Tools / AI for Social Good / AI-Human Interaction

AI-Human Interaction

Open-source tools, demos, and software built by our scientists and engineers — free to explore and use.

Acua

Acua

Acua is the organizing theme of our research efforts, focusing on audience, customer, and user analytics for an enhanced understanding of these populations for an organization. Our efforts concentrate on research for collecting, measuring, analyzing, and reporting digital data to enhance insights into the behavior of audiences, customers, and users, with the development of systems to support these activities central to the research.

AI-Human Interaction
Cipherbot: AI-Powered Transformation of Learning

Cipherbot: AI-Powered Transformation of Learning

Cipherbot is an AI teaching and learning platform that turns existing course and curriculum materials into AI-generated lesson plans, slides, narrated videos, study guides, and assessments, while giving learners a 24/7 multilingual tutor that answers only from the instructor’s content, with citations back to the source. Built for the full education spectrum—from national ministry deployments to K-12 schools, universities, and corporate training partners—it combines configurable AI pedagogy, early at-risk-student analytics, automated grading, and full LMS integration. Pilot-tested and adopted by institutions across multiple countries—including Qatar, Korea, Australia, Finland, China, Vietnam, and Indonesia—Cipherbot has served over 4,200 active users, including 400+ teachers and 3,000+ students across 800+ classes, all as part of a social-impact initiative bringing safe, citation-backed AI into everyday teaching and learning.

AI-Human Interaction
METRIC​: Measuring Engagement Through Remote Interactions of Customers

METRIC​: Measuring Engagement Through Remote Interactions of Customers

METRIC is a tool for collecting, measuring, analyzing, and reporting the engagement of online systems through real interactions of customers or users, including real-time. METRIC enables system stakeholders to enhance understanding of their customers via actual behavior on particular pages in the online systems, including the focus and interaction with sub-elements on a page within that system.

AI-Human Interaction
Survey2Persona​

Survey2Persona​

Survey2Persona is a survey data analysis and visualization tool. It transforms numerical survey responses (e.g., Likert scale, Binary, or other categorical data) and associate demographic survey data into personas, a humanized representation of the underlying survey data presented as a believable person, containing picture, name, age, country, and other demographic attributes and information.​

AI-Human Interaction