AISearchScore
Invite-only beta· demo shell · no live engines

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See how answer engines mention your business — and where competitors show up instead.

URL first, then email. Public crawl stays off until onboarding; provider calls stay off until keys and spend are approved.

Open SAMPLE reportScoring methodology →

Sample report

SAMPLE · not live data

Orange County HVAC — illustrative sample (not live data). Fictional shop Pacific Breeze HVAC vs local rivals — for storytelling only. Real dashboards stay empty until you onboard and providers are configured.

SAMPLE reportOrange County HVAC — illustrative sample (not live data)

Pacific Breeze HVAC You

You don’t lead AI responses in this category

Pacific Breeze HVAC appears in 13 of 25 sample responses (52%).

Read the SAMPLE below to see who is mentioned and cited instead — then enter your website for your own report.

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Category visibility

Ranked by sample mention rate · every figure labeled SAMPLE

SAMPLE · illustrative
  1. 1
    Coastline Comfort Co.

    78%

    SAMPLE

  2. 2
    Harbor Air Pros

    54%

    SAMPLE

  3. 3
    Pacific Breeze HVACYou · Your brand

    52%

    SAMPLE

  4. 4
    OC Climate Experts

    41%

    SAMPLE

  5. 5
    Sunset Heating & Cooling

    33%

    SAMPLE

AEO snapshot

Pacific Breeze HVAC — SAMPLE scores

Four scan metrics from an illustrative Orange County HVAC pass. Every figure is SAMPLE. Content / readiness stays N/A because no blog URL was submitted.

Visibility Score

52%

FairSAMPLE

Pacific Breeze HVAC is mentioned in 52% of sample responses in this category (13 of 25 prompts).

Positive Sentiment

41%

FairSAMPLE

When Pacific Breeze is mentioned, the sample answers read positive 41% of the time.

Citation Share

9%

PoorSAMPLE

pacificbreezehvac.example is cited in 9% of sample responses in this category.

Content / readiness

N/A

N/ASAMPLE

No blog post URL was provided in this sample story. We will not invent a content score.

Visibility by engine · SAMPLE

Pacific Breeze HVAC appears in 13 of 25 sample responses (52%).

How often Pacific Breeze HVAC vs Coastline Comfort Co. appears across five named engines. Bars are appearance rate on 25 illustrative prompts — not live answers.

5 enginesSAMPLE prompt setNot live engines

Illustrative appearance rates across 25 fictional prompts. Not live ChatGPT, Claude, Google AI, Perplexity, or Grok results.

Sentiment · SAMPLE

How sample answers talk about this shop

Pacific Breeze has mixed sentiment in this SAMPLE.

Negative

59%

Positive

41%

Split of illustrative mentions only — not live engine sentiment.

Why the negative reads

  • Weekend emergency hours not stated

    Sample emergency prompts cite Harbor Air’s after-hours page; Pacific Breeze hours stop at weekday copy.

  • Contractor license missing on service pages

    Illustrative answers that name licensed shops skip Pacific Breeze when a CSLB number is not visible.

  • City list differs from the directory listing

    Homepage names Irvine and Costa Mesa; the sample directory row also lists Huntington Beach.

  • Repair guides thinner than cited competitors

    Humidity and short-cycle questions cite Coastline’s explainer, not a Pacific Breeze article.

Why the positive reads

  • Names specific Orange County cities

    When the shop is mentioned, answers repeat Irvine / Newport Beach service-area language from the homepage.

  • Financing and same-week install mentioned

    A minority of sample answers repeat the financing line that appears on the fictional homepage.

Cited websites · SAMPLE

pacificbreezehvac.example is rarely the cited page

How often each domain appears as a citation in this illustrative prompt set — plus the exact fictional pages that win those citations.

