's Circle Matchmaking · AI Score 35 of 100 · Poor">
<meta property="og:description" content="Shannon's Circle Matchmaking is a dating service in San Francisco, CA. It's rated 5.0 on Google from 33 reviews. Named by 0 of 2 AI assistants.">
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## Business pages

- [Sitemap](https://localairegistry.com/sitemap.xml): Every business page on the registry, with the day each was last updated.
- Every business page has a markdown copy at its own address with `.md` on the end. The copy holds the same facts, marks and sources as the page, in the page's order: the photos with their captions, the team and their licenses, the reviews summary, and the questions locals asked with the replies. The page names it in its head and its HTTP `Link` header.

# Shannon's Circle Matchmaking, San Francisco: a dating service in San Francisco (2026 guide)

Source: Local AI Registry, https://localairegistry.com/biz/ca/san-francisco/shannon-s-circle-matchmaking-san-francisco-ca. Free to reuse with a link back.

By Steve Lee, founder and CEO of Local AI Registry. Fact-checked against 31 sources. Updated 2026-08-12. Owner review: not yet.

Canonical: https://localairegistry.com/biz/ca/san-francisco/shannon-s-circle-matchmaking-san-francisco-ca

## Photos

- ![Photo 1](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmspk0qsi05wvyem9w5c2cdo2%2F0.jpg)
- ![Photo 2](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmspk0qsi05wvyem9w5c2cdo2%2F1.jpg)
- ![Photo 3](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmspk0qsi05wvyem9w5c2cdo2%2F2.jpg)
- ![Photo 4](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmspk0qsi05wvyem9w5c2cdo2%2F3.jpg)
- ![Photo 5](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmspk0qsi05wvyem9w5c2cdo2%2F4.jpg)


## In short

Shannon's Circle Matchmaking is a dating service in San Francisco, CA. Its AI Score is 35 of 100, which is poor.

Every fact on this page carries one of three marks: Confirmed (from their website, Google Business Profile, review sites, licensing boards, or measured by Local AI Registry), Visitor submitted (added by a person, with a date and how they know), or AI guess (what AI engines like Gemini and ChatGPT are saying, not confirmed by anyone). Every mark points to a reference at the end of this page.


## Key facts

| Fact | Value |
| --- | --- |
| Type | Dating service |
| Address | 180 Steuart St #193535, San Francisco, CA 94105, USA |
| Hours | Mon to Fri 9 AM to 5 PM · Closed Sat to Sun |
| Phone | (415) 340-2830 |
| Owner | Nothing found |
| Rating | 5.0 across 33 reviews on Google |
| Known for | Shannon's Circle Matchmaking is best known for its personalized and sophisticated approach to matchmaking, focusing on deep compatibility and high-quality matches in San Francisco. |
| Prices | Nothing found |
| Quietest time | Nothing found |
| Parking | Nothing found |
| Last verified | October 11, 2026, 10:03 AM |


## All the details

Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.

