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

Suncare · Fragrance

Market proximity

  1. 01

    Suncare

    83
  2. 02

    Skincare · Suncare

    82
  3. 03

    Makeup · Suncare

    81
  4. 04

    Haircare · Bodycare · Fragrance

    74
  5. 05

    Makeup · Skincare · Bodycare

    70
  6. 06

    Skincare

    69
  7. 07

    Skincare · Haircare · Bodycare · Fragrance

    69
  8. 08

    Skincare · Suncare · Bodycare

    68
  9. 09

    Skincare · Bodycare

    68
  10. 10

    Makeup · Skincare · Bodycare · Fragrance

    67

Brand affinity

  1. 01

    Haircare · Bodycare · Fragrance

    82
  2. 02

    Suncare

    79
  3. 03

    Skincare · Suncare

    78
  4. 04

    Makeup · Suncare

    78
  5. 05

    Makeup · Skincare · Bodycare · Fragrance

    75
  6. 06

    Bodycare · Fragrance · Home

    75
  7. 07

    Makeup · Skincare · Bodycare

    74
  8. 08

    Skincare · Haircare · Bodycare · Fragrance

    73
  9. 09

    Skincare · Bodycare

    71
  10. 10

    Bodycare · Fragrance · Home

    70

Select a brand to see its competitive set.