Continuum

Continuum

Continuum

Providing resonant AI-powered guidance & real mentors who’ve walked your path to navigate life’s most critical educational & professional decisions.

Cambridge, MA

USA

Not registered as any organization

In the U.S., nearly 50 million young people ages 14–24 are navigating critical transitions from high school to college, and from college into the workforce. Globally, that number exceeds 1.8 billion. These are defining moments; however, most youth face them without access to relevant, personalized guidance. The average U.S. student-to-counselor ratio exceeds 400:1, and only 12% of a counselor’s time is spent on college or career planning. This gap disproportionately impacts first-generation, low-income, and underrepresented youth. These are the people least likely to have access to social capital or role models with shared experiences. Research from Raj Chetty and Opportunity Insights shows that exposure to relatable role models can significantly increase upward mobility. Yet there’s no scalable infrastructure to make these connections accessible. Continuum is designed to change that. Our platform uses AI-powered experience search to connect youth with mapped life journeys, mentors with shared experiences, and personalized guidance that aligns with their identity, background, and goals. By surfacing pathways that feel real — not theoretical — Continuum reduces information asymmetry and helps students make more confident, informed decisions about their futures.

We are developing an AI-powered platform to connect young people with guidance grounded in shared life experiences. Continuum maps the intersection between a user’s identity, background, and goals, and the lived journeys of others who have successfully navigated similar transitions. The platform uses natural language processing and experience-based matching to recommend relevant life paths, annotated with pivotal moments, mindset shifts, and actionable insights. Users can explore these journeys through interactive tools — including AI-powered “future you” personas and real mentor matches — to visualize what’s possible and how to get there. Continuum reduces information asymmetry and helps users move from uncertainty to agency by surfacing the hidden wisdom of people who’ve “been there.” Our underlying models are trained on user-submitted data, interviews, and publicly available career and education records. Over time, the system learns what kinds of guidance are most resonant and effective — creating a feedback loop that improves support across communities.

Our solution, Continuum, is designed to serve young people ages 14–24 who are navigating critical educational and career transitions. These include high school and college students — particularly those from first-generation, low-income, or underrepresented backgrounds — who often lack access to personalized guidance and relatable role models who have pursued the paths they want to take. Continuum supports these students by helping them explore future paths that reflect their lived experiences, goals, and values. Through AI-powered journey mapping, shared-experience search, and mentor matching, users receive guidance rooted in the real-life decisions, challenges, and inflection points of others who’ve walked similar paths. In addition to individual users, Continuum also provides value to educators and institutions who seek to support student success at scale. These organizations gain insight into what students are aspiring toward and where additional support is most needed. Altogether, the platform is designed to expand access to social capital, reduce information asymmetry, and help millions of young people make better-informed, more confident decisions about their futures — by showing them that someone like them has done it before, and how.