Most AI learning is disconnected from the work people actually need to do. Scholé changes that by giving professionals and teams personalized, task-based learning in real time, right in the flow of work. Grounded in learning science and powered by adaptive AI, Scholé helps learners practice, improve, and apply AI skills as they work so learning is more relevant, more effective, and immediately useful.
Hi Product Hunt! I'm Vinitra, co-founder of Scholé AI.
Our team goes by a lot of descriptors: educators, engineers, researchers, scientists, designers. But mostly we're a group of lifelong learners that get way too excited about good edtech.
The problem: We’ve been researching AI for education for more than 10 years, and we keep seeing the same gap. One-size-fits-all learning from MOOCs means half the content isn’t relevant to you, and nothing adapts based on how you’re actually progressing. Dropout rates are substantial, now 90% (we're guilty of it too!)
Newer AI learning tools go the other way, lots of open-ended prompting towards socratic-style discussions. Helpful for the quick answer, but where’s the skill progression? Where’s the grounding in real materials? Where’s the curriculum?
The approach: Bring back what works from learning science. Scaffolding, mastery learning, knowledge tracing, zone of proximal development, scenario-based learning, self-regulation, reflection, and so much more, but build it in a way that feels native to AI.
Enter Scholé: agentic personalized learning for the AI era.
We’re currently focused on adult learning, and we personalize every part of the experience across:
your context (job, daily tasks, tools)
your modality (videos, podcasts, interactive tasks, more or less explanation)
your pace and difficulty (your strengths, your misconceptions)
You can ask Scholé “what is this MCP thing I keep hearing about” and it doesn’t generate something generic. It constructs the lesson on demand, remixing trusted materials into explanations, examples, podcasts, video excerpts, visuals and interactive tasks that are all relevant to your role and tools.
Under the hood, it’s a multi-agent system, with different pedagogical agents to teach, illustrate, question, and challenge, coordinating in real time to adapt the lesson to what you understand and what you need next.
We’re using GenUIs, orchestrators, conversational lesson delivery, knowledge tracing, hierarchical memory, multimodal learning, and more. Our first use case is helping people understand how AI is actually useful for them, because that's what we know how to teach. :) But you'll soon see us here teaching anything and everything else.
Who is Scholé for?
✅ The first-timer who’s curious about AI ✅ The enthusiast keeping up with new tools ✅ The expert who wants a 5 minute deep dive
✅ The team who wants to learn from their wiki / slides / pdfs / videos
What does Scholé have?
🧠 Multi-agent lessons (explanations, analogies, tasks, feedback, illustration, reflection working together) 🔄 Adaptive progression based on your performance and misconceptions 🧭 Personalized learning journey tailored to your role, tools, and goals 📚 Grounding in high-quality knowledge graph of data science learning materials from our favorite profs at Harvard, UC Berkeley, EPFL, UCSD, UW, and more 📊 Learning analytics you can query, based on your evolving knowledge 🎧 Lesson DJ to remix your lessons the way you want
We’re beyond excited to put this in front of you as an early public beta and our first ever launch. Feedback is the thing we treasure most, so please drop us a line at [email protected].
We’re also partnering with teams who want to turn their internal PDFs, slides, and videos into personalized learning experiences (we're already in the hands of 100s of companies!). If that sounds like you, please reach out to [email protected].
“Turn everyday work into personalized AI learning”
Scholé launched on Product Hunt on May 2nd, 2026 and earned 127 upvotes and 10 comments, earning #2 Product of the Day. Most AI learning is disconnected from the work people actually need to do. Scholé changes that by giving professionals and teams personalized, task-based learning in real time, right in the flow of work. Grounded in learning science and powered by adaptive AI, Scholé helps learners practice, improve, and apply AI skills as they work so learning is more relevant, more effective, and immediately useful.
On the analytics side, Scholé competes within Artificial Intelligence and Online Learning — topics that collectively have 470.7k followers on Product Hunt. The dashboard above tracks how Scholé performed against the three products that launched closest to it on the same day.
Who hunted Scholé?
Scholé was hunted by Ben Lang. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Scholé including community comment highlights and product details, visit the product overview.
Ben Lang
Hi Product Hunt! I'm Vinitra, co-founder of Scholé AI.
Our team goes by a lot of descriptors: educators, engineers, researchers, scientists, designers. But mostly we're a group of lifelong learners that get way too excited about good edtech.
The problem: We’ve been researching AI for education for more than 10 years, and we keep seeing the same gap. One-size-fits-all learning from MOOCs means half the content isn’t relevant to you, and nothing adapts based on how you’re actually progressing. Dropout rates are substantial, now 90% (we're guilty of it too!)
Newer AI learning tools go the other way, lots of open-ended prompting towards socratic-style discussions. Helpful for the quick answer, but where’s the skill progression? Where’s the grounding in real materials? Where’s the curriculum?
The approach: Bring back what works from learning science. Scaffolding, mastery learning, knowledge tracing, zone of proximal development, scenario-based learning, self-regulation, reflection, and so much more, but build it in a way that feels native to AI.
Enter Scholé: agentic personalized learning for the AI era.
We’re currently focused on adult learning, and we personalize every part of the experience across:
your context (job, daily tasks, tools)
your modality (videos, podcasts, interactive tasks, more or less explanation)
your pace and difficulty (your strengths, your misconceptions)
You can ask Scholé “what is this MCP thing I keep hearing about” and it doesn’t generate something generic. It constructs the lesson on demand, remixing trusted materials into explanations, examples, podcasts, video excerpts, visuals and interactive tasks that are all relevant to your role and tools.
Under the hood, it’s a multi-agent system, with different pedagogical agents to teach, illustrate, question, and challenge, coordinating in real time to adapt the lesson to what you understand and what you need next.
We’re using GenUIs, orchestrators, conversational lesson delivery, knowledge tracing, hierarchical memory, multimodal learning, and more. Our first use case is helping people understand how AI is actually useful for them, because that's what we know how to teach. :) But you'll soon see us here teaching anything and everything else.
Who is Scholé for?
✅ The first-timer who’s curious about AI
✅ The enthusiast keeping up with new tools
✅ The expert who wants a 5 minute deep dive
✅ The team who wants to learn from their wiki / slides / pdfs / videos
What does Scholé have?
🧠 Multi-agent lessons (explanations, analogies, tasks, feedback, illustration, reflection working together)
🔄 Adaptive progression based on your performance and misconceptions
🧭 Personalized learning journey tailored to your role, tools, and goals
📚 Grounding in high-quality knowledge graph of data science learning materials from our favorite profs at Harvard, UC Berkeley, EPFL, UCSD, UW, and more
📊 Learning analytics you can query, based on your evolving knowledge
🎧 Lesson DJ to remix your lessons the way you want
We’re beyond excited to put this in front of you as an early public beta and our first ever launch. Feedback is the thing we treasure most, so please drop us a line at [email protected].
We’re also partnering with teams who want to turn their internal PDFs, slides, and videos into personalized learning experiences (we're already in the hands of 100s of companies!). If that sounds like you, please reach out to [email protected].
Learn with Scholé today: https://app.schole.ai 🎉