AI Search Visibility ReviewHow these figures were measured
9 of 59 counted checks named Harbor & Pine Plumbing in the engine's own answer.
50 did not.
We asked ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews the 12 searches tested. 59 answers captured. 40 answers cited outside websites — and 9 of 59 counted checks named Harbor & Pine Plumbing in the engine's own answer.
9 answers named Harbor & Pine Plumbing in the engine's own text; 10 answers cited a page on harborpineplumbing.example. A name in an answer is not a link; a citation is a page a buyer can follow. The two are counted separately and are never added together.
The figures above count stored search × engine records from this one scan — one record per search and engine. A named check means the business name was observed in the engine’s own saved answer text: it is not proof of a recommendation, and a check whose saved text cannot settle it either way is reported as “Could not be checked”, never as a no. Citation counts and on-site coverage are measured separately and are never added to these figures.
Across 59 counted checks, Harbor & Pine Plumbing was named in the engine's own answer in 9. 10 checks cited a page on harborpineplumbing.example and 40 checks cited an outside website; 3 checks did both, so 47 checks carried at least one citation. Name presence and citations are counted separately and are never added together.
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See what AI answers.Then see what your agency can deliver.
This report shows recorded AI answers, the websites they cited, a prioritized next content move, and how NarraLoom handles professionally researched content, custom imagery, quality checks and supported publishing — under your agency's brand.
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40 citations of outside websites across 47 answers. 10 of the 59 answers cited harborpineplumbing.example.
In this scan · 59 answers · 12 searches
austinhomeguide.example was cited in 11 answers, the most of any website, across 6 of 12 searches.
| Website | Share of answers that cited it | Answers | Searches |
|---|---|---|---|
| austinhomeguide.example | 11 of 59 | 6 of 12 | |
| harborpineplumbing.example | 10 of 59 | 5 of 12 |
How citations are counted
This scan kept one outside website per answer, so each answer counts at most one outside website.
- NamedChatGPT named Harbor & Pine Plumbing and cited harborpineplumbing.example for “How much does it cost to fix a burst pipe in Austin?”.
Show me
The finding behind this report
What the engines answered
“How long does a water heater replacement take?”
Submitted to five engines on September 28, 2026. Five answers were captured.
Explore the recorded excerpts and the citation associated with each engine.
A standard tank swap usually takes two to four hours; tankless conversions take longer.
Three engines cited an outside website. No citation to harborpineplumbing.example was recorded.
5 answers captured. No name match recorded in the saved answer. 3 cited outside websites — 2 had no recorded website.
THIS WASN'T ISOLATED
Across the full scan.
This scan records 12 tested searches on September 28, 2026. Each audit figure links to its supporting scan record.
Sources
Which websites the engines cited
5 outside websites appeared across 40 answers that cited an outside website, of the 59 answers captured in this scan. Each bar shows how many of the 12 searches a website was cited for. Some cited websites are national brands, listing sites, news sites or businesses outside the scanned area; each is shown because an engine cited it for one of these searches.
harborpineplumbing.example was cited in 10 of 59 captured answers. 3 of those answers also cited an outside website.
A cited website is one recorded as a citation in an AI answer. These counts describe this scan — not a judgment of other businesses.
Sources
5outside websites were cited.
Citation map
What this means
Outside websites were cited in 40 answers. harborpineplumbing.example was cited in 10 — 3 answers cited both.
- How long does a water heater replacement take?No matching page
- Tankless or tank water heater: which is better for a family of four?No matching page
- Is hydro jetting safe for older pipes?No matching page
- How often should I flush my water heater?No matching page
- What causes low water pressure in the whole house?No matching page
- Who installs water softeners in Austin?No matching page
- How do I choose a licensed plumber in Texas?No matching page
Start here
For 7 of the 12 tested searches, this scan found no clear matching page on harborpineplumbing.example.
What the engines cited for these searches
- 10 captured answers cited a page on harborpineplumbing.example, for “How much does it cost to fix a burst pipe in Austin?”, “Who offers 24-hour emergency plumbing near me in Austin?”, “What are the warning signs of a slab leak?”, “Do plumbers charge a call-out fee on weekends in Austin?” and “Can a plumber fix a leaking shower valve without opening the wall?”.
FIRST SEARCH TO REVIEW
How long does a water heater replacement take?
Why this comes first
Ordered by answers captured. Not projected value.
Your next move with NarraLoom
Turn this search into professionally researched content — with the publishing work handled.
The goal is not simply another page. It is useful, well-researched content that covers the search thoroughly and represents the business clearly.
NarraLoom researches and writes the article, creates a custom image for the post, checks for plagiarism, and applies the business’s brand guardrails. The technical SEO and connected publishing work are handled together. You review the complete work before it goes live.
