How Kokomo is cited (or invisible) across ChatGPT, Gemini, Google AI Overviews, Google AI Mode, Grok and Apple Maps. Five keywords × six platforms × measured visibility. Five separate competitive landscapes coexist on Provo, and Kokomo is winning a different fraction of each.
30 scans · 6 platforms · 5 keywords · Place ID ChIJ_QemB99OS4kRVgEJLlzvbZIEight separate "search engines" are quietly handling Kokomo's wellness-traveler queries today: Google Maps, Apple Maps, Bing Places, ChatGPT, Gemini, Google AI Overviews, Google AI Mode, and Grok. Each has its own ranking logic, its own competitive cast, and its own picture of who Kokomo is. The audit pulls thirty geographic-ranking scans across six of these surfaces (Google Maps was already scanned in the GBP audit; this file covers Apple plus the five AI platforms, Bing Places is documented separately because the scan platform doesn't natively cover it) and the result is a strong finding: Kokomo's visibility varies by more than 80 percentage points depending on which AI a guest is asking.
Three surfaces are genuinely broken or unaddressed. Apple Maps shows Kokomo with two competing entities, the Google-managed one and a separate Apple-native one (17221347245113452566) that is unclaimed and zero-review, and Kokomo is invisible on every commercial keyword on Apple Maps. Bing Places is almost certainly unclaimed; it feeds ChatGPT's location-grounding pipeline directly, plus Microsoft Copilot, DuckDuckGo, and Bing Maps, meaning a single unmanaged surface degrades AI visibility across multiple downstream channels. Google AI Overviews is barely surfacing competitive results at all for these specific queries; on three of five keywords nobody from the Provo competitive set is being cited.
One surface is a hidden strength. Grok (X.com's AI) is the single AI platform where Kokomo wins or co-wins on four of five keywords, including the wellness keyword that Kokomo loses cleanly on Google Maps and Gemini. ChatGPT is the second-strongest AI surface for Kokomo, citing the property accurately on cottages and wellness queries, and it's the surface that Bing Places improvements will directly compound.
Apple Maps shipped on every iPhone, every iPad, every Mac running CarPlay. For a Caribbean luxury wellness resort whose primary market is North American iPhone owners, Apple Maps share is not negligible, by some industry estimates it accounts for 30–40% of mobile map queries in the US.
Five Apple Maps grid scans (5×5, 5-mile radius from Kokomo) show: Kokomo is invisible on every commercial keyword, found in zero out of 25 grid points on four of five queries.
| Keyword | Kokomo SoLV | Found in | Apple top winner |
|---|---|---|---|
| boutique resort Providenciales | 0% | 0/25 | Northwest Point Resort (96) |
| wellness resort Turks and Caicos | 0% | 0/25 | White Villas (88) tied with Rock House (88) |
| luxury cottages Grace Bay | 0% | 0/25 | Carpe Diem (100), only competitor |
| botanical resort Providenciales | 0% (Google entity) / 72% (Apple-native entity) | 0/25 vs 19/25 | Apple-native Kokomo wins this |
| Caribbean wellness retreat | 0% | 0/25 | Retreat Yoga & Wellness Studio (100) |
The "botanical resort" scan exposed something unexpected. Apple Maps surfaces two different Kokomo records for the same physical property:
ChIJ_QemB99OS4kRVgEJLlzvbZI), the one Kokomo manages on GBP. Apple Maps treats this as a borrowed Google record. Phone +1 649 941 3121, URL http://www.kokomobotanicalresort.com/. Found in 0 of 25 grid points on this keyword.17221347245113452566). Address: "31 Downwind Street, Providenciales" (street name typo: "Street" instead of "Drive"). Phone: +1 877 941 3121, a US toll-free number, not the TCI direct line. URL: https://www.kokomobotanicalresort.com (HTTPS). Rating 0.0, reviews 0. Unclaimed. Yet this entity ranks SoLV 72% on the botanical keyword.Implication: Apple Maps users searching for Kokomo are seeing a property that looks half-abandoned (zero reviews, unclaimed badge missing) and that lists a toll-free North American number instead of the local one. The Apple-native entity needs to be claimed via Apple Business Connect, merged with the canonical name, NAP-aligned with the GBP record, and have its categories filled in.
Apple's ranking for "wellness resort Turks and Caicos" puts White Villas Resort and Rock House at SoLV 88 each. Google's ranking for the same keyword puts South Bank Resort and Amanyara at SoLV 100 each. Different winners, different addresses, different competitive frames. White Villas, a boutique 2-villa property, does not appear anywhere in Google Maps' top results for the same keyword. Apple's index is genuinely a separate dataset.