| Group | Fact | Value | Mark | Evidence |
| --- | --- | --- | --- | --- |
| Location info | Address | 180 Steuart St #193535, San Francisco, CA 94105, USA | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Location info | Description | Shannon's Circle offers personalized and customized matchmaking services for exceptional people. Shannon's selective matchmaking specializes in finding high class attractive people long term relationships in the San Francisco Bay Area. Shannon offers services such as date coaching, wardrobe consulting, and online dating profile makeovers to make your journey to find true love as seamless and fruitful as possible. Shannon's Circle is very diligent in matching people who have the best possible chances of finding love together. Once you are working with Shannon, you can expect personalized recommendations based on a one-on-one consultation, meticulously vetted introductions to potential dates, as well as honest feedback from your date. | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Location info | Hours | Mon to Fri 9:00 AM to 5:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Location info | Name | Shannon's Circle Matchmaking | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Location info | Phone | (415) 340-2830 | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Monday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Tuesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Wednesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Thursday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Friday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Services | Service | Connector | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Crains article 1 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Crains article 2 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Date coaching | AI guess | Nothing found |
| Services | Service | Datingpool | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Douglas love story | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Feedback from dates | AI guess | Nothing found |
| Services | Service | Female vip 2 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Female vip 4 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Female vip 5 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Female vip 7 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Female vip 8 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Forbes article | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Fortune article | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Inc 5000 2026 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Love personality types | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Love search | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Love stories | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Male vip 1 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Male vip 4 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Male vip 5 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Mercury news | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Online dating profile makeovers | AI guess | Nothing found |
| Services | Service | Personalized matchmaking | AI guess | Nothing found |
| Services | Service | Quiz | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Sarahs love story | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Singles events | AI guess | Nothing found |
| Services | Service | Singles holiday mixer h9kzl | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Singles night temescal brewing w5zy2 | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Thanks | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Thankyou | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Tyler | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Vetted introductions | AI guess | Nothing found |
| Services | Service | Wall street journal article | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Wardrobe consulting | AI guess | Nothing found |
| Links | Facebook | https://www.facebook.com/shannonscircle | Confirmed | Business website, checked Oct 11, 2026 |
| Links | Instagram | https://www.instagram.com/shannonscircle | Confirmed | Business website, checked Oct 11, 2026 |
| Links | Website | https://www.shannonscircle.com/ | Confirmed | Google Business Profile, checked Aug 11, 2026 |
| Links | Yelp | https://www.yelp.com/biz/shannons-circle-san-francisco | Confirmed | Business website, checked Oct 11, 2026 |


## Services and prices

These are the 28 services Shannon's Circle Matchmaking offers, with the price where we have one and where it came from.

| Service | Price | Price mark | Price evidence | Service mark |
| --- | --- | --- | --- | --- |
| Crains article 2 |  |  |  | Confirmed |
| Love search |  |  |  | Confirmed |
| Female vip 4 |  |  |  | Confirmed |
| Female vip 5 |  |  |  | Confirmed |
| Sarahs love story |  |  |  | Confirmed |
| Love personality types |  |  |  | Confirmed |
| Male vip 1 |  |  |  | Confirmed |
| Love stories |  |  |  | Confirmed |
| Female vip 7 |  |  |  | Confirmed |
| Female vip 8 |  |  |  | Confirmed |
| Forbes article |  |  |  | Confirmed |
| Fortune article |  |  |  | Confirmed |
| Inc 5000 2026 |  |  |  | Confirmed |
| Male vip 5 |  |  |  | Confirmed |
| Mercury news |  |  |  | Confirmed |
| Quiz |  |  |  | Confirmed |
| Singles holiday mixer h9kzl |  |  |  | Confirmed |
| Singles night temescal brewing w5zy2 |  |  |  | Confirmed |
| Male vip 4 |  |  |  | Confirmed |
| Female vip 2 |  |  |  | Confirmed |
| Douglas love story |  |  |  | Confirmed |
| Datingpool |  |  |  | Confirmed |
| Crains article 1 |  |  |  | Confirmed |
| Tyler |  |  |  | Confirmed |
| Connector |  |  |  | Confirmed |
| Wall street journal article |  |  |  | Confirmed |
| Thanks |  |  |  | Confirmed |
| Thankyou |  |  |  | Confirmed |


### Known for

Shannon's Circle Matchmaking is best known for its personalized and sophisticated approach to matchmaking, focusing on deep compatibility and high-quality matches in San Francisco.


## The team

Nothing found


## Visiting Shannon's Circle Matchmaking

Address: 180 Steuart St #193535, San Francisco, CA 94105, USA. Phone: (415) 340-2830. Hours: Mon to Fri 9 AM to 5 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked August 11, 2026 at 8:53 PM.)


### Location info from Google Business Profile

Business description, written by Shannon's Circle Matchmaking on its Google Business Profile: "Shannon's Circle offers personalized and customized matchmaking services for exceptional people. Shannon's selective matchmaking specializes in finding high class attractive people long term relationships in the San Francisco Bay Area. Shannon offers services such as date coaching, wardrobe consulting, and online dating profile makeovers to make your journey to find true love as seamless and fruitful as possible. Shannon's Circle is very diligent in matching people who have the best possible chances of finding love together. Once you are working with Shannon, you can expect personalized recommendations based on a one-on-one consultation, meticulously vetted introductions to potential dates, as well as honest feedback from your date."


