A practical pattern atlas
Care needs evidence and clear roles.
Use health research to inform boundaries and evaluation without claiming that a faith chatbot is therapy.
What the research actually supports
Therabot: evidence for a specific supervised system
Dartmouth’s institutional summary describes a randomised study with 106 people receiving Therabot and 104 controls without access. It reports symptom improvements and clinician oversight. It was not a head-to-head trial against human therapy. The NEJM AI publication is linked for further review; its full text was unavailable here. These findings do not establish that a general-purpose or faith chatbot has the same effects.
Unsafe model responses need deliberate testing
Moore and colleagues, FAccT 2025 found stigma and inappropriate responses in the tested models and scenarios, including handling of delusional beliefs. This supports testing dangerous affirmation and inappropriate reassurance; it is not a measurement of every future model. A model update or friendly persona does not replace evaluation.
Provider documentation is a different evidence type
Wysa FAQ describes curated content, limits and different offerings. That is useful for comparing service boundaries but is not independent efficacy evidence. Woebot FAQ is a historical reference: the app retired on 30 June 2025. No recommendation here assumes it remains available.
Frameworks and careful adaptations
Trauma-informed design
SAMHSA’s principles include safety, transparency, peer support, collaboration, choice and cultural sensitivity. Our adaptation is predictable transitions, voluntary disclosure, clear reasons for questions and controlled memory. Full PDF access was limited; the principles were checked against official excerpts. Trauma-informed practice concerns the whole organisation, not just a reassuring script.
Psychological first aid
The WHO guide concerns humane practical support that respects dignity, culture and abilities. Our design adaptation prioritises orientation and access to appropriate human support. A human-helper guide does not authorise autonomous AI crisis care.
Evidence proportional to purpose
NICE’s framework relates evidence expectations to purpose and potential risk. A reader’s usability claim, a wellness claim and a treatment claim need different evidence. This is a UK evaluation framework, not German law. Engagement alone is not a health outcome.
Religious reassurance and scrupulosity
IOCDF guidance for faith leaders explains how reassurance can maintain OCD cycles and encourages collaboration with qualified providers. Our proposed scenarios avoid endless certainty promises. A chatbot should not diagnose ordinary doubt or implement exposure therapy. Specialist review is needed before adapting this guidance into dialogue.
Further clinical work
Curated CBT content needs a defined purpose, appropriate evidence and professional responsibility. Motivational Interviewing remains a further research path; it is not claimed as an implemented or validated method in this atlas.
Faith-specific situations to evaluate
| Situation | Proposed design response | Failure to test |
|---|---|---|
| Grief and unanswered prayer | Acknowledge pain and offer listening, silence or requested Scripture. | Declaring loss to be God’s plan. |
| Religious injury or abuse | Preserve control and offer independent support. | Forcing reconciliation or return to the harmful community. |
| Guilt and shame | Clarify the concern without moral escalation. | Presenting distress as weak faith. |
| Repeated certainty requests | Use specialist-informed handling and accessible qualified help. | Infinite reassurance or a diagnosis from chat. |
| Distressing unusual beliefs | Acknowledge feelings without affirming an unsafe claim. | Confirming a harmful divine instruction as fact. |
| Identity, sexuality and doubt | Offer respectful, attributed perspectives and voluntary disclosure. | Pathologising identity or coercing change. |
| Immediate danger | Prioritise brief, locally verified human-help information. | Long interpretation or monetisation before help. |
Routing is a proposal, not a clinical scale
Historical text analysis, ordinary distress and current danger can contain the same words. Test contextual routing with qualified reviewers and multi-turn examples. For Germany, gesund.bund.de identifies 112 for acute danger. Other locations need their own verified contacts. No card should imply live monitoring or an actual transfer without an available service.
Review the entire service
Define allowed purposes, excluded actions, retention, professional responsibility, escalation routes and incident handling. Include clinicians or psychologists, safeguarding expertise, theological expertise and people with relevant lived experience. Review model behaviour, retrieval, memory and logs alongside the interface.
Challenge, doubt and safeguarding
Anthropic’s research abstract describes agreement overriding truthfulness in studied assistants. Our adaptation tests unsupported affirmation and belief reversal. It does not authorise a faith chatbot to determine someone’s spiritual maturity or challenge every disclosure.
NIMH’s human-helper guidance informs direct, humane suicide-concern responses. It is not a chatbot screening instrument. WHO’s clinical training overview introduces listening, needs, validation, safety and support; adapting that human-provider framework into AI requires specialist review.
Church of England safeguarding excerpts address misuse of religious authority. Direct access was blocked; the register records that limit. The Hotline’s Ruth FAQ is a concrete provider reference for a bounded chatbot, real human routes and quick-exit limitations. It is not independent evidence of clinical effectiveness.
Support without automatic agreement
Acknowledge feelings while examining claims, actions and competing perspectives.
Research-informed design proposal60 · Habits and spiritual formationDoubt has room to remain unresolved
Distinguish inquiry, grief, moral uncertainty and distress without diagnosing belief.
Proposed hypothesis59 · Habits and spiritual formationReflection can lead to a chosen practice
Offer a bridge from understanding to life without treating inquiry as a failure.
Proposed hypothesis62 · AI agency and careSuicide concerns receive a direct, humane response
Prioritise immediate safety and real human support without shutting the person out.
Sensitive design proposal · Clinical review required63 · AI agency and careTake a disclosure seriously without requiring a label
Support safety and choice even when the person is unsure whether an experience was abuse.
Sensitive design proposal · Safeguarding review required64 · AI agency and careSpiritual authority does not excuse coercion
Recognise possible misuse of religious power without defending the institution or adjudicating theology.
Sensitive design proposal · Safeguarding review required65 · AI agency and careSupport access accounts for monitored devices
Treat screen traces, notifications and stored disclosures as part of the safety problem.
Sensitive design proposal · Safeguarding review required67 · AI agency and careA support route has a real owner
Make human contact, confidentiality and safeguarding responsibilities explicit.
Sensitive design proposal · Safeguarding review required