YOUR RESULTS · RIGHT NOW
Barely showing up.
18 of 405 service answers named Rivera & Sons Plumbing.
SERVICE QUESTIONS · Portland, OR
Choose a topic, then a question to open its evidence and plan.
This is an older, illustrative report.Rivera & Sons Plumbing is not a real business.
This example is dated 15 August 2026 and contains 30 questions and 450 fictional answers. Its confidence ranges are calculated by the same code used for real reports. It illustrates the measurement section, rather than every section of today's report.
Today's plan: new domains start with 45 questions and up to 675 samples per assessment, with one assessment each billing month. Existing domains keep their question set so monthly comparisons stay useful.
For a real business example with recommended changes and supporting evidence, see the report and action plan.
One section here will not appear on most reports. The “platforms do not agree on how to reach you” panel shows only when they actually disagree — on our own testing that was 25 of 59 businesses. If yours all agree you will see nothing there, and that is the good outcome rather than a missing feature.
Get the full report for your own business — $99/mo per domain, every answer word for word, with the fixes, re-measured every month.
YOUR ASSESSMENT + ACTION PLAN
Rivera & Sons Plumbing
Portland, ORExample · Aug 15, 2026riveraandsonsplumbing.com
Save or share your report
We searched for you—here’s where you show up in your customer conversations with AI.
Other businesses show up more.
27 customer questions. 405 saved service answers. Here’s where AI mentioned you—and where it didn’t.
Blue: not mentionedGold: mentioned
Grey = inconclusive or unavailable
THE GOAL · ILLUSTRATION
Be part of more conversations.
What a stronger presence can look like.
Choosing a providerCosts & choicesDrains & sewersEmergency helpNew water heatingRepairsReviews & reputationServices & particular needsWater heating
YOUR BUSINESS · IN MORE ANSWERS
Example only · not a forecast or a saved result.
Choosing a providerCosts & choicesDrains & sewersEmergency helpNew water heatingRepairsReviews & reputationServices & particular needsWater heating
Your name was left out of these questions. Colours show saved mentions by topic, not market share.
Now, let’s work on the gaps.
Explore the answers and choose your priorities below.
Technical readinessScroll to review the website
01 / Website foundations
Your website checks need verification.
19 checks are still unverified.
- Passed0
- Needs attention0
- Not verified19
Grey means unverified, not failed.
Things to improve0 checks
No confirmed issues in the saved checks. Unverified items are listed separately.
Things you are winning on0 checks
No checks have a confirmed pass yet.
Still to verify19 checks
The saved evidence does not settle these checks. They are not website failures or completed checks.
Access & indexing
Readable initial page textNot verified
Checks whether the inspected pages supplied readable initial HTML. Failed requests stay unknown. No usable dated observation was saved for this check.
Open the supporting checks ↗Readable homepage after JavaScriptNot verified
Checks for readable homepage text in the separate browser observation; this is not an interior-page browser audit. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded crawler access rulesNot verified
Checks the saved robots rules for restrictions on search crawler identifiers tested. Training controls and user-initiated fetch rules are recorded separately; a restriction does not prove a platform cannot mention the business. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded crawler HTTP responsesNot verified
Checks crawler-identifier requests against a browser and two controls. Rate limits, timeouts, server errors and incomplete comparisons stay unverified; a request difference is not proof about real crawler networks. No usable dated observation was saved for this check.
Open the supporting checks ↗Page indexing instructionsNot verified
Looks for noindex instructions on inspected pages. A flagged instruction requires a decision about whether that page should be searchable. No usable dated observation was saved for this check.
Open the supporting checks ↗
Page identifiers & headings
Specific page titlesNot verified
Checks for saved titles beyond generic labels such as “Homepage”. No usable dated observation was saved for this check.
Open the supporting checks ↗Plain-text page descriptionsNot verified
Checks for saved descriptions without embedded HTML tags. Search engines may choose other snippets. No usable dated observation was saved for this check.
Open the supporting checks ↗Specific main headingsNot verified
Checks for an H1 beyond a generic page label. This is not a judgment of the full copy or visual hierarchy. No usable dated observation was saved for this check.
Open the supporting checks ↗Canonical declarations, where suppliedNot verified
Checks whether a supplied canonical declaration uses one valid web URL; no declaration is not a failure. No usable dated observation was saved for this check.
Open the supporting checks ↗
Business facts & structured data
Business name identifiedNot verified
Looks for the supplied business name in the saved homepage. A detector miss stays unknown. No usable dated observation was saved for this check.
Open the supporting checks ↗Services identified in page textNot verified
Looks for recognised service wording. Unfamiliar wording is unknown, not proof that services are missing. No usable dated observation was saved for this check.
Open the supporting checks ↗Matched structured business recordNot verified
Checks for a supported record matched to this business. Only initial and complete browser-homepage absence can support a missing-record finding. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded JSON-LD parsesNot verified
Checks whether existing JSON-LD blocks parse. Optional markup formats are not required just to pass this syntax check. No usable dated observation was saved for this check.
Open the supporting checks ↗Compared business fields agreeNot verified
Looks for conflicts between compared fields and saved page evidence. Unchecked optional fields are not certified. No usable dated observation was saved for this check.
Open the supporting checks ↗No conflicting duplicate recordsNot verified
Looks for conflicting duplicate records within each inspected page snapshot. No usable dated observation was saved for this check.
Open the supporting checks ↗
Internal & contact paths
Selected internal pages can be readNot verified
Checks whether selected linked pages returned readable content. Confirmed 404/410 destinations need review; a timeout or denied request remains unknown. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded email destinationsNot verified
Checks existing email links for email destinations rather than web URLs containing an email address. A JavaScript correction does not change the saved initial source. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded telephone destinationsNot verified
Checks whether existing telephone links contain a number. This does not independently verify the number or call routing. No usable dated observation was saved for this check.
Open the supporting checks ↗A public contact route is recordedNot verified
Looks for a contact link, contact-page link or form on the homepage. Presence does not establish form delivery or customer response. No usable dated observation was saved for this check.
Open the supporting checks ↗
Recommended website changes
Website changes address the findings we observed. The answers do not establish which change will earn more recommendations.
No additional search-access or website-structure changes are supported by the saved checks. This does not establish that every part of the website is correct or explain why AI did not name the business.
How we chose this order
Website structure and search-access findings come first, based on recorded code, page or crawler checks. Customer-experience improvements are a separate list: clearer wording and easier next steps are not established SEO or AI-ranking fixes. Related findings are grouped into one task and ranked within their list. This is a practical work order, not a prediction of traffic, revenue or AI rankings.
Work through the website fixes
Copy the website findings, proposed edits and supporting evidence.
Open the online report to read or copy this prompt.
Review the 19 checks
Access & indexingNot verified
Readable initial page text
Not verifiedChecks whether the inspected pages supplied readable initial HTML. Failed requests stay unknown. No usable dated observation was saved for this check.
