PecuLab - EduOpportunity Project

Our Project: https://eduopportunity-launchpad.peculab-ai.workers.dev/ Every afternoon in America, 22.6 million children would join an afterschool program if one existed near them. That is the finding of the Afterschool Alliance's 2025 national survey of 30,515 parents: demand for local classes dwarfs supply, and 42% of parents say programs simply are not available in their communities. Meanwhile American families already spend over $40 billion a year on youth sports alone, about $1,500 per child (Aspen Institute, 2025). The money is there. The demand is there. The classes are not. Why? Because the people who could run these classes, parent organizers, part-time teachers, community educators, are drowning in operational work. Finding a venue, sourcing materials and kits, checking age and capacity constraints, costing the class, making a flyer. Almost none of them use AI. Not because they reject it, but because no AI tool speaks their job. Chatbots answer homework questions. Nobody helps them launch the class. EduOpportunity is the AI launch agent built for exactly these educators. Describe a class idea in plain language, by text, voice, or a photo of an old flyer. A Muse Spark agent talks it through, matches real venues, materials and kits from providers on the platform, applies hard constraints, prices the plan, and generates the enrollment poster. Providers list their resources with the same AI assistance, so supply grows on both sides. One conversation goes from idea to a publishable class. Multiply that by 22.6 million waiting kids, and the bottleneck starts to clear.