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 · Haircare · Bodycare

Market proximity

  1. 01

    Skincare · Haircare · Bodycare · Fragrance · Home

    83
  2. 02

    Skincare · Haircare · Bodycare · Fragrance · Home

    82
  3. 03

    Skincare · Bodycare · Fragrance · Home

    80
  4. 04

    Haircare · Bodycare

    78
  5. 05

    Skincare · Bodycare · Home

    76
  6. 06

    Skincare · Bodycare

    75
  7. 07

    Skincare · Haircare · Bodycare

    75
  8. 08

    Skincare · Bodycare · Fragrance

    75
  9. 09

    Skincare · Haircare · Bodycare

    75
  10. 10

    Skincare · Bodycare

    75

Brand affinity

  1. 01

    Skincare · Haircare · Bodycare · Fragrance · Home

    89
  2. 02

    Skincare · Haircare · Bodycare · Fragrance · Home

    88
  3. 03

    Skincare · Bodycare · Fragrance · Home

    86
  4. 04

    Bodycare · Fragrance

    84
  5. 05

    Haircare · Bodycare

    84
  6. 06

    Bodycare · Fragrance

    84
  7. 07

    Haircare · Bodycare · Fragrance · Home

    83
  8. 08

    Skincare · Bodycare · Home

    82
  9. 09

    Bodycare · Fragrance · Home

    80
  10. 10

    Fragrance · Home

    79

Select a brand to see its competitive set.