Launching today
Scholé
Turn everyday work into personalized AI learning
367 followers
Turn everyday work into personalized AI learning
367 followers
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.
Scholé
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 hello@schole.ai.
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 enterprise@schole.ai.
Learn with Scholé today: https://app.schole.ai 🎉
PicWish
@vinitra interesting, how does the knowledge tracing and memory handling compare to just using a well prompted custom gpt?
minimalist phone: creating folders
So is it something like personalised Duolingo? :) Assuming from the dashboard (map) :)
@busmark_w_nika Yes and no for me personally. You could compare a few things to Duolingo but the "pedagogical engine" powering Scholé is much more powerful. Remember that viral conversation about Duolingo that it is a cool, gamified app but some people won't learn that much with it? Scholé is also an intuitive app but it makes sure that learners actually achieve mastery (e.g. on AI upskilling).
Scholé
@busmark_w_nika definitely towards the right idea! With Duo, I might want to learn Korean because I might have a trip coming up, so what would be useful to learn would be how to say good morning, or basic signs on the metro, or how to order at a restaurant. However, regardless of that need, Duolingo would start with the Hangul character symbols.
Scholé starts from understanding who you are, and then tailors every bit of learning content on-demand for you. There's many different agents (e.g. the projector, cursor, light bulb, tv characters), all with different pedagogical roles, but we still avoid hallucinations while we're constructing lessons on-the-fly because we're based on an underlying knowledge graph of materials. So... there's a lot going on under the hood that's a bit different than what Duo is doing with spaced repetition and fixed curriculums. :)
Scholé
@busmark_w_nika but, in a simple way, you can think of it as personalized Duolingo to learn AI!
Lancepilot
Scholé
@odeth_negapatan1 Hello Odeth, this is Günes from the Scholé team, thanks for your question! The key is that Scholé uses your documents as ground truth, not just display content. A multi-agent system remixes them into multimodal lessons which can be explanations, role-play scenarios, interactive tasks, even podcasts. They are all grounded in what your team actually shared. And every lesson adapts to who's learning: their role, their gaps, how they learn best. Same doc, totally different experience depending on the person.
Scholé
@odeth_negapatan1 btw if you want to see the experience @gunes_ozgun is talking about where orgs upload materials, just shoot me an email at vinitra@schole.ai! Another cool thing is if you drop in videos that are super long or detailed slide decks, it's hard to get people to consume it in their normal form, but we show the right one minute of video or the right image from the slides at the right time and contextualize it in the lesson.
So glad you liked "Lesson DJ"! You can find it by pressing "customize" or "Ask Olé" when you edit any lesson plan (even the ones you make on-demand yourself). :)
I was always frustrated with Coursera, the material was already outdated before I even finished a course. Starting my data science journey on Scholé instead!
Scholé
@whatevacreates happy to hear it! :)
Scholé
Hi Product Hunt! I'm Paola, co-founder and CTO of Scholé. Super happy to answer any questions (especially on how it works!)
Congrats on the launch! This is such a wonderful idea - and so relevant at this time when all career fields are working to incorporate AI, including healthcare (my field). I just signed up and I’m trying Scholé out right now!
Scholé
@varsha_swamy thanks for your support Varsha! Looking forward to hearing your experience :)
Scholé
@varsha_swamy so glad to hear that Varsh! Thanks for trying it out :)
Genome
Looks super sleek and polished!
Can we learn something else than AI?
@dodolab First use case is AI, then everything else.