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

Haircare · Bodycare

Market proximity

  1. 01

    Haircare

    87
  2. 02

    Haircare · Bodycare

    86
  3. 03

    Haircare · Bodycare · Fragrance · Home

    85
  4. 04

    Haircare · Bodycare · Fragrance

    83
  5. 05

    Haircare · Bodycare · Fragrance

    83
  6. 06

    Haircare

    82
  7. 07

    Haircare

    82
  8. 08

    Haircare

    82
  9. 09

    Haircare

    82
  10. 10

    Haircare

    81

Brand affinity

  1. 01

    Haircare · Bodycare · Fragrance · Home

    83
  2. 02

    Haircare

    81
  3. 03

    Haircare · Bodycare

    77
  4. 04

    Haircare · Bodycare · Fragrance

    77
  5. 05

    Haircare

    76
  6. 06

    Haircare

    75
  7. 07

    Bodycare · Fragrance · Home

    72
  8. 08

    Fragrance · Home

    71
  9. 09

    Skincare · Haircare · Bodycare · Fragrance · Home

    71
  10. 10

    Haircare

    71

Select a brand to see its competitive set.