Addiction treatment has zero citations across all three cities despite audited facilities being the highest-rated or best-credentialed in their markets. Real trust signals (CARF accreditation, high ratings, long tenure) exist in human-readable form but are not surfaced in the structured schema and SAMHSA directory data AI engines index.
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Zero citations despite auditing the highest-rated or best-credentialed facility in each city
The Chicago facility was the highest-rated in the Chicago cohort. Atlanta is CARF-accredited with 30+ years of operation. Houston was the best-rated in its city group. All scored zero AI citations. This is not a quality problem — it is a structured data infrastructure problem. The trust signals exist; they are not accessible to AI engines in the format AI engines can read.
SAMHSA
SAMHSA directory is the primary citation source AI engines index for addiction treatment
SAMHSA (Substance Abuse and Mental Health Services Administration) maintains a treatment locator directory that AI engines use to ground addiction treatment recommendations. Facilities not listed in SAMHSA are missing from a primary citation source — the equivalent of not being in HomeAdvisor for plumbing. All three audited facilities appear to have incomplete SAMHSA listings.
CARF
CARF and Joint Commission accreditation must be in structured schema — not just on the website
The Atlanta addiction treatment facility is CARF-accredited. This appears on the website — but not in structured schema that AI engines can parse. AI engines cannot extract trust signals from unstructured text or image-based badges. The CARF accreditation number needs to be in Organization schema for AI engines to treat it as a verifiable credential.
YMYL
Addiction treatment has the highest AI engine trust threshold of any industry audited
YMYL categories like addiction treatment require AI engines to apply the highest verification standards before citing a facility. Meeting the citation threshold requires verified accreditation in structured data, licensed clinical staff profiles, insurance coverage in structured format, and SAMHSA directory presence — all four together.