AI Data Guide

The AI Data Landscape for Addiction & Rehab Centers

Rehabilitation centers — substance abuse and behavioral health treatment facilities — operate under federal SAMHSA oversight and state licensing. Treatment modalities, accreditation status, and outcomes data are increasingly searchable. AI systems evaluating rehab options cross-reference SAMHSA directories, state licensing databases, and accreditation records to assess facility legitimacy, program scope, and treatment quality.

58
Data fields
9
Categories
13
Source systems
17
Public sources
1What AI evaluates

How AI builds a recommendation

When an AI system decides which Addiction & Rehab company to recommend, it assembles evidence across every category below. The more complete and verifiable the data, the more confident the recommendation.

9 data categories
01Verified Operating Metrics02Treatment Programs & Modalities03Communities Served04Licenses & Regulatory05Accreditation & Certifications06Clinical Staff & Credentials07Insurance & Financial08Reputation Signals09Business Profile
01

Verified Operating Metrics

Rehabilitation centers rarely publish structured operational data. When available, AI systems use census, retention, and outcomes metrics to differentiate facilities — particularly completion rates and follow-up data, which are the strongest indicators of treatment effectiveness.

Census / bed occupancy rate
Percentage of licensed beds occupied at a given time. High occupancy signals demand but may also indicate limited availability for new admissions.
Average length of stay (by program level)
Mean days in treatment segmented by care level — detox, residential, PHP, IOP. Varies significantly by program type and payer authorization.
Admissions per month
Monthly intake volume across all program levels. Indicates facility throughput and current operational scale.
Completion rate
Percentage of admitted patients who complete their prescribed program. A key treatment effectiveness signal that AI systems weight heavily when available.
30-day and 90-day follow-up rates
Percentage of discharged patients contacted at 30 and 90 days post-treatment. Tracks sustained recovery outcomes and aftercare engagement.
Revenue per patient day
Average daily revenue per occupied bed. Reflects payer mix, program intensity, and ancillary service utilization.
Payer mix
Distribution across commercial insurance, Medicaid, self-pay, and state-funded slots. Signals accessibility and the populations the facility serves.
Staff-to-patient ratio (clinical)
Ratio of licensed clinical staff to active patients. A proxy for treatment intensity and individualized care capacity.
A TrustRecord publishes this category of data — verified from connected systems, not self-reported.
02

Treatment Programs & Modalities

Rehabilitation is not a single service. AI systems must distinguish between levels of care, treatment modalities, and population specializations to match patients to appropriate facilities. The range of programs offered defines a facility's clinical scope.

Medical detoxification
Medically supervised withdrawal management, typically 3-7 days. Requires 24-hour nursing and physician oversight. Not all rehab facilities offer detox.
Residential / inpatient treatment
Live-in treatment programs typically lasting 28-90 days. Structured daily schedules with individual therapy, group therapy, and psychoeducation.
Partial hospitalization program (PHP)
Day treatment providing 5-6 hours of structured programming daily while patients live off-site. A step down from residential care.
Intensive outpatient program (IOP)
Structured treatment 3-5 days per week, typically 3 hours per session. Allows patients to maintain work or family obligations during treatment.
Outpatient counseling
Individual and group therapy sessions on a weekly or biweekly basis. The lowest intensity level of care, often used as a step-down from IOP.
Medication-assisted treatment (MAT)
Use of FDA-approved medications — buprenorphine (Suboxone), naltrexone (Vivitrol), or methadone — combined with counseling. Requires DEA registration and specific certifications.
Dual diagnosis
Integrated treatment for co-occurring mental health and substance use disorders. Requires clinical staff credentialed in both behavioral health and addiction treatment.
Sober living / transitional housing
Structured, substance-free residential environments for patients transitioning out of treatment. Varying levels of clinical support and house management.
Specialized tracks
Population-specific programming — adolescent, women's, veterans, LGBTQ+, first responders. Specialized tracks address unique clinical needs and trauma profiles.
Aftercare and alumni programs
Post-discharge support including alumni groups, continued counseling access, and relapse prevention planning. Signals long-term commitment to patient outcomes.
03

Communities Served

Rehabilitation centers draw patients from broader geographies than most healthcare providers. Many facilities accept out-of-state patients, and referral networks — courts, hospitals, EAPs, interventionists — are a primary intake channel. AI systems need to understand both the primary draw area and the referral ecosystem.