Open the supporting checks ↗Readable homepage after JavaScript
Not verifiedChecks for readable homepage text in the separate browser observation; this is not an interior-page browser audit. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded crawler access rules
Not verifiedChecks the saved robots rules for restrictions on search crawler identifiers tested. Training controls and user-initiated fetch rules are recorded separately; a restriction does not prove a platform cannot mention the business. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded crawler HTTP responses
Not verifiedChecks crawler-identifier requests against a browser and two controls. Rate limits, timeouts, server errors and incomplete comparisons stay unverified; a request difference is not proof about real crawler networks. No usable dated observation was saved for this check.
Open the supporting checks ↗Page indexing instructions
Not verifiedLooks for noindex instructions on inspected pages. A flagged instruction requires a decision about whether that page should be searchable. No usable dated observation was saved for this check.
Open the supporting checks ↗
Page identifiers & headingsNot verified
Specific page titles
Not verifiedChecks for saved titles beyond generic labels such as “Homepage”. No usable dated observation was saved for this check.
Open the supporting checks ↗Plain-text page descriptions
Not verifiedChecks for saved descriptions without embedded HTML tags. Search engines may choose other snippets. No usable dated observation was saved for this check.
Open the supporting checks ↗Specific main headings
Not verifiedChecks for an H1 beyond a generic page label. This is not a judgment of the full copy or visual hierarchy. No usable dated observation was saved for this check.
Open the supporting checks ↗Canonical declarations, where supplied
Not verifiedChecks whether a supplied canonical declaration uses one valid web URL; no declaration is not a failure. No usable dated observation was saved for this check.
Open the supporting checks ↗
Business facts & structured dataNot verified
Business name identified
Not verifiedLooks for the supplied business name in the saved homepage. A detector miss stays unknown. No usable dated observation was saved for this check.
Open the supporting checks ↗Services identified in page text
Not verifiedLooks for recognised service wording. Unfamiliar wording is unknown, not proof that services are missing. No usable dated observation was saved for this check.
Open the supporting checks ↗Matched structured business record
Not verifiedChecks for a supported record matched to this business. Only initial and complete browser-homepage absence can support a missing-record finding. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded JSON-LD parses
Not verifiedChecks whether existing JSON-LD blocks parse. Optional markup formats are not required just to pass this syntax check. No usable dated observation was saved for this check.
Open the supporting checks ↗Compared business fields agree
Not verifiedLooks for conflicts between compared fields and saved page evidence. Unchecked optional fields are not certified. No usable dated observation was saved for this check.
Open the supporting checks ↗No conflicting duplicate records
Not verifiedLooks for conflicting duplicate records within each inspected page snapshot. No usable dated observation was saved for this check.
Open the supporting checks ↗
Internal & contact pathsNot verified
Selected internal pages can be read
Not verifiedChecks whether selected linked pages returned readable content. Confirmed 404/410 destinations need review; a timeout or denied request remains unknown. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded email destinations
Not verifiedChecks existing email links for email destinations rather than web URLs containing an email address. A JavaScript correction does not change the saved initial source. No usable dated observation was saved for this check.
Open the supporting checks ↗Recorded telephone destinations
Not verifiedChecks whether existing telephone links contain a number. This does not independently verify the number or call routing. No usable dated observation was saved for this check.
Open the supporting checks ↗A public contact route is recorded
Not verifiedLooks for a contact link, contact-page link or form on the homepage. Presence does not establish form delivery or customer response. No usable dated observation was saved for this check.
Open the supporting checks ↗
Image & project context
Supporting context · not included in the pie
This report predates the saved photo-context inventory. Images were not visually assessed and missing context is not assumed.
Optional agent-navigation file
Supporting context · not included in the pie
An llms.txt file can give an agent a concise site summary and useful page links. It is optional and not included in the pie. Google Search does not use it for AI search; automatic use by other consumer-search systems and citation impact are not established. No dated body observation is saved for this report.
What these checks cover
19 fixed checks using saved evidence only. 0 initial-HTML page(s) and 0 separate rendered-homepage observation(s) are included. This older report has no expanded page inspection; only explicit dated observations can contribute.
Framework v1: one equal-weight slice per applicable check. Unverified checks stay grey; they are neither passed nor failed. This is not a search ranking, an AI recommendation probability or a complete website audit.
This is a checklist of observed website foundations, not a whole-site health score, SEO audit certification, ranking probability or explanation of AI mentions.
Confirmed percent = passed ÷ applicable checks. Applicable includes unknown checks; unknown is unverified, not failed. Resolved score = passed ÷ (passed + needs work); always read it with coverage.
Every check has equal weight. One recorded problem can mark a multi-page check as needs work while other page observations remain unknown; those incomplete observations stay in its sources and summary.
A needs-work result identifies a reviewable observation, not permission to remove deliberate indexing or access restrictions.
Interior pages were not browser-rendered. Private settings, actual search indexing, analytics, form delivery and uninspected pages are outside these checks.
Source and browser observations retain their own dates. A later positive observation does not rewrite saved source evidence or earlier AI answers.
Website comparison & other page improvements
Your business & the businesses AI named
What we found on the websites.
We could not verify 4 business homepages. This is a limit of our checks, not a confirmed problem with those websites.
Page content and structured business information are separate checks. A difference between businesses does not show why AI recommended one of them.
Some recorded AI answers gave different contact details. See those answer differences; they are not automatically errors on your website.
AI assessment: 2026-08-15. This assessment has no saved observations for the newer homepage checklist. We have not filled the gaps with guesses; recommendations use the evidence available. These are homepage checks, not a full website audit. See the other saved website checks.
No additional changes are supported by these checks. Keep accurate content and remeasure after working through your priorities.
At your next assessment, we compare the saved reads of the same pages automatically. You do not need to tell us a task is done. Website changes and changes in AI answers are reported separately.
Customer conversationsScroll to the recommended work
Conversations we recommend you targetNo supported conversation change is ready yet0
The review has not produced an evidence-backed page change linked to a specific question. You can still inspect all results and select priorities; a low mention count alone does not establish a website fault.
