PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $10K - $14K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (30)

[1]
Orchestrating Attention: Bringing Harmony to the'Chaos'of Neurodivergent Learning States
2026Satyam Kumar Navneet, Joydeep Chandra et al.
[2]
Unpacking AI Chatbot Dependency: A Dual-Path Model of Cognitive and Affective Mechanisms
2025Naixin Zhai, Xiaomei Ma et al.
[3]
Advancing Responsible Innovation in Agentic AI: A study of Ethical Frameworks for Household Automation
2025Joydeep Chandra, Satyam Kumar Navneet
[4]
The Rise of AI Companions: How Human-Chatbot Relationships Influence Well-Being
2025Yutong Zhang, Dora Zhao et al.
[5]
CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering
2025Yahan Li, Jifan Yao et al.
[6]
TRACE: Transparent Web Reliability Assessment with Contextual Explanations
2025Joydeep Chandra, Aleksandr Algazinov et al.
[7]
Clinical Efficacy, Therapeutic Mechanisms, and Implementation Features of Cognitive Behavioral Therapy–Based Chatbots for Depression and Anxiety: Narrative Review
2025Chang-Ha Im, Minjung Woo
[8]
Balancing risks and benefits: clinicians’ perspectives on the use of generative AI chatbots in mental healthcare
2025Lyndsey Hipgrave, Jessie Goldie et al.
[9]
EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety
2025Jiahao Qiu, Yinghui He et al.
[10]
Evaluating an LLM-Powered Chatbot for Cognitive Restructuring: Insights from Mental Health Professionals
2025Yinzhou Wang, Yimeng Wang et al.
[11]
Care Compass: Monitoring made easy, Care made effective
2025Prabal Manhas, Joydeep Chandra et al.
[12]
Third-party evaluators perceive AI as more compassionate than expert humans
2025Dariya Ovsyannikova, Victoria Oldemburgo De Mello et al.
[13]
Therapists’ responsiveness in the process of ruptures and resolution: Are patients and therapists on the same page?
2024Maayan Levy Chajmovic, Orya Tishby
[14]
Your robot therapist is not your therapist: understanding the role of AI-powered mental health chatbots
2023Zoha Khawaja, J. Bélisle-Pipon
[15]
Llama 2: Open Foundation and Fine-Tuned Chat Models
2023Hugo Touvron, Louis Martin et al.
[16]
Generative Agents: Interactive Simulacra of Human Behavior
2023J. Park, Joseph C. O’Brien et al.
[17]
Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika
2022Linnea Laestadius, Andrea Bishop et al.
[18]
Exploring relationship development with social chatbots: A mixed-method study of replika
2022Iryna Pentina, Tyler Hancock et al.
[19]
Conversational Artificial Intelligence in Psychotherapy: A New Therapeutic Tool or Agent?
2022J. Sedlakova, M. Trachsel
[20]
One more time with less jargon: An introduction to "Rupture Repair in Practice".
2021J. Muran, Catherine F. Eubanks et al.

Showing 20 of 30 references

Founder's Pitch

"TherapyProbe enhances safety in mental health chatbots by identifying relational safety failures in conversational dynamics."

Mental Health AIScore: 3View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

0/4 signals

0

Quick Build

1/4 signals

2.5

Series A Potential

0/4 signals

0

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/26/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.