LearnMyWay
An AI tutor and explainer widget that watches how a learner types and searches inside any course or doc site, then adapts examples, vocabulary and pacing to that learner's current expertise level without needing a profile setup step.
Online course creators, edtech platforms and corporate L&D teams selling self-serve learning content
- Drop-in JS widget that infers novice-vs-expert from query text and typing pace within the first 3 interactions
- Per-topic expertise model so a coder can be a 'novice' in marketing topics without resetting
- Explanation variants — same concept rendered at three comprehension levels with one toggle
- Author view that flags where in their curriculum students consistently get stuck or skim too fast
The ExPerT paper demonstrated that combining keystroke dynamics with semantic cues cuts expertise inference error from 1.16 to 0.40 — course creators currently have no signal beyond quiz scores and lose students to frustration.
Adaptive learning market USD 5.13B in 2025 growing to USD 12.66B by 2030 (19.77% CAGR), AI-in-education USD 6.7B→39.8B by 2030 (37.2% CAGR), AI tutoring USD 2.2B in 2024 — large and fast-growing.Adaptive Learning Market Size, Share & 2030 Trends Report ↗AI Tutoring Market Research Report 2033 ↗
Embeddable AI-tutor widgets already exist for LMS/course platforms (Thinkific's 'Thinker' AI assistant, Asyntai JS-snippet LMS plugin, QuadC embeddable AI bots, Embeddable.co), but none combine keystroke dynamics with semantic expertise inference — ExPerT-style differentiator is genuine though category is crowded.Thinker - AI Teaching Assistant - Thinkific ↗AI for LMS: How to Add AI Student Support to Any Learning Platform ↗
B2B AI-edtech SaaS pricing verified: TutorAI $10/mo entry, AI-tutor suites $8–$250/mo range, and dedicated pricing guides for 'education AI agents' exist — course creators/L&D teams do pay, but solo-creator price sensitivity is a known headwind.TutorAI Pricing - Tailored AI generated Online Courses and Tutors ↗AI Tutoring Platforms: The 2026 Deep Dive You Need ↗
Adaptive/personalized learning is a multi-year secular trend with 19–37% projected CAGRs across market reports, driven by institutional pivot away from one-size-fits-all instruction — durable well beyond current LLM hype cycle.AI In Education Market Forecast & Size - MarketsandMarkets ↗AI Education Market Size, Share, Growth | Emerging Trends [2024-2034] ↗
JS-snippet embed into LMS platforms is a proven pattern (Asyntai, Embeddable, QuadC ship this), but adding client-side keystroke capture + real-time expertise inference + LLM adaptation plus GDPR/privacy/consent handling for keystroke telemetry raises real engineering and compliance complexity.AI for LMS: How to Add AI Student Support to Any Learning Platform ↗Education Widgets - Build Course Enrollment & Learning Management Tools ↗