Dig deeper or choose your own conversations30 tested questions · Search the saved context
30 matching results
24 hour plumber near me Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
affordable plumber Portland Oregon
Place named in question: Portland Oregon
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
average price for water heater install Portland
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
best drain cleaning company Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
best plumber in Portland Oregon
Place named in question: Portland Oregon
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
cost of sewer line replacement Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 6/15. No specific change prepared.
drain cleaning services Portland
Place named in question: Portland
Named you 2/15; most-mentioned other business 3/15. No specific change prepared.
emergency plumber Portland OR
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
highest rated plumbing company Portland
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
how much does a plumber cost in Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
how much to fix a burst pipe Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
how to choose a plumber in Portland
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
leak detection services Portland OR
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
licensed plumber Portland Oregon
Place named in question: Portland Oregon
Named you 2/15; most-mentioned other business 3/15. No specific change prepared.
plumber for a clogged toilet Portland OR
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
plumber reviews Portland Oregon
Place named in question: Portland
Named you 2/15; most-mentioned other business 3/15. No specific change prepared.
plumbing companies Portland Oregon
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
plumbing contractors Portland OR
Place named in question: Portland
Named you 1/15; most-mentioned other business 6/15. No specific change prepared.
residential plumbing repair near me Portland
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
Rivera and Sons Plumbing Portland
Place named in question: Portland · Your name is already in this question
Named you 14/15; most-mentioned other business 0/15. No specific change prepared.
Rivera and Sons Plumbing pricing
No recognised place named in this question · Your name is already in this question
Named you 12/15; most-mentioned other business 0/15. No specific change prepared.
Rivera and Sons Plumbing reviews
No recognised place named in this question · Your name is already in this question
Named you 13/15; most-mentioned other business 0/15. No specific change prepared.
same day plumber Portland Oregon
Place named in question: Portland Oregon
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
sewer line repair Portland Oregon
Place named in question: Portland Oregon
Named you 0/15; most-mentioned other business 6/15. No specific change prepared.
top rated plumbers Portland OR
Place named in question: Portland
Named you 2/15; most-mentioned other business 3/15. No specific change prepared.
water heater replacement Portland OR
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
who should I call for a leaking pipe Portland
Place named in question: Portland
Named you 1/15; most-mentioned other business 6/15. No specific change prepared.
who should I hire for a burst pipe in Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
who should I hire to replace a water heater Portland
Place named in question: Portland
Named you 0/15; most-mentioned other business 3/15. No specific change prepared.
who to call for no hot water Portland
Place named in question: Portland
Named you 1/15; most-mentioned other business 3/15. No specific change prepared.
Explore the map by topic
Business identity check By-name questions
39 of 45 saved answers mentioned Rivera & Sons Plumbing when we asked for it by name.
This checks recognition, not whether AI recommends you to new customers. It does not count towards your discovery results.
Coverage and how to read the map
Each topic opens the tested questions. Gold patches come from saved answers that named you; blue patches come from answers that did not. Unclear mentions are grey, and unavailable answers add no coloured patches. The example map is an illustration, not measured results or a forecast.
The circle groups topics, not geography. Its surface is smoothed between dots; area does not represent search demand or market share. Questions that already name you are separate. Other names are extracted from answers and may include aliases or similarly named businesses.
Assessment market: Portland, OR. Places are read from question wording, not the searcher’s physical location or confirmed service coverage. Portland: 23; Portland Oregon: 5. 2 questions have no recognised named place; they are not silently assigned to the assessment market.
57 confirmed mentions; 22 unclear or qualified mentions excluded from confirmed counts. 0 failed and 0 unfinished responses excluded. Competitor comparison covers 450 of 450 usable answers.
The map shows saved service-answer presence: gold means mentioned, blue means not mentioned, and grey means unknown. By-name questions are excluded. 18 of 405 saved service answers named the business. Counts compare confirmed appearances with the most frequently named other business in the same answers. More than one business can appear. These are recorded samples, not market share. 450 of 450 usable answers have competitor records; 0 failed and 0 unfinished responses are excluded. 22 unclear or qualified mentions are excluded from confirmed counts.
| Question / place | You | Leading other business |
|---|---|---|
| 24 hour plumber near me PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 0/15 | Bridgetown Drainworks / Mainline Rooter Co. · 3/15 |
| affordable plumber Portland OregonPlace named in question: Portland Oregon1 unclear or qualified mentions excluded from confirmed counts. | 0/15 | Bridgetown Drainworks / The Drain Wardens · 3/15 |
| average price for water heater install PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 1/15 | Mainline Rooter Co. · 3/15 |
| best drain cleaning company PortlandPlace named in question: Portland | 0/15 | Alder & Vine Plumbing · 3/15 |
| best plumber in Portland OregonPlace named in question: Portland Oregon | 0/15 | Mainline Rooter Co. · 3/15 |
| cost of sewer line replacement PortlandPlace named in question: Portland | 0/15 | Mainline Rooter Co. · 6/15 |
| drain cleaning services PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 2/15 | Cascadia Pipe & Drain / Nordqvist Plumbing · 3/15 |
| emergency plumber Portland ORPlace named in question: Portland | 0/15 | Alder & Vine Plumbing / Bridgetown Drainworks / Portland Plumbing Co · 3/15 |
| highest rated plumbing company PortlandPlace named in question: Portland | 1/15 | Bridgetown Drainworks / Lamplight Home Services · 3/15 |
| how much does a plumber cost in PortlandPlace named in question: Portland | 0/15 | Alder & Vine Plumbing / Cascadia Pipe & Drain · 3/15 |
| how much to fix a burst pipe PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 0/15 | Bridgetown Drainworks · 3/15 |
| how to choose a plumber in PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 1/15 | Cascadia Pipe & Drain / The Drain Wardens · 3/15 |
| leak detection services Portland ORPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 0/15 | Alder & Vine Plumbing / Bridgetown Drainworks / Mainline Rooter Co. · 3/15 |
| licensed plumber Portland OregonPlace named in question: Portland Oregon2 unclear or qualified mentions excluded from confirmed counts. | 2/15 | Alder & Vine Plumbing / Cascadia Pipe & Drain / Mainline Rooter Co. · 3/15 |
| plumber for a clogged toilet Portland ORPlace named in question: Portland | 1/15 | Alder & Vine Plumbing / Cascadia Pipe & Drain / Mainline Rooter Co. · 3/15 |
| plumber reviews Portland OregonPlace named in question: Portland2 unclear or qualified mentions excluded from confirmed counts. | 2/15 | Cascadia Pipe & Drain / Nordqvist Plumbing · 3/15 |
| plumbing companies Portland OregonPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 1/15 | Bridgetown Drainworks / Mainline Rooter Co. · 3/15 |
| plumbing contractors Portland ORPlace named in question: Portland2 unclear or qualified mentions excluded from confirmed counts. | 1/15 | Bridgetown Drainworks · 6/15 |
| residential plumbing repair near me PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 1/15 | Alder & Vine Plumbing · 3/15 |
| Rivera and Sons Plumbing PortlandPlace named in question: Portland · Name-led | 14/15 | No other names · 0/15 |
| Rivera and Sons Plumbing pricingNo recognised place named in this question · Name-led2 unclear or qualified mentions excluded from confirmed counts. | 12/15 | No other names · 0/15 |
| Rivera and Sons Plumbing reviewsNo recognised place named in this question · Name-led1 unclear or qualified mentions excluded from confirmed counts. | 13/15 | No other names · 0/15 |
| same day plumber Portland OregonPlace named in question: Portland Oregon | 0/15 | Bridgetown Drainworks · 3/15 |
| sewer line repair Portland OregonPlace named in question: Portland Oregon | 0/15 | Lamplight Home Services · 6/15 |
| top rated plumbers Portland ORPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 2/15 | Lamplight Home Services · 3/15 |
| water heater replacement Portland ORPlace named in question: Portland | 1/15 | Alder & Vine Plumbing / Bridgetown Drainworks / Cascadia Pipe & Drain / Lamplight Home Services · 3/15 |
| who should I call for a leaking pipe PortlandPlace named in question: Portland | 1/15 | Cascadia Pipe & Drain · 6/15 |
| who should I hire for a burst pipe in PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 0/15 | Mainline Rooter Co. · 3/15 |
| who should I hire to replace a water heater PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 0/15 | Nordqvist Plumbing · 3/15 |
| who to call for no hot water PortlandPlace named in question: Portland1 unclear or qualified mentions excluded from confirmed counts. | 1/15 | Bridgetown Drainworks / Mainline Rooter Co. · 3/15 |
Compare the numbers in detail
Your answers, at a glance
Who does AI name?
