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Sample report · Home Services

What a Mirador for Home Services report looks like.

A demonstration for Larkspur Heating & Air, a fictional HVAC company serving Houston: the Heights, Montrose and Midtown, across 24 customer questions. Every business and number here is sample data, not a result. Demonstration of a planned edition. Home Services measurement isn't live, and scores are withheld because the review is pending.

Status: DemonstrationEdition: Status: Planned

  • Service categoryHVAC · AC repair
  • Service areaHouston, 77008
  • UrgencyUrgent
  • PropertyResidential

Evidence journey: one question, followed through

Synthetic example: fictional businesses and illustrative answers. Not a result.

Larkspur Heating & Air HVACHouston, TX

  • Service categoryHVAC · AC repair
  • Service areaHouston, 77008
  • UrgencyUrgent
  • PropertyResidential

  1. Question

    Synthetic

    “My AC stopped cooling tonight. Who does same-day AC repair in the Heights, Houston?”

    API observation · OpenAI model via APIPrompt v1Example capture, no real date

  2. Captured answer

    Synthetic

    For same-day AC repair in the Heights, Tallwood Air Service is a strong option. It advertises 24/7 emergency service and is often described as responsive for urgent cooling problems.

    If you can wait until morning, it's worth comparing quotes from a few local HVAC companies before you commit to a larger repair.

    Synthetic answer, shown the way Mirador captures one: unedited. The highlight marks the business it recommends.

  3. Observed recommendation

    Synthetic
    • Tallwood Air ServiceRecommended1st
    • Larkspur Heating & AirYouNot mentioned

    Not scored. The review is pending, and whether Larkspur takes after-hours jobs isn't confirmed.

    Review pending

    Synthetic pending-review state. No analyst has confirmed who the answer recommended, so treat it as provisional.

  4. Cited evidence

    Synthetic

    No citations returned

    The answer returned no citations, so we can't see which sources shaped it.

    Status: Planned Synthetic example of a planned capability: public signals Mirador would observe separately. Not cited by the answer, and not proof of cause.

    • Tallwood Air Service, Google Business ProfileHours listed as open 24 hours
    • Larkspur Heating & Air, Google Business ProfileHours listed as 8am to 6pm, Monday to Saturday

  5. Hypothesis

    Synthetic

    HypothesisLow confidence

    After-hours availability may be why Tallwood Air Service was named for an urgent, same-night question.

    Basis: Low because the answer cited nothing. The basis is the question's urgency, the answer's own wording ("24/7 emergency service") and the listing hours in this synthetic example.

    A hypothesis, not a finding. Citations show what an answer drew on, not why the model chose it.

  6. Proposed action

    Synthetic

    If Larkspur offers same-day or after-hours repair, say so the same way on the website's AC repair page, the Google Business Profile and directory listings.

    Only if it's true. Don't claim a service you don't provide.

    Owner: Owner or office managerStatus: Proposed

  7. Retest

    Synthetic

    Retest unavailable (Planned)

    Retests for Home Services aren't available yet. When they are, Mirador will ask the same question again under the same conditions and show both answers.

Larkspur Heating & Air HVACHouston: the Heights, Montrose and Midtown · Format preview · 24 questionsStatus: Demonstration
API observation · OpenAI models via APIReview pendingRetest unavailable (Planned)

Baseline

Recommendation rateNot scoredScores appear only after an analyst reviews the answers.
Top-3 inclusionNot scoredScores appear only after an analyst reviews the answers.
Share of recommendationNot scoredScores appear only after an analyst reviews the answers.
WarningsNot scoredScores appear only after an analyst reviews the answers.

Questions by service need review pending

  • Urgent repair10 questions
  • Planned replacement8 questions
  • Maintenance plans4 questions
  • Commercial service2 questions

What this baseline covers

24 customer questions about one HVAC company, each run once. Answers from OpenAI models via API, labelled as API observations. Synthetic pending-review state. No analyst has confirmed who the answer recommended, so treat it as provisional. Retests aren't available for this edition yet, so there is no before and after.

Who appears instead

Businesses named in the answers provisional, unranked

  • Brightwater MechanicalHVAC
  • Cedar Gate AirHVAC
  • Larkspur Heating & Air (your company)HVAC
  • Oak Hollow ComfortHVAC
  • Tallwood Air ServiceHVAC

Listed alphabetically. Share of recommendation and rankings appear only after an analyst reviews the answers.

Head to head

QuestionRecommended (provisional)You (provisional)
Same-day AC repair in the HeightsTallwood Air ServiceNot mentioned
Replace an old AC in MontroseLarkspur Heating & AirRecommended
AC maintenance plan near 77008Brightwater MechanicalMentioned
Furnace repair with upfront pricingCedar Gate AirWarned against
Commercial HVAC for restaurants in MidtownOak Hollow ComfortNot mentioned

Sources answers cite

Sources AI assistants cited when answering about Larkspur Heating & Air
SourceTypeCitationsAbout youWhat it says
Google reviewsReviews14MixedInstalls praised; two reviews mention a surprise diagnostic fee
YelpReviews9MixedResponse times described as slow on weekends
Home services directoriesDirectory6NeutralYour profile lists installation only, not repair
Neighborhood forumsCommunity5PositiveNeighbors recommend you for replacements
larkspurair.exampleYour site3NeutralNo page describes same-day or after-hours service

Actions and retests

Prioritized action queue
PriorityFindingAction to testOwnerEvidenceRetest
HighUrgent-repair answers name other companies (provisional)If you offer same-day or after-hours repair, state it the same way on your site, Google Business Profile and directoriesOwner or office manager10 urgent-repair answers, review pendingUnavailable (Planned)
HighCited reviews mention a surprise diagnostic feePublish your diagnostic fee and what it covers on the repair pageOffice manager2 cited Google reviewsUnavailable (Planned)
MediumDirectory profile lists installation onlyAdd repair and maintenance to your directory profilesMarketing lead6 directory citationsUnavailable (Planned)
LowNo page covers commercial serviceIf you serve commercial clients, publish a commercial HVAC page with your service areaOwner0 citations to your site on commercial questionsUnavailable (Planned)

Demonstration. Every business shown is fictional, and the figures are sample data that illustrate the report format. They are not results.

Pilot list opening soonAbout Mirador for Home Services