Real scores from 11 Atlanta service industry audits. HVAC is the only industry cited in AI search. Google AI Overviews was systemically suppressed across most Atlanta home service categories on the audit date — a market-level observation noted throughout this data.
Scores are composite across 6 components. AI citation status reflects whether the audited business was cited in responses to 5 standard service queries per engine (15 total). Score tier: Top 58+, Mid 35–57, Bottom 0–34.
| # | Industry | AI Visibility Score | Tier | AI Citation | Key Structural Signal |
|---|---|---|---|---|---|
| 1 | HVAC & Heating/Cooling |
55/ 100
|
Mid | ChatGPTGoogle AIO | Only Atlanta industry cited across AI engines — 3 of 15 queries. Cited in both ChatGPT and Google AIO. Strongest citation footprint in Atlanta. |
| 2 | Cosmetic Surgery |
49/ 100
|
Mid | Not cited | Exceptional surgeon credentials (Harvard-trained, multiple board certifications) — not surfaced in structured schema AI engines can read. |
| 3 | Personal Injury Law |
48/ 100
|
Mid | Not cited | Georgia's largest PI firm by advertising presence. Brand recognition does not transfer to AI citation — structured entity data is the gap. |
| 4 | Addiction Treatment |
43/ 100
|
Mid | Not cited | CARF-accredited, 30+ years in Atlanta. Missing from SAMHSA directory — accreditation not in structured schema, invisible to AI engines. |
| 5 | Roofing & Exterior |
43/ 100
|
Mid | Not cited | Strong NAP consistency — single business name across all directories. No Google AIO results for Atlanta roofing on audit date (AIO suppression). |
| 6 | Criminal Defense Law |
40/ 100
|
Mid | Not cited | SuperLawyers recognition present. Not enough legal directory depth (Avvo, Martindale-Hubbell) for AI engines to surface this attorney. |
| 7 | Dental Services |
40/ 100
|
Mid | Not cited | 457 GBP reviews, 4.8 rating. Two-location practice — multi-location NAP management creating citation fragmentation. |
| 8 | Pest Control |
38/ 100
|
Mid | Not cited | 28 years operating, BBB A+, 4.9 GBP rating. Missing from aggregator sources AI engines index. Strong local reputation, zero AI footprint. |
| 9 | Plumbing Services |
38/ 100
|
Mid | Not cited | Consistent NAP, BBB A+. Thin citation footprint across the data aggregators AI engines use for local recommendations. |
| 10 | Chiropractic Care |
37/ 100
|
Mid | Not cited | Consistent NAP, 4.9 GBP rating. Missing from health directories (Healthgrades, Zocdoc) that AI engines use for chiropractic citations. |
| 11 | Auto Repair |
35/ 100
|
Mid | Not cited | 60+ years operating, established Atlanta presence. Zero schema markup — the weakest structured data in the Atlanta audit cohort. |
Audited May 2026 · 15 query-engine combinations per business (5 queries × ChatGPT, Google AIO, Perplexity) · Score: 0–100 composite across 6 components · Note: Google AIO suppressed for most Atlanta categories on audit date
Patterns observed across 11 Atlanta service industry audits, 165 query-engine combinations total.
Atlanta businesses have the credentials, the ratings, and the tenure — but the lowest AI citation rate of the three cities. The data suggests this is a structured-data infrastructure gap more than a content gap. The inputs businesses think matter (ratings, reviews, longevity, credentials) are not the inputs AI engines evaluate first. Citation source coverage and entity schema are.
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