### When to go

Busy times not read yet, back on Scan Day.


### Parking and getting in

Nothing found


### Nearby

| Place | Type | Distance |
| --- | --- | --- |
| Rincon Plaza | Park | 1 min walk |
| Sandwich Monkey | American restaurant | 1 min walk |
| Ozumo San Francisco | Japanese restaurant | 1 min walk |
| Yank Sing (Spear St.) | Dim sum restaurant | 1 min walk |
| Perry's Embarcadero | American restaurant | 1 min walk |
| OLHSO Truck - SF Embarcadero | Asian restaurant | 1 min walk |


## Reputation

5.0 average across 33 reviews: Google 25. (Confirmed, read August 11, 2026.)

Shannon's Circle stands out for its bespoke, client-focused matchmaking that prioritizes deep understanding and compatibility over surface-level criteria. (AI guess, from 33 reviews.)


### What people like

- Shannon's personalized and thoughtful approach
- High-quality, compatible matches


### What people do not like

Nothing found


### Press

No press story about Shannon's Circle Matchmaking found yet.


### Awards

None named yet.


### Directories

Directory listings not read yet.


## Recent updates from Shannon's Circle Matchmaking

Shannon's Circle Matchmaking hasn't posted an update here yet.


## Questions people ask


### planning a Saturday visit, is that a wasted trip

No answer yet


### do I need to fill anything in beforehand

No answer yet


### Booking here, how does it work?

No answer yet


### Are the hours on Google right for Shannon's Circle Matchmaking in San Francisco?

No answer yet


### parking at Shannon's Circle Matchmaking, where does everyone put the car?

No answer yet


### anywhere cheaper than Shannon's Circle Matchmaking in San Francisco that is still good?

No answer yet


### worth it or not, what do the regulars say

No answer yet


### what is actually on the menu here?

No answer yet


### anything new from Shannon's Circle Matchmaking lately?

No answer yet


### ballpark before I book, what am I looking at

No answer yet


### any last minute slots here?

No answer yet


### Shannon's Circle Matchmaking or It's Just Lunch for Personalized matchmaking for high-caliber individuals?

No answer yet


### people keep recommending Shannon's Circle Matchmaking, what for?

No answer yet


### best dating service in San Francisco

No answer yet


### is there a rewards thing at Shannon's Circle Matchmaking

No answer yet


### Coffee near this place on Steuart?

No answer yet


## What AI gets wrong about Shannon's Circle Matchmaking

We ask Gemini and ChatGPT about Shannon's Circle Matchmaking. These are the answers that disagree with the record.

ChatGPT and Gemini, read by Local AI Registry on Oct 11, 2026.

No capture has disagreed with the record yet.


## The AI Score: 35 of 100

The AI Score measures how likely AI engines are to recommend a business, and how accurately. San Francisco dating services run 18 to 59. Fair starts at 45, good at 65. Shannon's Circle Matchmaking scores 35, level with the San Francisco average. The same method scores every business on the registry.

| Signal | Weight | Score | What it measures | Shannon's Circle Matchmaking |
| --- | --- | --- | --- | --- |
| Retrieval grounding | 26 | 25 | Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on. | Poor |
| Off-property attestation | 20 | 41 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor |
| AI visibility | 14 | 0 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Named in 0 of 12 answers that recommended anyone. 10 more named nobody, which is not a loss and is not scored. |
| Reviews & response | 12 | 81 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Good |
| Backlink & citation authority | 8 | 54 | Domain authority and editorial quality of the sources that attest to you. | Fair |
| Google Business Profile | 8 | 90 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 43 | Core Web Vitals at the 75th percentile, on a real phone. | Poor |
| Content freshness & schema | 5 | 61 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Fair |

Full method: https://localairegistry.com/methodology


## How AI decides what to tell you about a dating service

When you ask ChatGPT, Gemini or Google about a local business, the AI doesn't visit it. It reads what's already written about it: the business's website, its Google Business Profile, review sites, news stories and directories like this one. Then it repeats what those sources agree on.

