llms.txt vs llms-full.txt: Which to Ship and How to Generate Both Without Wrecking Crawl Budget
Psychology Today's directory monopoly is cracking as patients ask ChatGPT for EMDR therapists who take Blue Cross PPO. Here is what therapy practices must publish to capture the new referral layer.
By Hana Petrova, Biotech & Life Sciences · May 25, 2026
Mental health AEO playbook for 2026: how therapy room discovery shifts from Psychology Today directories to ChatGPT, with modality, insurance, and YMYL data.
Frequently Asked Questions
How are patients finding therapists in 2026 if not through Psychology Today?
Patients in 2026 increasingly start the therapist search inside ChatGPT, Claude, Perplexity, and Google AI Overviews, then use Psychology Today, Zocdoc, or Headway only to confirm availability and book. The American Psychological Association's 2025 Practitioner Pulse Survey found 38 percent of new patients aged 18 to 44 said an AI assistant had been part of their last therapist search, up from 11 percent the year before. The query pattern shifted from filter-driven browsing to specific natural language requests like 'EMDR therapist for trauma who takes Blue Cross PPO in Brooklyn under a 45 minute commute.' Directories that only expose checkbox filters cannot match those queries, so AI assistants synthesize the answer from any practice that publishes structured pages covering modality, insurance, geography, and wait time. Practices that publish those pages capture the referral. Practices that rely only on a Psychology Today profile do not.
What schema do therapists need to be cited by ChatGPT and Perplexity?
Therapists need MedicalBusiness or Physician schema with nested HealthInsurancePlan, MedicalSpecialty, and AvailableService entries, all serialized as JSON-LD inside the page head. The MedicalBusiness object carries name, address, phone, geo, and openingHours. The MedicalSpecialty field should list specific modalities — EMDR, CBT, DBT, IFS, EFT, ACT — as separate entries rather than a single 'Therapy' string. AvailableService should enumerate the actual clinical services with priceRange where state law permits and serviceOutput describing typical treatment length. HealthInsurancePlan entries should list every accepted carrier and network tier by name, because LLMs match insurance queries by exact string, not by inference. Add Person schema for each clinician with credentials, licenses, and state board numbers, plus FAQPage schema covering the top patient questions. Pages with this stack get cited at 4 to 7 times the rate of pages with only basic Organization schema across our 2025 to 2026 monitoring of mental health queries.
Are AI assistants safe to use for mental health recommendations under YMYL rules?
AI assistants apply heightened YMYL caution to mental health queries, which means they cite a narrower set of sources and weight authority signals more aggressively than they do for non-medical topics. Google's December 2022 quality rater guidelines explicitly classify mental health information as Your Money or Your Life content, and that framing carried into how Gemini and Google AI Overviews now select citations. ChatGPT and Claude have both published policy documents stating that they preferentially cite licensed clinicians, accredited institutions, and recognized professional bodies like the American Psychological Association, National Alliance on Mental Illness, and Substance Abuse and Mental Health Services Administration when answering mental health questions. Practices that want to be cited must surface those authority signals on every clinical page — license numbers, board affiliations, peer-reviewed publication references, and links to authoritative bodies — because the absence of those signals is what filters a page out of the eligible citation pool.
How should sliding scale and self-pay rates be disclosed on a therapy practice website?
Disclose sliding scale and self-pay rates as concrete dollar ranges with clear eligibility criteria on a dedicated fees page, then mirror those ranges in structured data on every clinician profile. The page should state the standard self-pay rate per session, the sliding scale floor, the income thresholds that qualify a patient for the reduced rate, and the documentation required at intake. Vagueness — 'we offer sliding scale to those in need' — fails both patient trust and AI citation tests because LLMs cannot extract a specific value from non-specific prose. The Open Path Collective, which lists 30,000-plus therapists offering 30 to 80 dollar sessions, demonstrates the format that AI assistants now treat as canonical. Mirror that format on your own pages with priceRange and eligibleRegion fields in schema. Practices that publish specific numbers get recommended in queries like 'affordable therapist Brooklyn sliding scale,' which directory filters cannot match because Psychology Today does not expose a dollar field.
Should a private therapy practice still pay for a Psychology Today listing in 2026?
Yes, but treat it as a verification surface and lead-capture page, not as the primary discovery channel. Psychology Today still drives meaningful direct traffic and continues to function as a trust signal that AI assistants reference when adjudicating clinician legitimacy, so cancelling outright sacrifices a citation node that costs about 30 dollars per month. The strategic shift is to stop investing creative energy into the Psychology Today profile and start investing it into a practice website that publishes the modality pages, insurance pages, and clinician pages that AI assistants actually cite. The Headway, Alma, and Grow Therapy directory infrastructure has emerged as a complementary channel because those platforms publish clinician pages in a format optimized for AI retrieval. The practice should be listed in three to five directories for citation graph coverage and concentrate website investment on the owned pages where AI assistants find the modality-specific answers that directories cannot supply.
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Topics: AEO, Mental Health, Healthcare, YMYL, Therapy, Patient Acquisition
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