Fictional example answers, not a real business assessment.
Service questions · your name was left out
18 / 405 4.4% of saved service answers named you
Business identity check · by-name questions
39 of 45 saved answers named you when your name was in the question. This is recognition, not a discovery result.
Service questions · All platforms · 27 questions · 405 answers
- Bridgetown Drainworks41 / 405 (10.1%)
- Mainline Rooter Co.33 / 405 (8.1%)
- Cascadia Pipe & Drain28 / 405 (6.9%)
- Alder & Vine Plumbing24 / 405 (5.9%)
- Rivera & Sons PlumbingYou18 / 405 (4.4%)
Every question, compared
Dark green: your business. Sage: the most-mentioned other business for that question. Select a question to see who it was and read the answers.
How to read these numbers
18 confirmed mentions, 19 unclear or qualified mentions and 368 answers without a confirmed mention. Unclear, passing or qualified mentions remain in the answer total but are not counted as confirmed mentions.
0 failed responses and 0 unfinished responses are excluded. 0 answers lack usable competitor records and are excluded from both sides of the comparison.
These counts come from a consistent set of fictional example answers, not a real assessment. Name-format variations are combined; similar names are not assumed to be the same company. Other businesses were extracted from the answers; this does not verify their suitability or explain why they appeared.
The two header groups are not a before-and-after or a count of customers reached. Repeated answers can vary. This chart describes the recorded sample; it is not market share, search demand or a prediction of future recommendations.
19 unclear or qualified mentions are not counted as confirmed mentions.
Dates and coverage
AI assessment: 2026-08-15. This assessment has no saved observations for the newer homepage checklist. We have not filled the gaps with guesses; recommendations use the evidence available. These are homepage checks, not a full website audit.
Checked automatically
Your website baseline
Your next assessment can compare the website reads saved in this report. There is no earlier comparable baseline here yet.
We compare saved observations at your next assessment. You do not need to mark work as done. Website changes and changes in AI answers are measured separately.
The full evidence & technical detail
Every result, question, website finding and measurement note. Open whenever you want to look closer.
Service-answer mentions
18 / 405
Answers to questions that leave out your name
Discovery rate
4%
95% confidence: 2%–8% · by-name checks excluded
All-question totals, including by-name checks
These reference totals include identity checks. They are not your discovery result.
Cited
57 / 450
samples where you appeared
All-question mention rate
13%
95% confidence: 9%–18% · every platform weighted equally
Weighted by audience
18%
95% confidence: 12%–27% · weighted by platform usage
Questions tested
30
asked 3× on 5 platforms
Contact details in the recorded answers
These details appeared in answers to questions naming your business. Answers recorded as listing other businesses are excluded. These are differences to verify, not confirmed errors in your contact details.
Recorded phone claims — ChatGPT: (503) 555-0142 | Claude: (503) 555-0178 | your website: (503) 555-0113. Saved homepage check published phone: (503) 555-0113 (https://riveraandsonsplumbing.com, check date not stored). Confirm which are valid before treating a difference as an error.
3 different phone numbers appear across the platforms and your own homepage. Which is the one you want customers to use?
- ChatGPT(503) 555-0142
- Claude(503) 555-0178
- your website(503) 555-0113
If you have more than one location or phone line, several of these may all be correct — the check cannot tell that apart from a mistake without verified business context.
We are not saying the platforms are wrong. In our own study one business's website published a phone number whose area code does not exist, while the platforms gave a working local one — so the site was the mistaken source. The record identifies the difference; verified business facts establish which details are current.
＋ How to read this report — samples, ranges, and what got excluded
Being found before they know your name
These questions describe a need without supplying your business name. By-name searches are an identity check, kept separate from discovery.
Discovery
4%
18 of 405 samples · 95% 2–8%
When someone describes the problem without naming you, do you appear?
At the point of choosing
1%
1 of 75 samples · 95% 0–12%
On “best”, “top rated” and “who should I hire” questions, do you appear?
Where you stand on each platform
The same question can get you named on one platform and ignored on another, because each one retrieves from different sources. A platform you are absent from is a different problem from a platform you appear on occasionally.
| Platform | Cited | Rate | 95% range |
|---|---|---|---|
| Grok | 6 of 90 | 7% | 2%–18% |
| Gemini | 7 of 90 | 8% | 3%–19% |
| Perplexity | 8 of 90 | 9% | 3%–21% |
| Claude | 13 of 90 | 14% | 7%–28% |
| ChatGPT | 23 of 90 | 26% | 15%–40% |
Where you stand, question by question
Ordered by the lowest recorded mention rate. These results do not measure lost customers or search demand. Expand any row to read what the platforms actually said, word for word, and the other businesses they named.
