Why Is ChatGPT Recommending a Therapist Who Does Not Exist in My City?

How do you tell the cases apart?

State licensing boards publish lookups for psychologists, counsellors, social workers and marriage and family therapists. Most allow a search by name. Directories that verify licences, such as the major therapist directories, are a second check.

Why do assistants invent providers?

Because language models produce the most plausible answer when they lack a reliable one. OpenAI researchers have argued that training and evaluation reward guessing over admitting uncertainty, and that facts which appear rarely in training data are where models most often go wrong. The names of individual local practitioners are exactly that kind of fact. Invented providers are more likely when:

• The assistant answers without searching, from model memory alone.
• The local area has few online sources about therapists.
• The question is specific, combining a modality, a condition, an insurer and a neighbourhood, so few real matches exist.

The same pattern produces invented competitors in other sectors, as covered in why AI models hallucinate competitors that do not exist.

Why does this matter more in mental health?

A person looking for a therapist may be in distress, and an answer that sends them to someone who does not exist, or cannot take them, costs time and trust at a vulnerable moment. It also creates risk if people contact someone who is not licensed. Some answers add caveats and suggest checking licences. The more real, verifiable local information exists, the more often they can recommend real practitioners instead of guessing.

What should a real local therapist publish?

• A practice website with your name as you are licensed, credentials, licence type and number, the state or states where you are licensed, and your office address or a clear "telehealth only" statement.
• What you treat and how: conditions, populations and approaches, in plain words.
• Practical details: fees, insurance accepted, sliding scale if offered, availability and how to book.
• A complete profile on the main therapist directories, with the same details and a link to your site.
• A Business Profile as an individual practitioner, if you see clients in person, following Google's rules for practitioners.
• Consistent details everywhere: name, address, phone and website.

How to write service and location pages that assistants can match is covered in how specific service, location and customer pages should be for AI to understand a business.

How do you test what assistants recommend?

Ask ChatGPT, Gemini and Perplexity questions local clients ask, several times each, with web search on and, where the assistant allows it, off:

• "Therapist for anxiety in [city]"
• "[Approach, such as EMDR] therapist near [neighbourhood]"
• "Therapist who takes [insurer] in [city]"
• "Couples counsellor in [city] with evening appointments"

Check every name against licence lookups and directories, and classify each as real and local, real elsewhere, telehealth only, inactive, merged or invented. Track the share of real local recommendations over time, and whether you appear. How to report invented or wrong information to an assistant is covered in how to document a false statement generated by an AI assistant.

What should group practices and directories do?

Group practices should give each clinician a profile page with licence details and the locations where they see clients. They should mark clinicians who have left, and redirect their pages to the practice's current team page. Directories can help by showing licence verification clearly, marking telehealth-only practitioners, and removing inactive profiles, so assistants have accurate data to draw on.

What might an illustrative case look like?

Consider an illustrative licensed counsellor in a mid-sized city who asked ChatGPT for "trauma therapist in [city] who takes [insurer]". The answer named three therapists. One did not appear in the state licence lookup or any directory. One was licensed in another state and practised only online. The third was a real local therapist whose profile was incomplete. The counsellor's own website listed no licence number, no insurers and no address, and their directory profile was half finished. They added their licence details, insurers, address and trauma approaches to their site and completed the directory profile. They also created a practitioner Business Profile. Two months later, searched answers to similar questions named them in about a third of runs, and no longer invented a local therapist.

What do people ask about AI and therapist recommendations?

Should patients trust AI recommendations for therapists?

As a starting point only. Check the licence with the state board and the details with the therapist before booking.

Can a therapist ask ChatGPT to stop recommending someone who does not exist?

You can report the answer through feedback. The lasting fix is more real local information for assistants to draw on.

Do telehealth-only therapists hurt local therapists' visibility?

They compete for the same questions. Stating your in-person location clearly helps assistants match you to local requests.