Cluny research

Cluny Brand Map

See how AI understands, connects and recommends consumer brands.

How the scores are built

For every pair of brands, two models each score the relationship on five dimensions from 0 to 100, using only what they already know. Web search is switched off, because the point is to measure how the models themselves understand the brand landscape. Cluny blends those readings into a single figure for each pair.

  • Customer overlap — 25%
  • Positioning and price — 20%
  • Aesthetic and cultural codes — 20%
  • Category and use-case adjacency — 20%
  • Distribution and retail adjacency — 15%

The five dimensions also split into two readings, each an unweighted average of its own dimensions, carried through the same blending so they sit on the same 0–100 scale:

  • Market proximity — positioning and price, category and use-case adjacency, distribution and retail adjacency
  • Brand affinity — customer overlap, aesthetic and cultural codes

Two brands can sit close on one and far apart on the other — sharing a customer and a cultural register while competing in different aisles, tiers or channels.

Competitive set

Skincare · Bodycare

Market proximity

  1. 01

    Skincare

    85
  2. 02

    Skincare · Bodycare · Fragrance

    84
  3. 03

    Skincare · Bodycare

    83
  4. 04

    Skincare · Haircare · Bodycare

    82
  5. 05

    Skincare · Bodycare

    82
  6. 06

    Skincare · Haircare · Bodycare

    81
  7. 07

    Skincare · Bodycare

    81
  8. 08

    Skincare

    80
  9. 09

    Skincare · Bodycare · Fragrance · Home

    80
  10. 10

    Skincare · Bodycare

    80

Brand affinity

  1. 01

    Skincare · Bodycare · Fragrance · Home

    84
  2. 02

    Skincare · Bodycare · Fragrance

    79
  3. 03

    Skincare

    78
  4. 04

    Skincare · Bodycare

    75
  5. 05

    Skincare · Bodycare

    74
  6. 06

    Skincare · Bodycare

    73
  7. 07

    Haircare · Bodycare · Fragrance · Home

    70
  8. 08

    Haircare · Bodycare

    70
  9. 09

    Makeup · Skincare

    70
  10. 10

    Skincare · Haircare · Bodycare

    69

Select a brand to see its competitive set.