Simpatico

Ablation: is Qloo load-bearing?

The same screen, four ways: the full model; the same LLM ranking the same universe from general knowledge alone; Qloo without the cross-domain metric; and Qloo with one-way affinity only. If Simpatico worked the same without Qloo, it would be the wrong product.

Last run 2026-10-27 13:15 UTC · LLM: claude-opus-5-5

Shortlist rankings, four ways

VariantKendall τ vs FullTop-5 overlapVerdict flipsFame bias ρ
Full (Qloo, six metrics)
Janji › Vuori › Strava › Whoop › Athletic Greens
1.005/5none-0.05
No Qloo (LLM-only ranking)
Ranked by overlap with the seed audience (affluent, performance-minded runners and endurance athletes who favor premium, design-forward, wellness-oriented brands). Run-native platforms and fuel (Strava, Maurten), indie premium run apparel (Janji, District Vision) and performance wearables/hydration top the list. Legacy run shoe brands follow; they share the activity but skew more mass-market. Recovery, wellness and athleisure brands are next, and yoga/lifestyle-centric labels come last.
Strava › Maurten › Janji › Whoop › Hyperice
0.073/5none0.00
Qloo minus cross-domain (m3)
m3 weight set to 0; the others renormalise.
Janji › Vuori › Strava › Whoop › Athletic Greens
1.005/5Janji: ADVANCE→WATCH; Vuori: ADVANCE→WATCH; Whoop: WATCH→PASS; Athletic Greens: WATCH→PASS; Cotopaxi: WATCH→PASS-0.05
Qloo minus two-way (forward affinity only)
m1 = forward affinity a; AUDIENCE_ONE_SIDED cannot fire.
Janji › Vuori › Strava › Whoop › Athletic Greens
1.005/5none-0.05

Fame bias = Spearman correlation between a ranking and Qloo popularity (1 = ranked purely by how famous the brand is). The LLM-only variant uses the same model with no Qloo data; it can’t give white space, demographics or momentum and can’t check its own claims.

Whole universe (23 brands): Qloo vs LLM-only

Kendall τ 0.54 · top-5 overlap 3/5 · fame bias: Qloo -0.28, LLM-only -0.42

Qloo forward affinity
  1. Nuun Hydration
  2. Janji
  3. Altra Running
  4. Maurten
  5. Whoop
  6. Brooks Running
  7. Saucony
  8. Vuori
  9. Cotopaxi
  10. Hyperice
LLM-only (general knowledge)
  1. Strava(Qloo #13)
  2. Maurten(Qloo #4)
  3. Janji(Qloo #2)
  4. District Vision(Qloo #15)
  5. Whoop(Qloo #5)
  6. Drink LMNT(Qloo #14)
  7. Nuun Hydration(Qloo #1)
  8. Altra Running(Qloo #3)
  9. Brooks Running(Qloo #6)
  10. Saucony(Qloo #7)