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The evidence for traditional peer support’s efficacy abounds. Now, there’s also mounting peer-reviewed research on Supportiv’s unique digital model of peer support via real-time professionally moderated, live small group chats, and the clinical outcomes and return-on-investment (ROI) achieved.
AI-Assisted Analysis of Sentiment Changes Among Repeat Users of Digital Peer Support: A Retrospective Longitudinal Study
Journal of Clinical Medicine
Date: October 3, 2026
LinkPublication highlights:
This retrospective longitudinal study analyzed 4,099 eligible Supportiv chat sessions using GPT-4o-mini generated sentiment scores that were plotted to individual user-level ordinary least squares trajectories across accumulated conversation time.
Supportiv conversations providing emotional support for depression, grief, loneliness, suicidality, and work-related concerns were included in the analyses, and for all topic-emotion pairs, repeated digital peer support (DPS) engagement was associated with declines in negative sentiment.
For trajectories that reached statistical significance, expressed sentiment scores declined for:
- Despair in 90.9% of trajectories
- Depression in 86.1% of trajectories
- Grief in 85.7% of trajectories
- Work-related stress in 82.4% of trajectories
- Loneliness in 72.7% of trajectories
Other key findings:
- Approximately 40–55% of all negative trajectories reached statistical significance.
- Repeat users returned for subsequent sessions 10.4 days on average.
- Users discussing depression returned sooner, and those discussing suicidality (18.6 days) or loneliness (11.8 days) returned later.
- Suicidality-related sessions were approximately 20% longer and included ~35% more resources than average.
These findings suggest that anonymous, 24/7 accessible, and real-time moderated DPS may be a scalable support tool for a variety of clinically relevant emotional states.
Sentiment Changes During Anonymous, On-Demand, Real-Time Moderated Digital Emotional Support Among Government Plan-Sponsored Adolescents and Young Adults: A Retrospective Observational Study
Journal of Mind and Medical Sciences
Date: October 2, 2026
LinkPublication highlights:
A retrospective analysis of 1,005 live chat conversations from 663 Medicaid-sponsored users of Supportiv’s moderated digital emotional support chats, aged 13-20, revealed significant reductions in sentiments of sadness, stress, insecurity, loneliness, anger, anxiety, and improved optimism.
The paper highlights that anonymous, real-time moderated digital emotional support (MDES) may provide low-barrier and accessible emotional support for government plan-sponsored adolescents and young adults who might face increased barriers to typical mental health care.
Even a single MDES live chat session (one-on-one and small-group) was associated with improvements in analyzed sentiments:
- Anger reduced by 46.94%
- Loneliness reduced by 31.99%
- Stress reduced by 31.02%
- Anxiety reduced by 29.81%
- Sadness reduced by 28.64%
- Insecurity reduced by 24.17%
- Optimism increased by 47.69%
Use was most frequent in the early afternoon and evening hours, highlighting the need for alternative care that is accessible 24/7 beyond traditional care hours.
Viewpoint: Digital Peer Support As An Approach To TechQuity In Mental Health
Mental Health and Social Inclusion
Date: July 29, 2026
LinkPublication highlights:
Digital peer support (DPS) is examined through the lens of the five dimensions of TechQuity:
- Availability: 24/7 availability of on-demand, live services can provide immediate support without needing scheduling.
- Accessibility: Fast entry to peer support conversations, easy-to-understand system and accessible language make mental health support easy to navigate. The lack of clinical hurdles allows anyone to seek support.
- Accommodation: The text-based nature of Supportiv allows for discreet use in a variety of settings such as work, school, or during caregiving or other responsibilities, as well as with mobility limitations.
- Affordability: Low out-of-pocket cost or sponsored services may reduce financial barriers to mental health support, and avoid insurance co-pays, transportation costs, and time away from work or other responsibilities.
- Acceptability: Anonymous participation and trained moderator facilitation can reduce stigma around seeking mental health support, maintain a safe environment, and encourage supportive peer discussions.
This viewpoint article makes the case that DPS can help close socioeconomic, cultural, and accessibility gaps in accessing mental health support by providing equitable, anonymous, and affordable mental health support, 24/7.