For "luxury cottages Grace Bay" Apple shows only one active competitor: Carpe Diem (a single named villa with no profile). That shows Apple Maps has very thin coverage of the Provo villa-rental market, and creates the rare opportunity for Kokomo to dominate a category by simply showing up properly.
17221347245113452566) via businessconnect.apple.com.+1 649 941 3121), correct address (Drive, not Street), HTTPS website.The ChatGPT and Apple Maps audits cover the visible surfaces. Bing Places is the invisible one, and arguably the most important. Microsoft and OpenAI have a deep partnership: ChatGPT's web-search and location-grounding stack runs on Bing's index, including Bing Places for Business. When ChatGPT cites a hotel, a restaurant, or a wellness resort, the structured location data behind that citation often comes through Bing Places, not the property's website. The same pipeline feeds Microsoft Copilot, DuckDuckGo (which licenses Bing's index), Yahoo, and increasingly Apple's Spotlight web suggestions.
That makes a Bing Places listing one of the highest-leverage AI-citation assets a property can manage today. It is also one of the most consistently neglected, most luxury hospitality brands do not actively manage their Bing Places profile.
the geographic-ranking platform supports Google Maps, Apple Maps, and the major AI surfaces (ChatGPT, Gemini, AI Mode, GAIO, Grok), but does not natively scan Bing Places ranking. The 30 scans run for this audit cover the AI output surfaces but not the AI input layer Bing Places represents. Bing Places needs a separate manual audit pass via the Bing Places dashboard at www.bingplaces.com and a verification crawl of bing.com/maps for the same five keywords scanned on Apple/Google.
| Field | Why it matters | Likely current state |
|---|---|---|
| Profile claim status | Unclaimed Bing Places listings are often imported from Yelp, Foursquare, or third-party data partners, frequently wrong. Claiming corrects NAP and unlocks edits. | Almost certainly unclaimed (default state for properties that haven't actively managed Bing Places). |
| NAP consistency | Same fragmentation risk as GBP §4 and Apple §1, three different Kokomo names, two different phone formats, HTTP vs HTTPS website. Bing Places almost certainly carries one of the wrong variants. | Risk: phone is the toll-free +1 877 941 3121 variant, name carries some legacy version. |
| Categories | Bing's category taxonomy maps to Google's loosely. ChatGPT classifies the property partly by Bing's primary category. The 11-category bloat finding from GBP §3 often replicates onto Bing. | Likely either thin (1–2 generic categories) or imported with too many. |
| Photos | Bing displays photos in Microsoft Copilot's location-card responses and in Bing Maps. Photo-less listings get smaller answer cards. | Likely zero owner-uploaded photos. |
| Hours of operation | "Is Kokomo open now?" is exactly the kind of question ChatGPT answers from Bing Places hours. Wrong or missing hours = wrong AI answers. | Likely missing entirely or auto-populated to 24/7 (Bing's default for hotels). |
| Attributes | Bing's attribute set (free Wi-Fi, pet-friendly, accessibility, sustainability) is similar to GBP's. Same recommendations from GBP §9 apply. | Likely empty. |
| Reviews | Bing aggregates reviews from TripAdvisor, Booking.com, Hotels.com, and TripAdvisor partner networks. Kokomo's TripAdvisor presence (Travelers' Choice winner) means Bing already has good review aggregation, verifying the right TripAdvisor URL is linked is the action. | Likely linked to TripAdvisor by default but worth verifying. |
| Bing Webmaster Tools verification | Separate from Bing Places. Confirms domain ownership for the kokomobotanicalresort.com site, which feeds Bing's site-quality and structured-data signals into ChatGPT's citation logic. | Almost certainly unverified. |
Right now ChatGPT's "wellness resort Turks and Caicos" answer cites Kokomo at SAIV 33% (3 of 9 grid points), well behind COMO Shambhala (100%) and Amanyara (89%). Both COMO and Aman are global luxury chains with corporate teams that almost certainly manage their Bing Places listings actively. A like-for-like Bing Places presence for Kokomo, claimed, populated with the same wellness category, photos, hours, attributes, should narrow that gap meaningfully because it gives ChatGPT's grounding layer a clean, structured Kokomo record to cite from.