Domain citation share

Ranked share of sample citations

  1. 1

    coastlinecomfort.example

    18%
  2. 2

    harborairpros.example

    14%
  3. 3

    pacificbreezehvac.exampleYou

    9%
  4. 4

    angi.example

    8%
  5. 5

    reddit.com

    7%
  6. 6

    yelp.com

    6%

Most frequently cited pages

1. coastlinecomfort.example

2.4% SAMPLE

Same-Day AC Repair in Irvine & Newport Beach

Coastline Comfort outlines response windows, coastal humidity tips, and when a recharge is the wrong fix.

2. harborairpros.example

1.8% SAMPLE

24/7 Emergency HVAC Dispatch | Orange County

Harbor Air lists after-hours fees, a live dispatcher, and cities covered past 6pm — the pattern emergency prompts cite.

3. angi.example

1.4% SAMPLE

Best HVAC Companies in Orange County (2026)

Directory roundup of licensed contractors and review volume. Comparison prompts cite this page, not a brand-owned guide.

4. reddit.com

1.1% SAMPLE

r/orangecounty: reliable AC repair that won’t ghost you

Thread names shops that answered after hours. Pacific Breeze is not in the cited replies in this SAMPLE.

Content suggestions · SAMPLE

Formats that match the citation gaps

Illustrative ideas for this fictional shop, grounded in the SAMPLE citation story — not live engine briefs.

Listicle

9 Questions Orange County Homeowners Ask Before Booking HVAC Repair

Citation gap: Angi and Coastline listicles show up for “who to call” prompts; Pacific Breeze has no comparable owned page in this SAMPLE.

Problem-Solution

Why Coastal Humidity Makes Your AC Short-Cycle — and How to Fix It

Citation gap: humidity / short-cycle prompts cite Harbor Air’s explainer. A shop-owned diagnosis page is the missing pattern.

Comparison

What to Compare When Two OC HVAC Quotes Look the Same

Citation gap: comparison prompts currently cite directory roundups. A brand-owned checklist could compete for those citations.

Year-specific

2026 Heat Pump Rebate Guide for Orange County Homeowners

Citation gap: year-stamped rebate answers cite rival guides. This sample story has no 2026 rebate URL to analyze.

Want the gaps for your brand? Enter your website — we will not invent live ChatGPT or Claude answers.

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Methodology & limitations

What this SAMPLE does and does not measure

5 engines25 illustrative promptsSAMPLE prompt setNot live enginesContent score N/A

Engine set: ChatGPT · Claude · Google AI · Perplexity · Grok. Category: Orange County, CA · HVAC (constructed). Illustrative · not a live date window. Run count: 1 (no repeat-run variance).

Example SAMPLE prompts: best AC repair in Irvine · emergency HVAC Newport Beach · heat pump rebate Orange County 2026 · same-day air conditioning Costa Mesa.

  • Five named engines; figures are illustrative, not live ChatGPT / Claude / Google AI / Perplexity / Grok answers.
  • 25 constructed, unbranded Orange County HVAC prompts — not a customer’s real prompt set.
  • One fictional pass (no repeat-run variance). Category peers are constructed for storytelling.
  • Content / readiness is N/A because no blog URL was submitted in this sample story.

Phone-first layout of the same SAMPLE: Open /sample

How it works

Step 1

Enter your website

Paste your public URL. We store it with your request so the report is tied to the right brand — no paid AI on this step.

Step 2

Share a work email

We email your free AI visibility report when it is ready. Lead capture only; nothing is scored yet.

Step 3

Confirm brand facts

In onboarding, review suggested brand details and buyer questions. You edit and confirm before any monitoring run.

Step 4

Monitor answers over time

When provider keys are wired, we track how answer engines mention you versus competitors. Until then the shell stays demo-honest.

Access

Invite-only while we finish the beta

Signup can require an invite code. The marketing site and product shell are open to browse so you can see the layout. Live AI collection, billing, and shareable reports turn on after keys, spend ceiling, and Stripe are ready — we will not pretend they are live.

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Engines (when configured)

ChatGPT · Claude · Google AI · Perplexity · Grok (xAI)

Adapters exist; without API keys the prove path stays unconfigured and never invents live answer text.