See how NarraLoom handles the work →5 searches already have a clear matching pageReview existing coverage
How much does it cost to fix a burst pipe in Austin?
Matching page foundOpen the matching page ↗Who offers 24-hour emergency plumbing near me in Austin?
Matching page foundOpen the matching page ↗What are the warning signs of a slab leak?
Matching page foundOpen the matching page ↗Do plumbers charge a call-out fee on weekends in Austin?
Matching page foundOpen the matching page ↗Can a plumber fix a leaking shower valve without opening the wall?
Matching page foundOpen the matching page ↗After the first search
The next open searches
- 2No clear matching page found
Is hydro jetting safe for older pipes?
ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews,5/5 answers captured · 2 outside websites citedrapidrooterco.examplefixitlist.example - 3No clear matching page found
How often should I flush my water heater?
ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews,5/5 answers captured · 2 outside websites citedaustinhomeguide.examplefixitlist.example - 4No clear matching page found
What causes low water pressure in the whole house?
ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews,5/5 answers captured · 2 outside websites citedbluelineplumbing.examplefixitlist.example
View the other 3 open searches
Who installs water softeners in Austin?
No matching pageHow do I choose a licensed plumber in Texas?
No matching pageTankless or tank water heater: which is better for a family of four?
No matching page
Ordered by answers captured. Not projected value.
Opens a short application. We reply within one business day. Your 14 days start when we confirm activation.
Outside research shows how quickly people have started asking AI tools for answers and recommendations. These figures come from the publishers named and are not part of this scan.
ChatGPT
1.2B+people use ChatGPT every week.
OpenAIweekly users · Oct 21, 2026
Google AI Mode
1B+people use AI Mode in Google Search each month.
Alphabet Q2 2026 earnings remarksmonthly active users · AI Mode is not one of the engines in this scan · Jul 22, 2026
Local search
45%of US consumers used AI tools for local business recommendations in the past year, up from 6% the year before.
BrightLocal Local Consumer Review Survey 20261,002 US adults · Feb 11, 2026
Google search
8%of Google visits with an AI summary went on to a traditional search result, against 15% of visits without one.
Pew Research Centerbrowsing data from 900 US adults, March 2025 · Jul 22, 2025
How NarraLoom helps
Professionally researched content.A complete publishing system behind it.
This example shows how a selected search becomes content ready for review. Your agency can use the same workflow for its clients under its own brand.
NarraLoom researches and writes expert content in the business’s voice, creates a custom image unique to each post, and automates the supported technical SEO and connected publishing steps. Content is checked for plagiarism and against the business’s brand guardrails. A quality report on those checks comes with each delivery. You review the work and decide what goes live.
Built for AI search visibility
- About 10 minutesAI-assisted onboardingOne guided form about the business.
- Within 72 hoursFirst article ready for reviewAfter your account is active and onboarding is complete.
- Two clicksPublish approved contentAfter setup on WordPress or another supported website platform.
These describe the service, not audit findings or predicted search performance.
The search selected in this scan
How long does a water heater replacement take?
No clear matching page found among the pages checked on harborpineplumbing.example
What every content package includes
One researched article.Everything around it handled.
Each package answers one buyer search. The writing, the checks, the technical SEO, publishing and the tracking afterwards come in one workflow, not separate writing, design and implementation projects to coordinate.
Research and writing
Researched article
Planned from live Google and AI-answer research for the selected search, and written in the business’s voice from verified business details, with an FAQ section where it fits.
Evidence and claim checks
Every material claim is checked against a sourced evidence pack. Unsupported claims are removed or narrowed before you review the article.
Custom image
Created for this post and reviewed with the writing.
Four social posts
Platform-native posts for LinkedIn, Facebook, Instagram and X, written for the same search and sharing one campaign image, each reviewed before it goes out.
Checked before anything goes live
Compliance review
Reviewed for risky claims such as promised outcomes, invented proof, and legal or certification overreach, corrected where needed and checked again.
Plagiarism check
Every piece is checked by an independent originality service, and any matched wording is rewritten before it reaches your review.
Brand guardrails
Checked against the rules agreed for representing the business.
Quality reports
The compliance and plagiarism checks for each piece, emailed with each delivery.
Your approval
Nothing goes live until you approve it.
Technical SEO, handled
Structured data
BlogPosting schema, plus FAQPage schema when the article has an FAQ section, added to the page on self-hosted WordPress through the schema plugin.
Search-ready page
An SEO title, meta description, excerpt, categories and tags prepared for every article.
Internal links
Three to six contextual links from each article to related articles already on the business’s blog.