| Customer question | Cited | Rate | 95% range |
|---|---|---|---|
24 hour plumber near me Portland Service + location Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTmentioned in passing “Here are some options for 24 hour plumber in Portland: Mainline Rooter Co.. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Reviews are broadly positive, though response times differ.” Other names in the answers: Mainline Rooter Co. Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “Quick rundown on 24 hour plumber in Portland — No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Grokdid not mention you “Quick rundown on 24 hour plumber in Portland — No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
affordable plumber Portland Oregon Budget-conscious Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTmentioned in passing “Here are some options for affordable plumber in Portland: The Drain Wardens. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Availability varies, so it is worth calling ahead to confirm.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing appears without a clear recommendation. Geminidid not mention you “Looking at affordable plumber around Portland, a few names come up repeatedly. Bridgetown Drainworks. Reviews are broadly positive, though response times differ.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. Geminidid not mention you “Looking at affordable plumber around Portland, a few names come up repeatedly. Bridgetown Drainworks. Reviews are broadly positive, though response times differ.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
best drain cleaning company Portland High intent — ready to hire Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Claudedid not mention you “Based on what I can find, for drain cleaning company in the Portland area: Alder & Vine Plumbing. Availability varies, so it is worth calling ahead to confirm.” Other names in the answers: Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. Claudedid not mention you “Based on what I can find, for drain cleaning company in the Portland area: Alder & Vine Plumbing. Availability varies, so it is worth calling ahead to confirm.” Other names in the answers: Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. Claudedid not mention you “Based on what I can find, for drain cleaning company in the Portland area: Alder & Vine Plumbing. Availability varies, so it is worth calling ahead to confirm.” Other names in the answers: Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
best plumber in Portland Oregon High intent — ready to hire Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Perplexitydid not mention you “For plumber in Portland, the most frequently cited providers are: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitydid not mention you “For plumber in Portland, the most frequently cited providers are: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitydid not mention you “For plumber in Portland, the most frequently cited providers are: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
cost of sewer line replacement Portland Pricing — informational Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTdid not mention you “Here are some options for cost of sewer line replacement in Portland: Mainline Rooter Co.. Most of these publish rates on request rather than upfront.” Other names in the answers: Mainline Rooter Co. Why: Rivera & Sons Plumbing is not mentioned in the answer. ChatGPTdid not mention you “Here are some options for cost of sewer line replacement in Portland: Mainline Rooter Co.. Most of these publish rates on request rather than upfront.” Other names in the answers: Mainline Rooter Co. Why: Rivera & Sons Plumbing is not mentioned in the answer. ChatGPTdid not mention you “Here are some options for cost of sewer line replacement in Portland: Mainline Rooter Co.. Most of these publish rates on request rather than upfront.” Other names in the answers: Mainline Rooter Co. Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
emergency plumber Portland OR Category search Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTdid not mention you “Here are some options for emergency plumber in Portland: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. ChatGPTdid not mention you “Here are some options for emergency plumber in Portland: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. ChatGPTdid not mention you “Here are some options for emergency plumber in Portland: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
how much does a plumber cost in Portland Pricing — informational Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Claudedid not mention you “Based on what I can find, for a plumber cost in the Portland area: Cascadia Pipe & Drain and Alder & Vine Plumbing. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: Cascadia Pipe & Drain, Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. Claudedid not mention you “Based on what I can find, for a plumber cost in the Portland area: Cascadia Pipe & Drain and Alder & Vine Plumbing. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: Cascadia Pipe & Drain, Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. Claudedid not mention you “Based on what I can find, for a plumber cost in the Portland area: Cascadia Pipe & Drain and Alder & Vine Plumbing. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: Cascadia Pipe & Drain, Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
how much to fix a burst pipe Portland Pricing — informational Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTmentioned in passing “Here are some options for how much to fix a burst pipe in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Availability varies, so it is worth calling ahead to confirm.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “Quick rundown on how much to fix a burst pipe in Portland — Bridgetown Drainworks. Several offer free estimates for straightforward jobs.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. Grokdid not mention you “Quick rundown on how much to fix a burst pipe in Portland — Bridgetown Drainworks. Several offer free estimates for straightforward jobs.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
leak detection services Portland OR Category search Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTmentioned in passing “Here are some options for leak detection services in Portland: Alder & Vine Plumbing. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Reviews are broadly positive, though response times differ.” Other names in the answers: Alder & Vine Plumbing Why: Rivera & Sons Plumbing appears without a clear recommendation. Claudedid not mention you “Based on what I can find, for leak detection services in the Portland area: No specific provider was identified in this illustrative answer. Coverage is metro-wide, but east-side response tends to be faster.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Claudedid not mention you “Based on what I can find, for leak detection services in the Portland area: No specific provider was identified in this illustrative answer. Coverage is metro-wide, but east-side response tends to be faster.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
same day plumber Portland Oregon Category search Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Perplexitydid not mention you “For same day plumber in Portland, the most frequently cited providers are: No specific provider was identified in this illustrative answer. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitydid not mention you “For same day plumber in Portland, the most frequently cited providers are: No specific provider was identified in this illustrative answer. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitydid not mention you “For same day plumber in Portland, the most frequently cited providers are: No specific provider was identified in this illustrative answer. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
sewer line repair Portland Oregon Category search Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Geminidid not mention you “Looking at sewer line repair around Portland, a few names come up repeatedly. Lamplight Home Services. Several offer free estimates for straightforward jobs.” Other names in the answers: Lamplight Home Services Why: Rivera & Sons Plumbing is not mentioned in the answer. Geminidid not mention you “Looking at sewer line repair around Portland, a few names come up repeatedly. Lamplight Home Services. Several offer free estimates for straightforward jobs.” Other names in the answers: Lamplight Home Services Why: Rivera & Sons Plumbing is not mentioned in the answer. Geminidid not mention you “Looking at sewer line repair around Portland, a few names come up repeatedly. Lamplight Home Services. Several offer free estimates for straightforward jobs.” Other names in the answers: Lamplight Home Services Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
who should I hire for a burst pipe in Portland High intent — ready to hire Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTmentioned in passing “Here are some options for for a burst pipe in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Geminidid not mention you “Looking at for a burst pipe around Portland, a few names come up repeatedly. No specific provider was identified in this illustrative answer. Several offer free estimates for straightforward jobs.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Geminidid not mention you “Looking at for a burst pipe around Portland, a few names come up repeatedly. No specific provider was identified in this illustrative answer. Several offer free estimates for straightforward jobs.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
