Sample Report · Fictional demonstration

Answer Assistant AI Answer Report

Demo Air & Heat Co. · Plantation, FL · HVAC

This is a fictional demonstration report. All business names, scores, and findings are sample data created to show what a real Answer Assistant report looks like.
Sample
54/ 100
Overall AI Answer Score

25

Questions tested

11 of 25

Business mentioned

3

Competitors appearing more often

2

Potential factual issues

Visibility

44%

of tested questions mentioned the business

Accuracy

Accurate14
Questionable6
Incorrect5

Competitors

  • Cool Breeze HVAC18 mentions
  • Suncoast Mechanical15 mentions
  • Allstar Air13 mentions
Competitor visibility

Who AI recommends instead of you

Across 25 customer questions, AI assistants named competitors far more often than Demo Air & Heat Co.. Each bar is sized by the number of times the business appeared in AI answers.

Cool Breeze HVAC18 mentions
Suncoast Mechanical15 mentions
Allstar Air13 mentions
Demo Air & Heat Co.(you)11 mentions
Claim verification

What AI says vs. what's actually true

We compare each AI claim against verified business information and mark it correct or incorrect.

What AI says
What's actually true

“Offers residential and commercial HVAC services.”

Commercial HVAC is not offered — residential only.

Incorrect

“Open Sundays from 9am to 5pm.”

Closed Sundays.

Incorrect

“Serves Plantation and Fort Lauderdale.”

Serves 8 cities across Broward County.

Incorrect

“Family-owned business since 2009.”

Family-owned since 2009.

Correct

“Offers 24/7 emergency repair service.”

24/7 emergency service is available.

Correct

Questions tested

Real customer-intent questions asked to AI assistants.

Customer questionResult
Who is the best HVAC company in Plantation, FL?Mentioned (3rd)
Does Demo Air & Heat Co. offer commercial HVAC?Mentioned — incorrect
Which HVAC companies offer 24/7 emergency service near me?Not mentioned
Who are the most reliable AC repair companies in Broward County?Mentioned (2nd)
Does Demo Air & Heat Co. offer free estimates?Not mentioned
What are Demo Air & Heat Co.'s business hours?Mentioned — conflicting

Issues found

Specific problems detected in how AI represents this business, color-coded by severity.

High Medium Low
High severity

AI incorrectly states the company offers a service

Why it matters: Customers searching for commercial HVAC will be misled and contact you for a service you don't offer, leading to frustration and lost trust.

Prioritized action: Correct the commercial HVAC claim across the source feeding AI systems.

High severity

Competitor recommended more frequently

Why it matters: A competing HVAC company appears in 18 of 25 questions versus your 11, so AI is steering potential customers to a rival.

Prioritized action: Strengthen the signals AI uses to recommend your business over competitors.

High severity

Not mentioned for a high-intent query

Why it matters: Your business is absent from results for '24/7 emergency HVAC service,' despite offering it — losing ready-to-buy customers.

Prioritized action: Make 24/7 emergency availability prominent on your site and key listings.

Medium severity

Business hours differ across sources

Why it matters: Inconsistent hours erode trust and can send customers to a competitor when they're unsure you're open.

Prioritized action: Publish consistent business hours everywhere, including Sunday closure.

Medium severity

Service-area information is missing

Why it matters: AI doesn't associate you with several cities you serve, so nearby customers never hear about you.

Prioritized action: Add clear, crawlable service-area pages for each city you serve.

Low severity

Free-estimate and warranty details not surfaced

Why it matters: AI omits differentiators that could win customers comparing you to competitors.

Prioritized action: Publish free-estimate, guarantee, and certification details on your site.

Recommended actions

Prioritized so you know what to fix first.

High Priority

Correct the commercial HVAC claim

Update the source causing AI systems to associate the company with commercial HVAC services.

High Priority

Publish consistent business hours everywhere

Ensure hours — including Sunday closure — match across your website, Google profile, and directories.

Medium Priority

Add service-area pages for served cities

Create clear, crawlable pages listing each city you serve so AI can associate them with you.

Medium Priority

Strengthen emergency-service signals

Make 24/7 emergency availability prominent on your site and key listings.

Low Priority

Add free-estimate and warranty information

Publish details you want customers (and AI) to know — free estimates, guarantees, certifications.

AI answers change over time. Ongoing monitoring catches new inaccuracies and visibility shifts before they cost you customers.

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