Crawler access check
The site’s robots.txt is read to confirm Googlebot, Bingbot, GPTBot, OAI-SearchBot, ClaudeBot and PerplexityBot can reach it. Reported, never changed.
Publishing
Published to WordPress, WordPress.com or your connected site. Publication is confirmed by reading the live article back.
Tracked after it publishes
Google Search Console
Once publication is confirmed, the sitemap is submitted and the article’s index status is checked on days 1, 3, 7 and 14, when Search Console is connected.
AI Answers, article by article
Before writing, the article’s search is put to ChatGPT, Claude, Gemini and Perplexity and their answers are stored. It is put to them again 30 days after publishing, then monthly. Each answer is recorded as named, cited or not present.
AI Mentions, every month
How often the business surfaced in Google AI and ChatGPT answers, and which published articles were cited.
This describes the service. It is not a finding of this scan or a statement about future search visibility.
Nothing goes live before your approval.
EXAMPLE OF COMPLETED NARRALOOM WORK
What Is Title 24 and How Does It Affect a California Fire Rebuild
A researched article NarraLoom wrote, illustrated and published for a fire-rebuild contractor in Los Angeles County.
Read the article and see its custom image →Shown as an example of completed work — not content prepared for Harbor & Pine Plumbing.QUALITY REPORTING
Quality checks built in. Reported with each delivery.
Each delivery comes with a quality report on the compliance and plagiarism checks performed on your content. See the checks behind the work, not just the finished draft.
View a sample quality report →Publish, share, and measure.
Different tools. Different jobs.
Website
WordPress
Publish approved content in two clicks to WordPress, WordPress.com or your connected site. On self-hosted WordPress, the schema plugin adds the structured data.
After the supported website connection is set up.Social channels
Facebook · LinkedIn · Instagram · X
Share approved social content on the supported channels the business uses.
Google Search submission
Google Search Console
Published content enters the supported Google Search Console submission workflow as part of publishing; index status is tracked per article.
Separate from the AI-visibility re-scan.Platform availability depends on your plan and completed connections. You approve the content before publication; NarraLoom handles the supported technical steps.
Built for AI search visibility. Designed to support traditional SEO, too.
Relevant content, clear explanations, and technical publishing preparation support the business’s broader search presence. The goal is useful content that represents the business well — not simply another page.
A later comparable scan can show what changed in the recorded AI answers and citations; re-scans are not part of the 14-Day Agency Proof. Publishing an article does not mean it will be indexed or cited by AI engines.
The ask
Prove the service before you commit.
Start with your agency's own business and add up to two client or prospect businesses. Inspect the content, test the approval and publishing workflow, and decide whether the work meets your standards before choosing an Agency Partnership.
- Sales fit: can your team explain the finding and the proposed work in a client conversation?
- Delivery quality: would you put your agency's name on the finished content and imagery?
- Operating fit: how much review, revision and publishing effort remains with your team?
Your team operates NarraLoom. Your clients receive your agency's content and reporting — without needing a dashboard account.
No credit card. No automatic paid conversion. On day 15 nothing is charged, and your agency keeps everything delivered.
DURING THE PROOF YOU WORK IN NARRALOOM'S APP. IN AN AGENCY PARTNERSHIP, THE REPORTS AND THE CONTENT CARRY YOUR AGENCY'S BRAND ON YOUR OWN DOMAIN.What your 14-Day Agency Proof includes
If an article isn't something you'd put your agency's name on, we rewrite it once. If a delay on our side shortens your evaluation, we extend the proof by that delay.
Opens a short application. We reply within one business day. Your 14 days start when we confirm activation.
Book a partner callOptional.
Wholesale scope and pricing are shared privately before your proof starts.
The full 14-Day Agency Proof terms
- Your agency's own business plus up to two client or prospect businesses, managed by your agency. A prospect must agree to the sample.
- Two researched articles per business, six in total. Each is written in the business's voice, with a custom image, a search title and meta description, and plagiarism and brand-guardrail checks.
- Four social posts per article, 24 in total, for LinkedIn, Facebook, Instagram and X.
- During the proof you review the content in NarraLoom's app, and you can copy and post it yourself. Client websites and social accounts are connected in an Agency Partnership.
- One supported publishing demonstration (WordPress and Search Console).
- One AI Search Visibility Report per business. Re-scans are not included in the proof.
- The first article for a business is ready for review within 72 hours after your proof is activated and onboarding for that business is complete.
- One revision round per article. Anything we got wrong about the business is corrected free.
- If an article isn't something you'd put your agency's name on, we rewrite it once.
- If a delay on our side shortens your evaluation, we extend the proof by that delay.
- No credit card. No automatic paid conversion.