who should I hire to replace a water heater Portland High intent — ready to hire Cited in 0 of 15 answers · Rate 0% · 95% range 0%–34% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTmentioned in passing “Here are some options for to replace a water heater in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Availability varies, so it is worth calling ahead to confirm.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Perplexitydid not mention you “For to replace a water heater in Portland, the most frequently cited providers are: Nordqvist Plumbing. Availability varies, so it is worth calling ahead to confirm.” Other names in the answers: Nordqvist Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitydid not mention you “For to replace a water heater in Portland, the most frequently cited providers are: Nordqvist Plumbing. Availability varies, so it is worth calling ahead to confirm.” Other names in the answers: Nordqvist Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. | 0 / 15 | 0% | 0%–34% |
average price for water heater install Portland Pricing — informational Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for average price for water heater install in Portland: Rivera & Sons Plumbing. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for average price for water heater install in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Perplexitydid not mention you “For average price for water heater install in Portland, the most frequently cited providers are: Mainline Rooter Co.. Most of these publish rates on request rather than upfront.” Other names in the answers: Mainline Rooter Co. Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
highest rated plumbing company Portland Category search Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for highest rated plumbing company in Portland: Rivera & Sons Plumbing. Several offer free estimates for straightforward jobs.” Why: Rivera & Sons Plumbing is named directly in the answer. Perplexitydid not mention you “For highest rated plumbing company in Portland, the most frequently cited providers are: Bridgetown Drainworks. Reviews are broadly positive, though response times differ.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitydid not mention you “For highest rated plumbing company in Portland, the most frequently cited providers are: Bridgetown Drainworks. Reviews are broadly positive, though response times differ.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
how to choose a plumber in Portland Educational — research stage Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for how to choose a plumber in Portland: Rivera & Sons Plumbing and The Drain Wardens. Several offer free estimates for straightforward jobs.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing is named directly in the answer, alongside other providers. ChatGPTmentioned in passing “Here are some options for how to choose a plumber in Portland: The Drain Wardens. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Several offer free estimates for straightforward jobs.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing appears without a clear recommendation. ChatGPTdid not mention you “Here are some options for how to choose a plumber in Portland: The Drain Wardens. Several offer free estimates for straightforward jobs.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
plumber for a clogged toilet Portland OR Category search Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for plumber for a clogged toilet in Portland: Rivera & Sons Plumbing. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTdid not mention you “Here are some options for plumber for a clogged toilet in Portland: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. ChatGPTdid not mention you “Here are some options for plumber for a clogged toilet in Portland: No specific provider was identified in this illustrative answer. Reviews are broadly positive, though response times differ.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
plumbing companies Portland Oregon Category search Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for plumbing companies in Portland: Rivera & Sons Plumbing. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for plumbing companies in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Geminidid not mention you “Looking at plumbing companies around Portland, a few names come up repeatedly. Bridgetown Drainworks. Several offer free estimates for straightforward jobs.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
plumbing contractors Portland OR Category search Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for plumbing contractors in Portland: Rivera & Sons Plumbing, Bridgetown Drainworks, The Drain Wardens and Portland Plumbing Co. Reviews are broadly positive, though response times differ.” Other names in the answers: Bridgetown Drainworks, The Drain Wardens, Portland Plumbing Co Why: Rivera & Sons Plumbing is named directly in the answer, alongside other providers. ChatGPTmentioned in passing “Here are some options for plumbing contractors in Portland: Bridgetown Drainworks, The Drain Wardens and Portland Plumbing Co. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Reviews are broadly positive, though response times differ.” Other names in the answers: Bridgetown Drainworks, The Drain Wardens, Portland Plumbing Co Why: Rivera & Sons Plumbing appears without a clear recommendation. Claudedid not mention you “Based on what I can find, for plumbing contractors in the Portland area: No specific provider was identified in this illustrative answer. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
residential plumbing repair near me Portland Service + location Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for residential plumbing repair in Portland: Rivera & Sons Plumbing. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for residential plumbing repair in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Geminidid not mention you “Looking at residential plumbing repair around Portland, a few names come up repeatedly. Alder & Vine Plumbing. Most of these publish rates on request rather than upfront.” Other names in the answers: Alder & Vine Plumbing Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
water heater replacement Portland OR Category search Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for water heater replacement in Portland: Rivera & Sons Plumbing. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is named directly in the answer. Grokdid not mention you “Quick rundown on water heater replacement in Portland — Lamplight Home Services. Reviews are broadly positive, though response times differ.” Other names in the answers: Lamplight Home Services Why: Rivera & Sons Plumbing is not mentioned in the answer. Grokdid not mention you “Quick rundown on water heater replacement in Portland — Lamplight Home Services. Reviews are broadly positive, though response times differ.” Other names in the answers: Lamplight Home Services Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
who should I call for a leaking pipe Portland High intent — ready to hire Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for for a leaking pipe in Portland: Rivera & Sons Plumbing and The Drain Wardens. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing is named directly in the answer, alongside other providers. ChatGPTdid not mention you “Here are some options for for a leaking pipe in Portland: The Drain Wardens. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing is not mentioned in the answer. ChatGPTdid not mention you “Here are some options for for a leaking pipe in Portland: The Drain Wardens. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: The Drain Wardens Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
who to call for no hot water Portland Category search Cited in 1 of 15 answers · Rate 7% · 95% range 1%–42% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for to call for no hot water in Portland: Rivera & Sons Plumbing and Bridgetown Drainworks. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing is named directly in the answer, alongside other providers. ChatGPTmentioned in passing “Here are some options for to call for no hot water in Portland: Bridgetown Drainworks. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Coverage is metro-wide, but east-side response tends to be faster.” Other names in the answers: Bridgetown Drainworks Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “Quick rundown on to call for no hot water in Portland — Mainline Rooter Co.. Most of these publish rates on request rather than upfront.” Other names in the answers: Mainline Rooter Co. Why: Rivera & Sons Plumbing is not mentioned in the answer. | 1 / 15 | 7% | 1%–42% |
drain cleaning services Portland Category search Cited in 2 of 15 answers · Rate 13% · 95% range 2%–49% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for drain cleaning services in Portland: Rivera & Sons Plumbing. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for drain cleaning services in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing appears without a clear recommendation. ChatGPTdid not mention you “Here are some options for drain cleaning services in Portland: No specific provider was identified in this illustrative answer. Most of these publish rates on request rather than upfront.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 2 / 15 | 13% | 2%–49% |
licensed plumber Portland Oregon Category search Cited in 2 of 15 answers · Rate 13% · 95% range 2%–49% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Claudecited you “Based on what I can find, for licensed plumber in the Portland area: Rivera & Sons Plumbing. Availability varies, so it is worth calling ahead to confirm.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for licensed plumber in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Coverage is metro-wide, but east-side response tends to be faster.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Claudedid not mention you “Based on what I can find, for licensed plumber in the Portland area: No specific provider was identified in this illustrative answer. Availability varies, so it is worth calling ahead to confirm.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 2 / 15 | 13% | 2%–49% |