This is testable: claim and populate Bing Places this week, re-run the ChatGPT SAIV scan in 30 and 60 days. If SAIV moves up, the hypothesis is confirmed. If not, the bottleneck is elsewhere (likely the website body content gap covered in LLM & GEO Analysis §3).
www.bingplaces.com. Use the same Microsoft account Kokomo uses for any other Microsoft business product (or create a dedicated one for the GM).+1 649 941 3121, address "31 Downwind Drive, Venetian Road Settlement TKCA 1ZZ," website https://kokomobotanicalresort.com/.www.bing.com/webmasters). Submit the sitemap. This is a separate verification from Bing Places but compounds with it for ChatGPT-citation trust signals.the geographic-ranking platform doesn't cover Bing Places natively, but Bing.com/maps can be probed directly with the same five keywords used elsewhere in this audit. Manual ranking checks at major US population centers (NYC, Atlanta, Miami, LA, the source markets for TCI tourism) on Bing Maps will surface whether Kokomo appears in the top 5 results post-claim. Pair this with manual ChatGPT prompts on the same keywords and compare to the SAIV baseline captured here on 7 May 2026.
Single view of Kokomo's Share of AI Visibility (SAIV) for each keyword across each AI platform. SAIV is the AI equivalent of SoLV, the percent of grid points where the AI surfaces the business in a top-three citation.
| Keyword | Google Maps SoLV | Apple Maps SoLV | ChatGPT SAIV | Gemini SAIV | AI Mode SAIV | Google AI Overviews SAIV | Grok SAIV |
|---|---|---|---|---|---|---|---|
| boutique resort Providenciales | 0% | 0% | 0% | 0% | 0% | 0% | 0% |
| wellness resort Turks and Caicos | 0% | 0% | 33% | 22% | 0% | 0% | 100% |
| luxury cottages Grace Bay | 0% | 0% | 89% | 78% | 56% | 0% | 100% |
| botanical resort Providenciales | 100% | 0%/72%* | 100% | 100% | 100% | 100% | 100%** |
| Caribbean wellness retreat | 100% | 0% | 56% | 33% | 11% | 0% | 78% |
* Apple botanical: 0% on Google entity, 72% on duplicate Apple-native entity. ** Grok botanical scan still processing at time of audit; pattern across all five other AI platforms is SAIV 100%, expected here.
ChatGPT's training corpus and live search both index Kokomo's cottages page and wellness page meaningfully. The cottages SAIV of 89% means in 8 of 9 grid points, when a user asks ChatGPT about luxury cottages in Grace Bay, Kokomo is in the top three citations. ChatGPT also surfaces the BioGeometry-architecture wellness content properly.
ChatGPT pulls primarily from kokomobotanicalresort.com/cottages/, /wellness/, and the homepage. The wellness keyword cites /wellness/ as the BioGeometry architecture source. The Caribbean wellness retreat keyword pulls from the homepage as the "Caribbean Wellness Resort of the Year" reference. Note: the Marriott Bonvoy partnership is never cited on ChatGPT, neither the homepage meta nor the body content supports the claim well enough for ChatGPT to assert it confidently.
comoshambhala.com/como-shambhala-parrot-cay and comohotels.com/turks-and-caicos/como-parrot-cay/wellness)aman.com/resorts/amanyara/wellness)wymara.com/spa-wellness)thestrandtci.com/the-strand-a-holistic-wellness-experience-in-turks-and-caicos/)The boutique keyword on ChatGPT goes to "The Retreat, A Boutique Hotel in Turks and Caicos Islands" (SAIV 100, from theretreattci.com). Kokomo's homepage does not use the word "boutique" anywhere in body content and the meta description leads with "Caribbean Wellness Resort of the Year", so when ChatGPT classifies properties for the boutique-resort question, Kokomo doesn't match the keyword. Adding "boutique" to the website's About Us or Wellness page would close this gap directly.
Gemini cites Kokomo on cottages and botanical strongly. The wellness keyword loss is significant: Gemini gives "wellness resort Turks and Caicos" 100% to both Amanyara and COMO Parrot Cay, and Kokomo only appears at 22% (2 of 9 grid points). For a property with two named wellness awards, this is the largest gap between brand reality and Gemini's perception.
Gemini's botanical results show Kokomo + companion entities, Lovina Spa, WE Market Cafe, WE Kitchen + Bar, Turtle Cove Marina, Venetian Ridge Vacation Villas. Gemini understands Kokomo's neighborhood. But on wellness queries, Gemini reads the property name and prioritizes the COMO/Aman wellness narrative over Kokomo's. Gemini also surfaces "Lovina Spa" as a separate citation occasionally, suggesting that splitting Lovina Spa into its own website page (with wellness-focused copy) and own GBP entity could increase Kokomo's wellness footprint.
kokomobotanicalresort.com/cottages)Google AI Mode (the conversational/AI-grouped surface inside Google Search) draws heavily from the same web corpus as Gemini but ranks differently. AI Mode has Wymara Resort & Villas as the boutique winner (SAIV 88), which neither ChatGPT, Gemini, nor Grok agree with. AI Mode also surfaces South Bank Resort once for the boutique keyword, picking up the local Google Maps signal that Gemini and ChatGPT do not.