- On day 15 nothing is charged and nothing is removed. Your agency keeps everything delivered, and downloads stay available for 30 days.
- Your agency may keep, edit, publish and resell everything delivered to it, whether or not you continue.
- One proof per agency.
- Wholesale scope and pricing are shared privately before your proof starts.
- The proof runs 14 days from the activation NarraLoom confirms.
- An Agency Partnership is month to month and billed per client business: 10 or 20 articles a month, each with LinkedIn, Facebook, Instagram and X versions, and a re-scan of the business's searches each quarter.
Evidence room
The full working record
The stored record behind this report: every search in the test set, every captured engine check, every cited website, and the stored evidence excerpts — shown as saved. The exhibits are a selected set, not a complete archive of raw engine responses.
Full search × engine source matrix Every check for all 12 searches across 5 engines
Name presence by engine Every check for all 12 searches, by engine
Complete list of cited websites All 5 outside websites cited, with citation counts
Selected evidence excerpts 3 selected excerpts, shown as saved — not the complete set of captured checks
How this was measured
Stored measurements, shown as saved.
Audit findings link to the stored scan evidence. Delivery, onboarding and publishing details describe the NarraLoom service.
No score, grade, or projected value appears anywhere in this report. Every audit figure is built from stored engine answers, the citations they carried, and what the scan found on the audited site.
Stored evidence
Stored evidence excerpts and recorded source links are shown as saved, never rewritten or reconstructed. Phone numbers and email addresses are removed when answers are saved. An excerpt is the opening of a saved answer; the full saved answer opens from it. Reported counts are derived from the stored scan record, and the underlying evidence can be opened in the Evidence room (chapter 08).
Single observation
This is one scan at one moment — September 28, 2026.
No projections
No traffic, demand or money figure is estimated anywhere on this page.
Read the full methodology and limitationsWhat was asked · how the engines were checked · limitations · deliberately not on this page
- 1 engine check has no usable captured answer in this scan and is excluded from the citation counts.
- This is a single observation, not a trend. AI answers vary between runs and over time.
What was asked
The 12 searches shown here define the test set for this scan. Wording may be adapted from source material rather than copied from a single real search, so no measured search demand is claimed for any individual search or locality. This report records what the engines did with this test set — no demand or volume figure appears anywhere on this page.
How the engines were checked
Each search was submitted to each of the 5 engines on September 28, 2026 — 60 checks in total. 59 checks captured an answer; no answer was captured for 1 and they appear in the grid as "no answer captured." Stored excerpts are shown as saved, and citations are recorded as captured. Google AI Overviews are saved as Google showed them. When an overview listed businesses without a website link, the check is recorded as “No source”; when its saved text could not settle whether the business was named, it is recorded as “Could not be checked” and left out of the name count.
Three distinct measurements — never summed
Named — the business name appears in the engine's own saved answer for that check; it is not proof of a recommendation, and a check whose saved text cannot settle it either way is never counted as a no. Citation — the answer links to a website. Matching page — a page on the audited site that clearly answers the search. Each is measured separately; a named answer is not a citation, and a citation is not a matching page.
About "no clear matching page found"
It means the scan found no clear match for the search among the harborpineplumbing.example pages it checked — not proof that no related page exists anywhere on the site.
Limitations
AI engines vary between runs, and personalization or location can change answers. A single scan is one observation, not a trend; a later scan of the same searches shows what changed.
Deliberately not on this page
- No money figures, and no projected value of any finding.
- No estimated demand or traffic figures for any search.
- No single visibility score, index, or share-of-voice number.
- No rewritten or paraphrased quotes — stored evidence excerpts are shown as saved.
- No second scan: one scan, one observation.
- No engine claim attached to a coverage count, and no coverage claim attached to an engine count.
TrademarksPlatform and engine names used to identify them
WordPress is a registered trademark of the WordPress Foundation. Facebook and Instagram are trademarks of Meta Platforms, Inc. LinkedIn is a registered trademark of LinkedIn Corporation. X and the X logo are trademarks of X Corp. Google and Google Search Console are trademarks of Google LLC. All marks are the property of their respective owners and are used to identify the platforms this service publishes to; their use does not imply endorsement, sponsorship or affiliation. The plugin for WordPress is an independently developed, third-party plugin. ChatGPT is a trademark of OpenAI. Claude is a trademark of Anthropic, PBC. Gemini and Google AI Overviews are trademarks of Google LLC. Perplexity is a trademark of Perplexity AI, Inc. They are named to identify the AI engines whose stored answers this report measures; no endorsement, sponsorship or affiliation is implied.
Opens a short application. We reply within one business day. Your 14 days start when we confirm activation.