plumber reviews Portland Oregon Reputation query Cited in 2 of 15 answers · Rate 13% · 95% range 2%–49% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for plumber reviews in Portland: Rivera & Sons Plumbing. Coverage is metro-wide, but east-side response tends to be faster.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for plumber reviews in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Coverage is metro-wide, but east-side response tends to be faster.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “Quick rundown on plumber reviews in Portland — No specific provider was identified in this illustrative answer. Several offer free estimates for straightforward jobs.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 2 / 15 | 13% | 2%–49% |
top rated plumbers Portland OR Quality search Cited in 2 of 15 answers · Rate 13% · 95% range 2%–49% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. ChatGPTcited you “Here are some options for plumbers in Portland: Rivera & Sons Plumbing. Availability varies, so it is worth calling ahead to confirm.” Why: Rivera & Sons Plumbing is named directly in the answer. ChatGPTmentioned in passing “Here are some options for plumbers in Portland: No specific provider was identified in this illustrative answer. Rivera & Sons Plumbing also comes up in local listings, though with less detail available. Availability varies, so it is worth calling ahead to confirm.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “Quick rundown on plumbers in Portland — No specific provider was identified in this illustrative answer. Coverage is metro-wide, but east-side response tends to be faster.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 2 / 15 | 13% | 2%–49% |
Rivera and Sons Plumbing pricing Brand + pricing Cited in 12 of 15 answers · Rate 80% · 95% range 44%–95% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Claudecited you “Rivera & Sons Plumbing is a family-owned plumbing company serving the Portland area since 1994, handling residential plumbing and drain repair. They describe themselves as licensed, bonded and insured.” Why: Rivera & Sons Plumbing is named directly in the answer. Perplexitymentioned in passing “Rivera & Sons Plumbing operates in Portland, Oregon, focusing on residential drain and plumbing repair. Listings show them as a small independent firm rather than a franchise.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “I don't have reliable information about that specific plumbing business in Portland. Check its own website for current details.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 12 / 15 | 80% | 44%–95% |
Rivera and Sons Plumbing reviews Reputation query Cited in 13 of 15 answers · Rate 87% · 95% range 51%–98% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Geminicited you “Rivera & Sons Plumbing is a family-owned plumbing company serving the Portland area since 1994, handling residential plumbing and drain repair. They describe themselves as licensed, bonded and insured.” Why: Rivera & Sons Plumbing is named directly in the answer. Geminimentioned in passing “Rivera & Sons Plumbing is a family-owned plumbing company serving the Portland area since 1994, handling residential plumbing and drain repair. They describe themselves as licensed, bonded and insured.” Why: Rivera & Sons Plumbing appears without a clear recommendation. Grokdid not mention you “I don't have reliable information about that specific plumbing business in Portland. Check its own website for current details.” Why: Rivera & Sons Plumbing is not mentioned in the answer. | 13 / 15 | 87% | 51%–98% |
Rivera and Sons Plumbing Portland Brand query Cited in 14 of 15 answers · Rate 93% · 95% range 58%–99% Show what the platforms saidHide answersShowing 3 of 15 samples for this question, opening lines only. Perplexitycited you “Yes — Rivera & Sons Plumbing is a Portland plumbing business. Publicly available information covers residential repair work; I don't have current pricing for them.” Why: Rivera & Sons Plumbing is named directly in the answer. Grokdid not mention you “I don't have reliable information about that specific plumbing business in Portland. Check its own website for current details.” Why: Rivera & Sons Plumbing is not mentioned in the answer. Perplexitycited you “Yes — Rivera & Sons Plumbing is a Portland plumbing business. Publicly available information covers residential repair work; I don't have current pricing for them.” Why: Rivera & Sons Plumbing is named directly in the answer. | 14 / 15 | 93% | 58%–99% |
Who appears instead of you
Listed by how often each was named. Treat the set as the finding, not the order — at this sample size the ordering moves between runs across 450 samples.
Bridgetown Drainworks41 mentions · ChatGPT, Claude, Perplexity, Gemini, Grok
Mainline Rooter Co.33 mentions · ChatGPT, Perplexity, Gemini, Grok
Cascadia Pipe & Drain28 mentions · Claude, Perplexity, Gemini, Grok
Alder & Vine Plumbing24 mentions · ChatGPT, Claude, Gemini
Lamplight Home Services19 mentions · Perplexity, Grok, Gemini
The Drain Wardens14 mentions · ChatGPT, Claude
Nordqvist Plumbing11 mentions · Gemini, Perplexity
Portland Plumbing Co8 mentions · ChatGPT, Grok
Where they appear, and you don't
For every platform that named someone else on a question you lost: what that platform read to answer, and whether a page of yours — or theirs — was among it. Then the lists and listings, and the site itself. Three states per cell; a lookup we could not run says so rather than counting as an absence.
ChatGPT named these businesses instead of you on 21 of the questions you lost. Here's where they appear that you don't.
Other names in the answers: Bridgetown Drainworks ×41 · Mainline Rooter Co. ×33 · Cascadia Pipe & Drain ×28 · Alder & Vine Plumbing ×24
| Where they appear | You | Bridgetown Drainworks | Mainline Rooter Co. | Cascadia Pipe & Drain |
|---|---|---|---|---|
| Among what ChatGPT read from Yelp | Not found in this check | Found | Found | Found |
| Among what ChatGPT read from Angi | Not found in this check | Found | Not found in this check | Found |
| Among what ChatGPT read from BBB | Found | Found | Not found in this check | Found |
| Appears on the pages a search for "best plumber in Portland" returns (10 checked) | Not found in this check0 of 10 | Found6 of 10 | Found4 of 10 | Found5 of 10 |
Perplexity named these businesses instead of you on 19 of the questions you lost. Here's where they appear that you don't.
Other names in the answers: Mainline Rooter Co. ×33 · Cascadia Pipe & Drain ×28 · Alder & Vine Plumbing ×24 · Lamplight Home Services ×19
| Where they appear | You | Bridgetown Drainworks | Mainline Rooter Co. | Cascadia Pipe & Drain |
|---|---|---|---|---|
| Among what Perplexity read from Reddit | Not found in this check | Found | Found | Not found in this check |
| Among what Perplexity read from Yelp | Not found in this check | Found | Found | Found |
| Appears on the pages a search for "best plumber in Portland" returns (10 checked) | Not found in this check0 of 10 | Found6 of 10 | Found4 of 10 | Found5 of 10 |
About the businesses themselves — the same rows for every platform, so they sit here once.
| Where they appear | You | Bridgetown Drainworks | Mainline Rooter Co. | Cascadia Pipe & Drain |
|---|---|---|---|---|
| Google Business Profile: found, rating, review count, most recent reviewnot checked — needs a Google Places API key | Not checked | Not checked | Not checked | Not checked |
| Yelp: found, rating, review count, most recent reviewnot checked — needs a Yelp Fusion API key | Not checked | Not checked | Not checked | Not checked |
| Bing Places: found, details matchnot checked — no programmatic path yet | Not checked | Not checked | Not checked | Not checked |
| Foursquare: found, details matchnot checked — needs a Foursquare Places API key | Not checked | Not checked | Not checked | Not checked |
| Apple Business: foundnot checked — no programmatic path; omitted rather than guessed | Not checked | Not checked | Not checked | Not checked |
| Reviews: volume and how recent, across the listings abovenot checked — needs the listing keys above | Not checked | Not checked | Not checked | Not checked |
| Permission in the checked robots rules (not a live access test) | Partial | Found | Found | Found |
| Business record in saved homepage observations | Not checkedThe original comparison (2026-09-02 00:00:00 UTC) covered initial HTML only; JavaScript-added business record was not verified. | FoundFound in the original initial-HTML comparison (2026-09-02 00:00:00 UTC). | Not checkedThe original comparison (2026-09-02 00:00:00 UTC) covered initial HTML only; JavaScript-added business record was not verified. | FoundFound in the original initial-HTML comparison (2026-09-02 00:00:00 UTC). |
| FAQPage markup in saved homepage observations (optional) | Not checkedThe original comparison (2026-09-02 00:00:00 UTC) covered initial HTML only; JavaScript-added faqpage markup was not verified. FAQPage markup is optional. | FoundFound in the original initial-HTML comparison (2026-09-02 00:00:00 UTC). | Not checkedThe original comparison (2026-09-02 00:00:00 UTC) covered initial HTML only; JavaScript-added faqpage markup was not verified. FAQPage markup is optional. | Not checkedThe original comparison (2026-09-02 00:00:00 UTC) covered initial HTML only; JavaScript-added faqpage markup was not verified. FAQPage markup is optional. |
| Business name read in saved homepage observations | Found | Found | Found | Found |
| A page that answers each lost questionnot checked — per-question page matching is not in this version | Not checked | Not checked | Not checked | Not checked |
Original comparison and later website evidence
Website rows use the dated observations shown in each cell. Browser reads do not retest robots permissions. The original comparison is retained below.