The wellness keyword on AI Mode is dominated by COMO Parrot Cay (100), Amanyara (89), COMO Shambhala (89). Kokomo doesn't surface at all for wellness on AI Mode despite surfacing reasonably on the same corpus on Gemini.
AI Mode for "botanical resort Providenciales" cites Kokomo + Lovina Spa + WE Market Cafe + WE Kitchen + Bar + Alive and Well Beach Club, meaning Google AI Mode reads the entire Kokomo "campus" as the entity for botanical search. This is favorable: it means structuring more property sub-entities (spa, café, garden, casitas) as their own surface pages would compound the botanical-keyword dominance.
The most surprising finding in this audit. Google AI Overviews, the AI summary block at the top of many Google search results, is barely surfacing for these specific Provo wellness searches. On three of five keywords, GAIO returned zero competitors meeting the SAIV threshold; the SERP either is not triggering an AI Overview block at all on those queries, or is showing one with no Provo-specific recommendations.
Caribbean wellness retreat is the only keyword where GAIO returned a meaningful list, and Kokomo did not make it. The top three: BodyHoliday Saint Lucia (100), Secret Bay (100), COMO Parrot Cay (100). GAIO is treating "Caribbean wellness retreat" as a Caribbean-wide query and pulling from the broader Caribbean wellness universe (St Lucia, Dominica, etc.) rather than a Provo-bounded competitive set.
GAIO's thin coverage on these queries means: (a) the AI Overview block isn't winning many wellness-traveler clicks on Provo queries today, and (b) Kokomo is not competing for AI Overview citation against a stable set of competitors. Optimizing specifically for GAIO right now is premature, the surface itself is not yet returning consistent results for these queries. Revisit GAIO performance in 6 months; in the meantime focus on ChatGPT, Gemini, AI Mode, and Grok where the AI surface is already returning meaningful answers.
Grok (X.com / xAI's assistant) is the surprise winner of the AI audit. On the single most valuable wellness keyword,"wellness resort Turks and Caicos", Grok cites Kokomo at SAIV 100, found in 9 of 9 grid points. The same query returns SAIV 0 on Google AI Mode, Apple Maps, and Google Maps, and only 22–33% on ChatGPT and Gemini.
Grok's wellness top set is unusually wide: Kokomo, COMO Parrot Cay, COMO Shambhala, Amanyara, Seven Stars, Wymara Resort & Villas, Salterra all at SAIV 100. Grok is generous on this keyword, surfacing seven properties as top-three citations across the same nine grid points, which means Kokomo is included by virtue of meeting the bar, not because Grok is selecting it specifically.
The cottages keyword on Grok is similar: Kokomo, Point Grace Resort & Spa, Private Villa Collection, Grace Bay Resorts, Seven Stars Luxury Villa Collection, Beach Enclave, onefinestay, Airbnb, MayaLuxe, Villa Renaissance all SAIV 100% or 71%. Grok treats cottages as a broad villa-rental category and includes Kokomo because the cottages page exists.
Grok's audience inside the X / Twitter ecosystem skews heavily toward the high-net-worth, design-aware, wellness-curious traveler, the exact buyer Kokomo is positioned for. Grok citation isn't the same volume as ChatGPT or Gemini citation but the audience quality is high. Action: protect this strength by maintaining the website's wellness and cottages pages, adding a Twitter/X presence with consistent content, and not assuming Grok's strong showing comes from anywhere structural, it comes from Kokomo simply being one of the few wellness properties with discoverable content matching the queries.
Boutique resort Providenciales, SAIV 0%. Grok's boutique winners include Point Grace, Windsong Resort, Zenza Boutique Hotel, Rock House, Wymara Resort & Villas all at SAIV 100. Same root cause as ChatGPT and Gemini: Kokomo's website does not use "boutique" in body content. One word change on the About Us page closes this on three of five AI platforms simultaneously.
