{
 "retrievedOn": "2026-09-19",
 "source": "Manual classification of the 147 comments pulled in /evidence/feature-requests-smart-rings.json",
 "method": "Every comment returned by video_comments for the three videos was put in exactly one bucket. Feature request = asks for something the product does not do. Complaint = says something is wrong with a product the commenter has or was about to buy. Question = asks whether the product does something, or where and how to buy it. Praise = a positive reaction with no request in it. Competitor mention = names another brand. Noise = jokes, memes, spam and off-topic replies to the creator.",
 "videos": [
  {
   "awemeId": "7644911410387979533",
   "label": "Oura Ring 5 launch announcement (brand account)",
   "commentsOnVideo": 5654,
   "commentsPulled": 49,
   "counts": {"featureRequest": 4, "complaint": 28, "question": 2, "praise": 0, "competitorMention": 0, "noise": 15}
  },
  {
   "awemeId": "7394451192400596267",
   "label": "Generic smart ring promo by a creator",
   "commentsOnVideo": 237,
   "commentsPulled": 48,
   "counts": {"featureRequest": 2, "complaint": 6, "question": 24, "praise": 11, "competitorMention": 0, "noise": 5}
  },
  {
   "awemeId": "7658130005968424206",
   "label": "Creator comparing several smart rings she owns",
   "commentsOnVideo": 180,
   "commentsPulled": 50,
   "counts": {"featureRequest": 4, "complaint": 4, "question": 23, "praise": 7, "competitorMention": 6, "noise": 6}
  }
 ],
 "totals": {
  "commentsClassified": 147,
  "featureRequest": 10,
  "complaint": 38,
  "question": 49,
  "praise": 18,
  "competitorMention": 6,
  "noise": 26
 },
 "questionSplit": {
  "capability": 21,
  "buyingOrLogistics": 28,
  "note": "Capability = \"does it do X\", \"does it work with Y\". Buying = where to get one, price, which model, ring size."
 },
 "themes": [
  {"theme": "Sizing and fit", "commentCount": 10, "note": "Ring sizing questions, 'they need smaller sizes', 'only black comes in my size', 'too small for my fingers', 'it's too bulky'."},
  {"theme": "Subscription cost", "commentCount": 4, "note": "Asked directly once, raised three more times by people naming a rival with no subscription."},
  {"theme": "Blood sugar or blood pressure", "commentCount": 3, "note": "All three phrased as the thing that would make them buy."},
  {"theme": "Sleep tracking outside night hours", "commentCount": 3, "note": "Night-shift workers and nappers; one says no ring she owns handles it."},
  {"theme": "Cycle, fertility and ovulation", "commentCount": 2, "note": "Matches the TikTok autocomplete phrase 'smart ring cycle tracking'."}
 ],
 "relatedEvidence": [
  "/evidence/feature-requests-smart-rings.json",
  "/evidence/feature-requests-smart-ring-demand.json"
 ]
}