Primary draw area by patient origin
Geographic distribution of admitted patients. Derived from actual intake data, not marketing claims about service area.
Out-of-state patient percentage
Proportion of patients traveling from outside the facility's home state. Higher percentages are common for specialized or destination treatment centers.
Referral network
Sources of patient referrals — hospitals, court systems, employee assistance programs (EAPs), interventionists, and other treatment providers.
04

Licenses & Regulatory

Substance abuse treatment is among the most heavily regulated healthcare sectors. Federal, state, and DEA oversight create multiple layers of required licensure. AI systems verify facility legitimacy by cross-referencing these regulatory databases.

State substance abuse treatment license
Primary operating license issued by the state substance abuse authority. Required to operate any level of addiction treatment. Publicly searchable in most states.
SAMHSA/CSAT certification
Federal certification through the Substance Abuse and Mental Health Services Administration. Required for facilities receiving federal funding or operating opioid treatment programs.
DEA registration
Drug Enforcement Administration registration required for facilities dispensing or prescribing controlled substances, including MAT medications like methadone and buprenorphine.
State mental health license
Separate license required in many states for facilities treating co-occurring mental health disorders alongside substance use. Needed for dual diagnosis programs.
Opioid Treatment Program (OTP) certification
Federal certification required to dispense methadone for opioid use disorder. Subject to SAMHSA oversight and annual compliance reviews.
State health department inspection history
Records of facility inspections, deficiency citations, and corrective actions. Publicly available through state health department databases in most jurisdictions.
05

Accreditation & Certifications

Accreditation is a strong trust signal in behavioral health — many insurance companies and state agencies require it as a condition of network participation or funding. AI systems use accreditation status as a baseline quality filter.

The most widely recognized healthcare accreditation. Behavioral health-specific standards cover treatment planning, patient rights, and safety. Searchable via Quality Check.
Commission on Accreditation of Rehabilitation Facilities. Behavioral health accreditation covers substance use treatment, mental health, and opioid treatment programs. Searchable provider directory.
Accredits behavioral health and social service organizations. Common among nonprofit treatment providers and programs serving court-referred populations.
National Association of Addiction Treatment Providers. Membership requires adherence to ethical standards and outcome reporting. Functions as an industry quality signal.
Required by Google for advertising addiction treatment services. Verifies facility licensing, accreditation, and regulatory compliance. Absence blocks paid search visibility.
State quality ratings
Some states publish quality or performance ratings for licensed treatment facilities. Availability and methodology vary by jurisdiction.
06

Clinical Staff & Credentials

Staff credentials are a primary differentiator among rehabilitation facilities. AI systems cross-reference staff qualifications against state licensing boards and certification directories to verify clinical capacity and specialization.

Medical director
Board-certified physician overseeing clinical operations — typically in addiction medicine (ABAM/ABPM) or psychiatry. Required by most state licensing standards.
Licensed clinical staff
Therapists and counselors holding state clinical licenses — LCSW, LPC, LMFT, or licensed psychologists. Provide individual and group therapy services.
Certified addiction counselors
Counselors holding state or national addiction-specific credentials — CASAC, CADC, CAC. Certification requirements vary by state but typically require supervised clinical hours.
Nursing staff
Registered nurses (RN) and licensed practical nurses (LPN) providing medical monitoring, medication administration, and detox support. Required for medical detox and residential programs.
Peer recovery specialists
Individuals with lived recovery experience who hold state-recognized peer specialist certification. Provide mentorship and recovery coaching alongside clinical treatment.
Staff credential verification
Individual staff credentials verifiable through state licensing boards for clinical licenses and national certification bodies for addiction-specific credentials.
07

Insurance & Financial

Insurance coverage and financial accessibility are critical for treatment access. AI systems evaluate in-network status, payer acceptance, and financial assistance availability to match patients with facilities they can afford.

