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EdTech Platform Builds Knowledge Panel and Triples AI Search Enrolments

Online Learning Platform · 85,000 learners · 200+ courses  ·  5 months

3×
increase in enrolments from AI search channels
KP Triggered
Google Knowledge Panel
82%
AI Citation Rate (was 11%)
47 pts
Brand Entity Score Lift
⚠️ The Challenge

The platform had 85,000 learners and strong brand awareness but no Knowledge Panel, no AI search presence, and 11% citation rate. When learners asked AI assistants for online coding or data science course recommendations, Coursera and edX dominated every response. The platform was being excluded from AI consideration entirely.

💡 The Solution

Knowledge Panel Builder confirmed the platform lacked an entity home: no Wikipedia article, no Wikidata entity, no structured about page, no accreditation signals. Brand Authority Engine outlined a 5-month programme to build entity authority from scratch, designed specifically to trigger Knowledge Panel eligibility and AI citation consideration.

📈 The Result

Knowledge Panel triggered in month 3. Brand entity score lifted 47 points. AI citation rate: 11%→82% in 5 months. Enrolments from AI-influenced sessions: 3× year-on-year.

How They Did It

Step-by-step breakdown of the exact approach taken.

📚
Knowledge Panel Builder — Complete Entity Audit

Audited all 9 KP eligibility signals. Score: 23/100. Key gaps: no Organization schema, no Wikipedia, no Wikidata, incomplete GBP, no third-party citations in authoritative publications. Generated a prioritised action plan with effort/impact ratings for each gap.

🌐
Wikipedia Article and Wikidata Entity Created

Platform met Wikipedia notability criteria based on learner numbers and press coverage. Knowledge Panel Builder generated full article outline and Wikidata property list. Wikipedia article drafted and submitted. Wikidata entity created. Knowledge Panel triggered 6 weeks after Wikipedia approval.

🎓
Accreditation and Learning Outcomes Schema

Course schema added to 200+ course pages with accreditation, learning outcomes, and instructor credentials. EducationalOrganization + Course JSON-LD is the standard AI engines use to evaluate educational content authority. Zero courses had proper schema before this intervention.

👩‍🏫
Instructor Person Schema — Expert Authority

Person schema added for all 47 instructors linked to academic credentials, publications, and LinkedIn. AI engines treat platforms with credentialed instructors as more authoritative than those without. Instructor expertise is a critical E-E-A-T signal in the education category.

📰
Third-Party Citation Programme — 8 Publications Secured

Brand Authority Engine identified 12 education publications that cited all major competitors but not this platform. PR and content partnership secured coverage in 8 of 12 within 3 months. Third-party citations from authoritative sources are required for Knowledge Graph stability.

The Full Results

Month 1–2: Schema, instructor profiles, accreditation signals. Citation rate 11%→28%. Month 3: Wikipedia approved, Knowledge Panel triggered. Citation rate 28%→54%. Month 4: PR coverage in 8 publications. Citation rate 54%→69%. Month 5: Compound authority effects. Citation rate 69%→82%. Enrolments from AI sessions: 3× year-on-year.

“The Knowledge Panel was the turning point. Once AI engines could find structured information about who we are, who our instructors are, and what our learners achieve — citations followed. SEOGEO360 gave us the roadmap to get there.”

— Marketing Director, Online Learning Platform

Replicate These Results

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