# AI Microlearning Platform — White-Label for L&D Teams & Agencies - Tool: AI Implementations - Last updated: June 2026 ## TL;DR Three paths: use SC Training (formerly EdApp, $5/user/mo, no white-label), hire RapidDev ($20K–$40K, 6–10 weeks, only justified for CE accreditation or sensitive-data niches), or build yourself ($25 Lovable + $30 OpenAI = topic-to-5-card module generator in a weekend). Research recommends buy-saas for <500 seats, build-yourself for regulated CE niches: SC Training beats custom build economically below 500 users; only build if CE accreditation, regulated-content audit logs, or custom xAPI export are required. ## Frequently asked questions ### How much does it cost to build a white-label AI microlearning platform? RapidDev builds this for $20,000–$40,000 over 6–10 weeks. The lower end is a standard microlearning platform (card generation, spaced repetition, AI tutor, Stripe per-seat billing). The upper end adds SME video transcription pipeline (whisper-1 + Mux), SCORM/xAPI export for LRS integration, and CE-accreditation audit logs for regulated industries. Honest caveat: for under 500 users without CE accreditation requirements, SC Training at $5/user/mo is likely the better economic choice — come to us when the CE accreditation or white-label brand requirement makes a custom build necessary. ### How long does it take to ship a microlearning platform? 6–10 weeks. A working demo with AI card generation, spaced repetition, and tutor chat can be built in a Lovable weekend. The 6-week production build adds: Mux video hosting, per-seat Stripe billing, multi-tenant agency dashboard, and push notification scheduling. The 10-week version adds SCORM/xAPI LRS integration and CE certificate generation with state-board-compliant tracking. ### Can RapidDev build this for my L&D agency or CE provider? Yes. RapidDev has shipped education platforms with spaced-repetition scheduling, LLM-generated content pipelines, and multi-tenant agency dashboards. For CE providers, we scope the state-board accreditation requirements before finalizing the architecture — the CE audit log and assessment tracking design depend on which boards you plan to apply to. Book a free 30-minute consultation at rapidevelopers.com. ### What is the difference between SM-2 and FSRS for spaced repetition? SM-2 (SuperMemo 2, from 1987) is the original spaced-repetition algorithm — simple to implement and widely understood. FSRS (Free Spaced Repetition Scheduler, 2022) is more accurate on short microlearning cards because it models forgetting curves based on actual review performance rather than fixed intervals. FSRS requires about 4× more historical review data to calibrate well. Recommendation: start with SM-2 for the MVP, migrate to FSRS after accumulating 90+ days of learner review data per card. ### Can AI-generated microlearning modules be accredited for CE credits? The AI-generated content needs to be reviewed and approved by a subject-matter expert before submission to a state board for accreditation — boards assess the curriculum's accuracy and learning objectives, not its authorship. In practice, AI generates a high-quality first draft that a SME validates and refines. The accreditation application documents the SME review process and the CE provider's qualifications, not the generation method. Most boards do not yet have specific policies on AI-generated content (as of June 2026), but require demonstrable SME oversight. ### Does the EU AI Act require me to disclose that microlearning content was AI-generated? The EU AI Act Art. 50 (effective August 2, 2026) specifically requires disclosure when users interact with an AI system — this applies to the AI Tutor chat feature. It does not explicitly require disclosure that course content was generated by AI (rather than a human author). However, transparency about AI-generated training content is best practice, particularly in regulated training where accuracy is critical. Recommended disclosure: include in course metadata 'AI-assisted content, reviewed by [SME name and credentials]' and in the tutor chat UI: 'AI Tutor — responses are AI-generated.' --- Source: https://www.rapidevelopers.com/ai-implementation/ai-driven-microlearning-platform-ai-white-label © RapidDev — https://www.rapidevelopers.com/ai-implementation/ai-driven-microlearning-platform-ai-white-label