- Rivera & Sons Plumbing — Business record in saved homepage observations: original comparison assembled 2026-09-02 00:00:00 UTC recorded Not found in this check. The original page-check time was not stored on this cell.
- Bridgetown Drainworks — Business record in saved homepage observations: original comparison assembled 2026-09-02 00:00:00 UTC recorded Found. The original page-check time was not stored on this cell.
- Mainline Rooter Co. — Business record in saved homepage observations: original comparison assembled 2026-09-02 00:00:00 UTC recorded Partial. The original page-check time was not stored on this cell.
- Cascadia Pipe & Drain — Business record in saved homepage observations: original comparison assembled 2026-09-02 00:00:00 UTC recorded Found. The original page-check time was not stored on this cell.
- Rivera & Sons Plumbing — FAQPage markup in saved homepage observations (optional): original comparison assembled 2026-09-02 00:00:00 UTC recorded Not found in this check. The original page-check time was not stored on this cell.
- Bridgetown Drainworks — FAQPage markup in saved homepage observations (optional): original comparison assembled 2026-09-02 00:00:00 UTC recorded Found. The original page-check time was not stored on this cell.
- Mainline Rooter Co. — FAQPage markup in saved homepage observations (optional): original comparison assembled 2026-09-02 00:00:00 UTC recorded Not found in this check. The original page-check time was not stored on this cell.
- Cascadia Pipe & Drain — FAQPage markup in saved homepage observations (optional): original comparison assembled 2026-09-02 00:00:00 UTC recorded Not found in this check. The original page-check time was not stored on this cell.
Appearing on the same listings doesn't make a platform name you. This is what the businesses it named have in common, and where you're missing from that picture.
Lookups: 1 search, 10 pages read, 4 sites audited · 2026-09-02 · listings and reviews rows await: Google Places API (Business Profile rating, reviews), Yelp Fusion API, Foursquare Places API
What we found on your site
In the retrieved homepage, 2 of 3 signals were not found. Check the current page before editing.
Structured data (schema.org): not found in this check
No supported structured markup found in the retrieved homepage.
Structured data states what your business is, where it operates and what it sells in a form a machine reads directly, rather than leaving it to be inferred from prose. This check does not show whether changing it affects an AI answer. Inspect existing markup and confirm any missing facts before editing.
Location in page title: not found in this check
Your title: “Rivera & Sons Plumbing | Family Owned Since 1994”
Check whether the current title accurately states the real service and location. This observation does not explain why an AI answer omitted you.
Meta description: present
“Family owned plumbing company serving homeowners for over 30 years. Licensed, bonded and insured.”
Recorded against https://riveraandsonsplumbing.com: check date not stored. Homepage only; this stored observation may differ from the website today.
On llms.txt — we checked, and we are not scoring it. Your site doesn't have one, and we don't think that matters yet. Ahrefs found that of ~38,000 sites publishing one, 97% received no requests for it at all in a month; SE Ranking found that dropping it from a model predicting AI citations made that model more accurate. Both are SEO vendors rather than peer-reviewed work, and we are not aware of any platform that documents using these files. Other tools score this. We think that invents a defect, so we mention it and move on.
Questions where you appeared less often
These recorded answers support your plan above. Questions are grouped by topic, with the largest group first. Low mentions alone do not establish missing website content or explain why a platform named a business.
Category search
12 questions in this group- “emergency plumber Portland OR” — cited 0 of 15
- “leak detection services Portland OR” — cited 0 of 15
- “same day plumber Portland Oregon” — cited 0 of 15
- “sewer line repair Portland Oregon” — cited 0 of 15
- …and 8 more
High intent — ready to hire
5 questions in this group- “best drain cleaning company Portland” — cited 0 of 15
- “best plumber in Portland Oregon” — cited 0 of 15
- “who should I hire for a burst pipe in Portland” — cited 0 of 15
- “who should I hire to replace a water heater Portland” — cited 0 of 15
- …and 1 more
Pricing — informational
4 questions in this group- “cost of sewer line replacement Portland” — cited 0 of 15
- “how much does a plumber cost in Portland” — cited 0 of 15
- “how much to fix a burst pipe Portland” — cited 0 of 15
- “average price for water heater install Portland” — cited 1 of 15
Service + location
2 questions in this group- “24 hour plumber near me Portland” — cited 0 of 15
- “residential plumbing repair near me Portland” — cited 1 of 15
Budget-conscious
1 question in this group- “affordable plumber Portland Oregon” — cited 0 of 15
Educational — research stage
1 question in this group- “how to choose a plumber in Portland” — cited 1 of 15
Reputation query
1 question in this group- “plumber reviews Portland Oregon” — cited 2 of 15
Quality search
1 question in this group- “top rated plumbers Portland OR” — cited 2 of 15
Connect the findings with AI
These prompts connect the recorded findings with an AI-assisted investigation. They preserve business facts and identify details that need confirmation. Suggestions need review before publication; later assessments record whether the answers changed without attributing the change to a particular edit.
Questions about the evidence or a prompt? Reply to your report email. The free visibility guide also includes a worksheet and worked example.
Know which sources you can act on
Directory candidates to inspect: yelp.com, angi.com, bbb.org. Look for an existing profile and confirm eligibility before creating or claiming one. A missing mention in an answer does not prove your profile is absent.
Business and other reference sources: reddit.com. These are not verified listing destinations. Read them to understand the answer; do not treat competitor websites as places to list your business.
Source presence does not establish what caused an AI recommendation. Unknown source types remain unclassified.
Structured data (JSON-LD)
Check existing markup, preserve correct facts, and fix only a confirmed gap.
Open the online report to read or copy this prompt.
Title and meta description
Review the current tags; propose an edit only when clarity or accuracy needs it.
Open the online report to read or copy this prompt.
Content review from your measured questions
Find the best existing page first, then investigate a specific unanswered question.
Open the online report to read or copy this prompt.