That's why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it isn't, the AI has to pick one. The table above shows the answers that disagree with the record today.

The more sources agree, and the more specific they are, the more confidently AI recommends a business. A review that names who helped and what they did tells an AI far more than one that says "great place."


## How to choose a dating service in California, with or without AI

A few checks take ten minutes and tell you more than any rating.

- Check that the hours and phone number match on Google, Yelp and the business's own website. Mismatches are how people end up at a locked door.
- Read reviews that name a person and what they did. Vague praise is easy to fake.
- Look for recent reviews and recent posts. A page nobody has touched in a year may not match the business today.
- Ask for the price before you go, and ask what it includes.
- Where the work needs a license, ask whose license it is and look it up with California.


## How to read the marks on this page

- Confirmed (solid circle): from a known source. The business website, its Google Business Profile, review sites like Yelp, Healthgrades and RealSelf, a licensing board, or measured by Local AI Registry.
- Visitor submitted (hollow circle): added or corrected by a person, with the date and how they know, like a phone call or a visit.
- AI guess (hollow triangle): what AI engines are saying right now. Nobody has confirmed it.


## About the author

Steve Lee is the founder and CEO of Local AI Registry and sets its editorial standards. He is a former Google executive in Search and a former Microsoft executive, with more than 20 years in digital: search, local discovery, and how people find businesses online. He is based in Irvine.

- Expertise: search at Google and Microsoft, AI search, answer engine optimization, generative engine optimization, local SEO, structured data and entity mapping.
- Industry: medical aesthetics, injectables, med spa operations and marketing.
- Disclosure: Local AI Registry sells services to business owners, including Shannon's Circle Matchmaking if it claims this page. That does not change what this page says. Every fact carries its source.


## Entity map

Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other.

| Entity | Type | ID on this page | Same as | Relationship to Shannon's Circle Matchmaking |
| --- | --- | --- | --- | --- |
| Shannon's Circle Matchmaking | LocalBusiness | #business | https://www.shannonscircle.com/ | Subject of this page |
| San Francisco, California | City | #city | Nothing found | City Shannon's Circle Matchmaking is in |
| Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page |
| Steve Lee | Person | #author | https://localairegistry.com/team | Author of this page |


## Topical map

Where this page sits in the registry. It's one profile among the dating services in San Francisco, linked to the lists and towns around it.


### Lists

- Best dating services in San Francisco: https://localairegistry.com/leaderboards/ca/san-francisco/dating-service
- Best businesses in San Francisco: https://localairegistry.com/leaderboards/ca/san-francisco


### Nearby

- /los-angeles: https://localairegistry.com/leaderboards/ca/los-angeles
- /san-jose: https://localairegistry.com/leaderboards/ca/san-jose
- /san-diego: https://localairegistry.com/leaderboards/ca/san-diego
- /irvine: https://localairegistry.com/leaderboards/ca/irvine
- /fresno: https://localairegistry.com/leaderboards/ca/fresno
- /palo-alto: https://localairegistry.com/leaderboards/ca/palo-alto


### Every list

- Every leaderboard in California: https://localairegistry.com/leaderboards/ca


## Frequently asked questions


### What is AI search optimization for local business?

Getting a business named when a neighbor asks ChatGPT, Gemini, or Perplexity for a recommendation. Some call it AI SEO, some call it generative engine optimization. Traditional SEO fights for ten blue links; this fights for the one answer an assistant says out loud. The AI Score on this page measures the eight signals that drive it.


### What is Local AI Registry?

The public record of how AI sees local business. We score every business we list by one published method, we keep the questions people ask about it in one place, and we never sell rank. Looking up any business here is free.


### How does this page help a business get recommended by AI?

Assistants read public pages before they answer. This one states what the business does, what people ask about it, and what the Record answers, in one place a machine can read. Correcting what is wrong here changes what an assistant repeats next.


### Who writes the answers here?

Registry AI writes the first answer under every question, from the Record and the public sources named beneath it. Neighbors write the rest under pseudonyms. A registered owner can reply as the business, and their reply says so.