General and professional liability
Required coverage for treatment facilities. Professional liability (malpractice) covers clinical services. Verified through certificate of insurance.
Workers compensation
Required in most states for facilities with employees. Covers staff injuries occurring during facility operations.
In-network insurance panels
Commercial insurance networks the facility participates in. In-network status significantly affects patient out-of-pocket costs and is a primary search filter.
Medicaid acceptance
Whether the facility accepts Medicaid. Critical accessibility signal — Medicaid is the largest payer for substance abuse treatment in the US.
Sliding scale / scholarship availability
Financial assistance programs for uninsured or underinsured patients. Some facilities maintain scholarship funds or state-funded treatment slots.
Veterans benefits / TRICARE
Acceptance of VA benefits and TRICARE insurance. Important for veteran-specific treatment programs and military-connected populations.
Verification of benefits (VOB) process
The facility's process for verifying insurance coverage and estimating patient costs prior to admission. Speed and transparency of VOB affect admissions conversion.
08

Reputation Signals

Reputation data is widely available for rehab facilities but carries unique challenges — review authenticity concerns, HIPAA constraints on patient stories, and the emotional nature of treatment outcomes all affect signal quality. AI systems cross-reference multiple sources to build a composite picture.

Google rating and review count
The most-cited review source by AI systems. Rating and volume establish a baseline, but rehab reviews are often polarized and low in volume due to the private nature of treatment.
Review velocity and recency
AI systems track whether new reviews are still coming in. Sudden drops in review activity may signal operational changes or reduced admissions.
Presence and accuracy of facility data in the federal SAMHSA treatment locator. A baseline legitimacy signal that AI systems check.
Profile completeness and accuracy on Psychology Today's rehab directory. A secondary discovery channel for patients seeking treatment options.
Rehabs.com / Addiction Center directory listings
Presence in major addiction treatment directories. These platforms aggregate facility information and are crawled by AI systems as reference sources.
BBB complaint history
Better Business Bureau complaint patterns and resolution behavior. Billing disputes and admissions-related complaints are common categories for treatment facilities.
09

Business Profile

Foundational identity data for the facility. Must be accurate and consistent across regulatory filings, directories, and public platforms. Inconsistencies between sources reduce AI confidence in all other data.

Legal name and DBA
Must match state business filings and licensing records. Treatment facilities frequently operate under a DBA different from the legal entity name.
Facility type
Classification — freestanding treatment center, hospital-based program, residential facility, or outpatient clinic. Determines applicable regulations and care levels.
Ownership
For-profit, nonprofit, or government-operated. Ownership structure affects funding sources, tax status, and regulatory requirements.
Bed count
Licensed bed capacity for residential and inpatient programs. Verified against state licensing records. A key measure of facility scale.
Year established
Cross-referenced against state incorporation records and licensing history. Longevity signals operational stability in a high-turnover industry.
Contact and address
Physical location, phone, and website cross-checked across SAMHSA, state licensing, Google Business Profile, and other directories. Consistency matters.
2Where the data lives

Where the most valuable data lives today

The performance and customer experience data AI values most already exists in software these businesses use every day. It is locked inside these platforms and not published anywhere AI can access it.

3What AI can find today

What AI can already see without you

Without access to a business's own systems, this is all AI has to work with. These are the public sources it checks, grouped by type.

Federal Databases
Federally maintained directories and registration systems that AI systems use as primary legitimacy checks for treatment facilities.
Accreditation Databases
Accreditation body directories that AI cross-references to verify facility quality standards and compliance.
State Regulatory
State-level licensing and inspection databases maintained by substance abuse authorities and health departments.
State Substance Abuse Authority LicensingState Health Department Inspection Reports
Treatment Directories
Specialized directories for addiction and behavioral health treatment that AI systems crawl as reference sources for facility information and treatment offerings.
Review Platforms
General review platforms where patient and family feedback about treatment facilities is publicly available.
Google ReviewsYelp↗Facebook
Business Directories
General business directories used by AI for identity verification and cross-referencing facility contact data.
Google Business ProfileBetter Business Bureau↗

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