Scholé

The "adaptive AI" piece — what's it adapting to exactly? My past mistakes, the topics I keep avoiding, the speed I'm moving through material? Would help to know what signals it's actually reading before trusting it to personalize anything.

You might be missing an opportunity with email onboarding.A simple email sequence could guide new users, reduce confusion, and help them reach value faster.I personally found the platform a bit unclear at first.

@vinitra Scholé has an interesting product direction, but the public technical evidence is still not strong enough for me to trust it as an enterprise-ready AI platform.The main issue is that the product describes advanced concepts such as agentic learning, personalized AI tutors, knowledge tracing, hierarchical learner memory, role-based lesson generation, and internal knowledge integration, but the public site does not provide enough technical detail about how these systems are actually implemented.For example, I would expect to see clearer information about the architecture: how agents are orchestrated, how user context is stored, how knowledge graphs are built, how retrieval is grounded, how hallucinations are reduced, how learning progress is evaluated, and how generated lessons are validated before being shown to users.Another concern is data handling. If companies upload internal PDFs, slides, videos, or wiki content, the platform needs a very clear technical explanation of tenant isolation, access control, encryption, retention, deletion, audit logging, and model-provider boundaries. Without this, the system may be risky for enterprise usage.The frontend also appears to have duplicated content in the rendered page output. Repeated sections, repeated testimonials, and duplicated text blocks can negatively affect SEO, accessibility, page performance, and maintainability. For a product selling AI-powered learning quality, the public implementation should be cleaner.The product also claims compliance-related learning support, but technically there is not enough visible evidence of audit trails, completion records, role-based training mapping, risk-based learning paths, or compliance reporting workflows.So my technical view is: the idea is strong, but the implementation proof is still weak. I would need to see architecture diagrams, security documentation, evaluation metrics, data-flow details, and real enterprise case studies before considering it technically mature.

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!

Looks super sleek and polished!Can we learn something else than AI?

It’s refreshing to see a focus on grounding lessons in trusted academic materials rather than just open‑ended prompting. The “Lesson DJ” idea made me smile. How do you envision teams using Scholé to transform their internal PDFs and slides into something that feels truly engaging rather than just repackaged content? Congratulations!

Hi Product Hunt! I'm Paola, co-founder and CTO of Scholé. Super happy to answer any questions (especially on how it works!)

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!

I got to see a demo of Schole at an event in Zurich. The product is fascinating and really needed when you consider how fast AI is advancing. Best of luck with the launch Vinitra.

So is it something like personalised Duolingo? :) Assuming from the dashboard (map) :)

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 / videosWhat 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 wantWe’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.Start learning (for free!) with Scholé today: https://app.schole.ai 🎉