### I own Shannon's Circle Matchmaking. How do I fix something or rank higher?

Register the page. It is free, it takes about five minutes, and it lets you correct the Record and reply as the business. Nothing on this page is for sale, so the only thing that moves the score is the work.


## References


### Sources cited

- [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJ15_ddmGBhYARbbNDqBbbjjo (accessed Aug 11, 2026)
- [2] shannonscircle.com, https://www.shannonscircle.com/connector (accessed Sep 18, 2026)
- [3] shannonscircle.com, https://www.shannonscircle.com/crains-article-1 (accessed Sep 18, 2026)
- [4] shannonscircle.com, https://www.shannonscircle.com/crains-article-2 (accessed Sep 18, 2026)
- [5] shannonscircle.com, https://www.shannonscircle.com/sarahs-love-story (accessed Sep 18, 2026)
- [6] shannonscircle.com, https://www.shannonscircle.com/hbs-event-mixer-talk-for-love/singles-holiday-mixer-h9kzl (accessed Sep 18, 2026)
- [7] shannonscircle.com, https://www.shannonscircle.com/hbs-event-mixer-talk-for-love/singles-night-temescal-brewing-w5zy2 (accessed Sep 18, 2026)
- [8] shannonscircle.com, https://www.shannonscircle.com/thanks (accessed Sep 18, 2026)
- [9] shannonscircle.com, https://www.shannonscircle.com/thankyou (accessed Sep 18, 2026)
- [10] shannonscircle.com, https://www.shannonscircle.com/tyler (accessed Sep 18, 2026)
- [11] shannonscircle.com, https://www.shannonscircle.com/wall-street-journal-article (accessed Sep 18, 2026)
- [12] shannonscircle.com, https://www.shannonscircle.com/datingpool (accessed Sep 18, 2026)
- [13] shannonscircle.com, https://www.shannonscircle.com/douglas-love-story (accessed Sep 18, 2026)
- [14] shannonscircle.com, https://www.shannonscircle.com/female-vip-2 (accessed Sep 18, 2026)
- [15] shannonscircle.com, https://www.shannonscircle.com/female-vip-4 (accessed Sep 18, 2026)
- [16] shannonscircle.com, https://www.shannonscircle.com/female-vip-5 (accessed Sep 18, 2026)
- [17] shannonscircle.com, https://www.shannonscircle.com/female-vip-7 (accessed Sep 18, 2026)
- [18] shannonscircle.com, https://www.shannonscircle.com/female-vip-8 (accessed Sep 18, 2026)
- [19] shannonscircle.com, https://www.shannonscircle.com/forbes-article (accessed Sep 18, 2026)
- [20] shannonscircle.com, https://www.shannonscircle.com/fortune-article (accessed Sep 18, 2026)
- [21] shannonscircle.com, https://www.shannonscircle.com/in-the-news/inc-5000-2026 (accessed Sep 18, 2026)
- [22] shannonscircle.com, https://www.shannonscircle.com/love-personality-types (accessed Sep 18, 2026)
- [23] shannonscircle.com, https://www.shannonscircle.com/love-search (accessed Sep 18, 2026)
- [24] shannonscircle.com, https://www.shannonscircle.com/love-stories (accessed Sep 18, 2026)
- [25] shannonscircle.com, https://www.shannonscircle.com/male-vip-1 (accessed Sep 18, 2026)
- [26] shannonscircle.com, https://www.shannonscircle.com/male-vip-4 (accessed Sep 18, 2026)
- [27] shannonscircle.com, https://www.shannonscircle.com/male-vip-5 (accessed Sep 18, 2026)
- [28] shannonscircle.com, https://www.shannonscircle.com/mercury-news (accessed Sep 18, 2026)
- [29] shannonscircle.com, https://www.shannonscircle.com/quiz (accessed Sep 18, 2026)
- [30] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Oct 11, 2026, https://localairegistry.com/methodology (accessed Sep 18, 2026)
- [31] shannonscircle.com, https://www.shannonscircle.com/ (accessed Oct 11, 2026)