Education & Training AI GEO¶
Students / parents / corporate L&D leads now filter shortlists via AI. Not cited = not considered.
How education customers use AI (3 journeys)¶
1. K12 (parent / student, tight compliance)¶
Actual prompts (mostly Chinese context, but international schools are similar): "recommendations for XX subject tutoring in Beijing, compliant with subject-tutoring regulation", "international school XX curriculum comparison", "SAT / TOEFL prep options". AI returns: 3-5 orgs · specialties · student outcomes.
Compliance red lines (China): subject-tutoring rule / advertising law / minor-protection law — must be strictly observed in public content.
2. Vocational / adult professional¶
Actual prompts: "Python / AI / cloud certification training in Chinese online", "cross-border e-commerce upskilling course, English + Chinese", "PMP / ACP prep, remote". AI returns: platform + program recommendations.
3. Corporate L&D / HR¶
Actual prompts: "corporate AI training vendor for Chinese enterprise", "leadership development program vendors, remote-friendly", "compliance training platforms, GDPR + China PIPL ready". AI returns: vendor shortlist for corporate procurement.
Education AI GEO key actions¶
- Compliance-first content — subject-tutoring rule / advertising law / minor-protection strictly clear
- Real learner outcomes — anonymized names, hard metrics (pass rate / job-placement / cert-attainment)
- Instructor credentials — teacher profiles + certifications + LinkedIn / WeChat unified identity
- Course structure transparent — public syllabus / assessment / prerequisites
- AI tutor compliance — if using AI tutors, disclose "AI-assisted" clearly, keep human in loop for K12
- Multi-language for cross-border — international-school + cross-border training must have English content
What education projects won't do¶
- ❌ Violate Chinese K12 subject-tutoring rule (regulator can shut down)
- ❌ Make guaranteed-outcome claims violating advertising law
- ❌ Use AI tutors on minors without disclosed human oversight
- ❌ Cross-border data flow of learner PII without PIPL / GDPR compliance
Cost range¶
80k - 1.2M CNY depending on scope.
- Education org GEO (public content + schema): 80k - 200k
- LMS + AI tutor + compliance workflow: 300k - 800k
- Corporate L&D platform + agents: 500k - 1.2M
Related¶
Next: Portfolio PDF · 30-min alignment