Design. Open-label, within-participant, exposure-instance-level randomized trial embedded in routine outpatient exposure-based CBT at Mass General Brigham clinics. The unit of randomization is the individual clinician-assigned, "BraveBot-eligible" exposure homework instance. Each time a youth opens the link for a BraveBot-eligible exposure delivered via SMS reminder, the backend system immediately randomizes that single instance 1:1 to BraveBot-assisted vs self-guided completion.
Intervention. BraveBot is a scope-limited, clinician-supervised, large language model (GPT)-powered audio-to-audio conversational assistant (provided by TheraLoop AI, Inc.) that supports completion of clinician-assigned exposure homework. For BraveBot-assisted instances it clarifies the assignment and rationale, collects Subjective Units of Distress (SUDS) ratings and expectations, encourages persistence when anxiety rises, prompts about safety behaviors and "white-knuckling" at mid-exposure check-ins, and guides brief end-of-exposure reflection. It does not diagnose, generate exposure hierarchies, or make treatment decisions. For self-guided instances, the youth completes the same assigned exposure independently and then completes the same post-exposure survey.
Aims.
Aim 1 (primary): whether BraveBot improves exposure-homework QUALITY, assessed by five youth-reported 0-100 ratings per completed instance (Effort, Perceived Capability, Understanding, Ability to Continue, Perceived Helpfulness).
Aim 2 (secondary): whether BraveBot increases exposure-homework ADHERENCE (probability that a randomized instance is completed).
Aims 3-5 (exploratory): preliminary effects on clinical outcomes (RCADS anxiety, CALIS-C life interference, IUSC intolerance of uncertainty) and associations with exposure-related processes; acceptability/usability/burden among youth, clinicians, and parents; and the performance and burden of BraveBot's automated risk-detection and clinician-notification (safety) workflow.
Participants and schedule. Up to 40 youth ages 12-22 with a clinical or subclinical anxiety or related disorder for which exposure-based CBT is indicated. BraveBot access remains active for up to 45 homework-reminder days (about six weeks), with a 12-week backstop (i.e., 84 calendar days). Standardized self-report measures are collected at baseline (pre-BraveBot), at the end of the active BraveBot period, and at a ~3-week follow-up. A separate population of up to 10 clinicians may voluntarily enroll to use the BraveBot system with their patients and complete surveys about their experience.
Analysis. Primary outcomes are analyzed with linear mixed-effects models (fixed effect of condition; random intercepts for youth, and clinician/site as needed), with Benjamini-Hochberg false-discovery-rate correction across the five co-primary outcomes. Adherence is analyzed with a binomial-logit generalized linear mixed-effects model.