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

Market proximity

  1. 01

    Haircare

    88
  2. 02

    Haircare

    87
  3. 03

    Haircare · Bodycare

    87
  4. 04

    Haircare

    86
  5. 05

    Haircare

    86
  6. 06

    Haircare · Bodycare · Fragrance

    86
  7. 07

    Haircare · Bodycare · Fragrance · Home

    85
  8. 08

    Haircare · Bodycare

    85
  9. 09

    Haircare · Bodycare · Fragrance

    85
  10. 10

    Haircare

    84

Brand affinity

  1. 01

    Haircare · Bodycare

    81
  2. 02

    Haircare

    75
  3. 03

    Haircare · Bodycare · Fragrance · Home

    74
  4. 04

    Haircare

    73
  5. 05

    Haircare · Bodycare

    73
  6. 06

    Haircare

    72
  7. 07

    Haircare · Bodycare · Fragrance

    72
  8. 08

    Haircare

    71
  9. 09

    Haircare

    70
  10. 10

    Haircare · Bodycare · Fragrance

    70

Select a brand to see its competitive set.