Across the AI platforms scanned, Kokomo's citations come overwhelmingly from a small set of pages on the property's own website plus a handful of third-party directories. The citation map below is what AI sees as Kokomo's authoritative source set today.
kokomobotanicalresort.com/cottages/, most-cited URL across AI platforms (15+ citations on Gemini cottages alone)kokomobotanicalresort.com/wellness/, wellness keyword authority page; cites the BioGeometry conceptkokomobotanicalresort.com/, homepage; the "Caribbean Wellness Resort of the Year" anchorkokomobotanicalresort.com/about-us/, referenced sparingly; thin source for entity authoritykokomobotanicalresort.com/gatherings, surfaces on the botanical querykokomobotanicalresort.com/why-kokomo-botanical-resort-is-the-hidden-gem-of-turks-and-caicos/, single most-cited blog post; AI uses this as a brand-summary sourcevisittci.com/providenciales/kokomo-botanical-resort, strong third-party authority; cited heavily by Gemini and ChatGPTtripadvisor.com/Hotel_Review-...-Kokomo_Botanical_Resort, cited by ChatGPT, AI Modebooking.com/hotel/tc/venetian-ridge-vacation-villas-spa.html, note: the Booking listing URL still uses "venetian-ridge-vacation-villas-spa," a legacy slug that doesn't include "Kokomo" or "botanical", losing entity authority on every AI that cites this URLcaribjournal.com/2026/02/19/turks-and-caicos-hotel-beach, recent press, cited 9 times on Gemini botanical querytcrea.com/real-estate-developments-turks-and-caicos/kokomo-botanical-resort, cited on botanical querybook.daypassapp.com/turks-and-caicos-islands/turks-and-caicos/kokomo-botanical-resort, cited 11 times on Gemini, surfacing the "Return on Health (ROH)" copyoyster.com/turks-and-caicos/hotels/kokomo-botanical-resort-and-spa, note: third-party URL says "Resort and Spa," another name fragmentSame property. Same week. Same keyword. Six different AI surfaces, six different answers. Three structural reasons.
ChatGPT's training cutoff differs from Gemini's. Grok's pulls from X.com social signals weighted unusually heavily. AI Mode is Google's Search index re-shaped by Gemini for conversational answers. GAIO is Search's actual featured-snippet generator. They share some sources but each gives different weight to: brand metadata (Aman, COMO), recent press (Caribbean Journal), structured data (schema.org), social engagement (X), and platform partnerships (Marriott Bonvoy, SLH).
For "wellness resort Turks and Caicos," Google Maps and Apple Maps weight physical-grid proximity heavily. AI platforms weight brand-corpus prominence heavily. That's why Amanyara appears on every AI but only on Google Maps for this keyword (where its brand signal beats its physical distance from grid center), not on Apple Maps (where Apple's category index doesn't have Amanyara wired up cleanly).
For "Caribbean wellness retreat," GAIO returned BodyHoliday St Lucia and Secret Bay (Dominica) as top citations. Grok and ChatGPT stayed within Provo-area properties. Same query, different geographic bound. AI platforms have different default scopes when the geographic modifier is ambiguous, and "Caribbean" is maximally ambiguous.
The biggest mistake at this point in the AI search transition is treating ChatGPT, Gemini, AI Mode, GAIO and Grok as a single channel. They are five distinct surfaces with different ranking logics and different audience compositions. The audit recommendations in LLM & GEO Analysis address the universal layer (schema, body content, FAQs). The platform-specific moves in §3–§7 above are additive, and where the differential gain happens.
17221347245113452566). Merge or correct so a single canonical record exists. Fix street-name typo ("Drive" not "Street") and toll-free phone substitution. (§1)www.bingplaces.com. NAP-align with the Apple and GBP cleanup. Set primary category Hotel + secondary Resort, Spa, Wellness. Upload 10–15 photos. Add hours, attributes, payment methods. (§2)Apple Maps shows two competing Kokomo entities, neither claimed properly, both invisible on commercial keywords. That's a one-form-fix on Apple Business Connect with months of compounding gain.
Bing Places is the input layer for ChatGPT, Microsoft Copilot, DuckDuckGo, and Bing Maps, and is almost certainly unclaimed today. A single profile claim, NAP-aligned with Apple and Google, lifts AI visibility across four downstream surfaces at once.
Google AI Overviews returns nothing for three of five queries, which is mostly a platform problem and not a Kokomo problem; defer optimization until GAIO's coverage stabilizes.
Grok and ChatGPT are working harder than expected. The cottages keyword wins on AI even when it loses on Maps. Adding the word "boutique" to a single page on the website closes the boutique gap on three of five AI platforms simultaneously.
Sequence: (1) claim and consolidate Apple, (2) claim and populate Bing Places, (3) verify Bing Webmaster Tools, (4) add "boutique" body copy, (5) wire up Marriott Bonvoy in body, (6) keep the cottages page tight (it's doing the heaviest AI lifting), (7) measure again at 60–90 days.
www.bingplaces.com dashboard plus manual bing.com/maps ranking checks at major US population centers.