Use cases

Education & Online Coaching

✅ Niche & Pain

Coaches, bootcamps, and learning platforms spend time answering the same questions, chasing assignments, and onboarding new learners.

🤖 Agents

  • Course Assistant / AI Tutor Agent

  • Assignment Reviewer Agent

  • Accountability & Motivation Agent

  • Content Repurposer (lesson → blog/social/snippet)

🧠 ML / Models

  • Code evaluators, writing scoring models

  • LLM with context window for curriculum + notes

  • Predictive dropout models

  • NLP summarization + repurposing tools

🧩 Integrations

Teachable, Notion, Discord, Calendly, Google Docs

🔁 Workflow

  1. Students chat with course assistant trained on the curriculum.

  2. Agent gives feedback on code/writing assignments.

  3. Drop-off prediction triggers motivation nudges.

  4. Instructors use content agent to repurpose teaching materials.

💸 Business Impact

→ Enables solo educators to scale
→ Reduces support load
→ Increases completion & upsells