Live-moderated peer conversations can provide validation, empathy, a space for expression, social connection, and support coping mechanisms without requiring a mental health provider, appointment, formal diagnoses, insurance, or disclosing personal information. DPS may be especially helpful for people that experience mild to moderate emotional distress that can benefit from informal care.
Use of Digital Peer Support for Employee Well-Being: A Retrospective Analysis Across Five Large Employers
JMIR Human Factors
Date: April 7, 2026
LinkPublication highlights:
A retrospective analysis of 24,818 employee chats, across five large employers spanning multiple industries, examined measurable outcomes from Supportiv’s synchronous, moderated digital peer support with real-time resource sharing. Sentiment changes in employee conversations were analyzed using AI-driven natural language processing, examining eight sentiments (loneliness, sadness, stress, anxiety, depression, despair, helplessness, and optimism).
Employee users saw improved emotional outcomes even in the span of a single session, and most employees used DPS outside typical business hours, highlighting the gap in typical mental health care and the need for 24/7 accessible mental health support.
Notable results include:
- Optimism increased by 77.92% on average during a single Supportiv session, averaging 38 minutes
- Loneliness reduced by 46.18%
- Stress reduced by 45.04%
- Sadness reduced by 44.79%
- Depression reduced by 39.99%
- Anxiety reduced by 39.15%
- Despair reduced by 39.44%
- Helplessness reduced by 37.95%
- The addition of realtime resource sharing through Supportiv’s patented technology compounded positive emotional outcomes by an additional 8.8% on average
- 68% of DPS conversations occurred outside traditional business hours
Effectiveness of Hybrid AI and Human Suicide Detection Within Digital Peer Support
Journal of Clinical Medicine
Date: March 3, 2026
LinkPublication highlights:
This study examined the effectiveness of Supportiv’s hybrid solution combining a proprietary AI suicidal ideation (SI) detection model with real-time human moderation within 449,946 user sessions from January–December 2024.
Key paper findings based on passive and active SI instances identified using a hybrid AI and human moderator solution with post-hoc LLM verification:
- Active and passive SI occurred in 3.19% of live chats
- The proprietary AI model identified SI faster than humans in 77.52% of passive and 81.26% of active cases, with 90.26% agreement
- Within 71.3 seconds after AI detection and moderator agreement, moderators had enacted crisis question protocols to determine active vs. passive SI and referred 5,472 active SI users (1.21%) to higher-tier crisis care
- Users participating in live chats with SI present saw average reductions of 29.26% in depression, 26.85% in loneliness, 25.34% in despair, and 22.30% in helplessness, with optimism increasing on average 40.40%
Exploring the Impact of Digital Peer Support Services on Meeting Unmet Needs Within an Employee Assistance Program: Retrospective Cohort Study
JMIR Human Factors
Date: February 25, 2025
LinkPublication highlights:
The paper documents a retrospective cohort study of individuals who used Supportiv digital peer support, offered by the MINES Employee Assistance Plan.
Key paper findings based on embedding Supportiv within the EAP’s offerings include:
- An average of 2.07 fewer therapy sessions per participant (p < .001) on a five therapy session EAP model, within a matched cohort sample, with a large effect size (Cohen’s d = 1.77)
- Strong reductions in negative emotional sentiment for participants: sadness reduced by 57.50%, loneliness reduced by 55.04%, and stress reduced by 56.47%
- Over 73% of peer support users engaged in the 24/7 service outside of the regular business hours of 8am-5pm, when clinical care is frequently unavailable
Role of Synchronous, Moderated, and Anonymous Peer Support Chats on Reducing Momentary Loneliness in Older Adults: Retrospective Observational Study
JMIR Formative Research
Date: October 25, 2024
LinkPublication highlights:
Using Supportiv’s moderated online peer-to-peer support solution produced statistically significant improvements in Senior loneliness and optimism for a Medicare plan, even in a single live, moderated chat.
Of particular interest, after just 8 and 9 minutes, respectively, participants began to see:
- Up to a 49.43% decrease in loneliness
- Up to a 33.71% increase in optimism
- Much stronger improvements in group chat conditions vis 1:1 interactions
“Digital peer support interventions for emotional struggles contrast the usual provider-based clinical care models because they offer more accessible, direct support for empowerment, highlighting the users’ autonomy, competence, and relatedness.”