{
 "n": 41,
 "dataset_date": "2026-09-26",
 "attributes": {
  "geo": {
   "yes": 22,
   "denominator": 38
  },
  "aeo": {
   "yes": 17,
   "denominator": 39
  },
  "llm_citations": {
   "yes": 31,
   "denominator": 39
  },
  "ai_measurement": {
   "yes": 24,
   "denominator": 35
  },
  "entity_seo": {
   "yes": 12,
   "denominator": 38
  },
  "traditional_seo": {
   "yes": 27,
   "denominator": 33
  },
  "links_offpage": {
   "yes": 18,
   "denominator": 36
  },
  "chatgpt_named": {
   "yes": 33,
   "denominator": 41
  },
  "certificate": {
   "yes": 24,
   "denominator": 32
  },
  "live_support": {
   "yes": 12,
   "denominator": 38
  },
  "community": {
   "yes": 12,
   "denominator": 38
  }
 },
 "free": 18,
 "median_monthly_usd": 149.0,
 "median_one_time_usd": 349.5,
 "formats": {
  "Self-paced": 29,
  "Guide": 2,
  "Membership": 7,
  "Live cohort": 3
 }
}