Image generators

How 6 image generators render Catalans

Each generator below was given the same prompt for a Catalans woman (traditional register) and asked for up to 4 renders. A vision model then read every render the same way it read 48 documented photographs of notable Catalans people, and each render's value was checked against the measured range on skin tone (fitzpatrick), eye color, epicanthic fold, hair texture, hair color. Readers compare pairs of renders one tap at a time. Prompt suite v1.

As of October 18, 2026, 6 generators have 24 analyzed renders for Catalans from the same traditional prompt, and readers have cast 0 pair votes on them. FLUX.1 schnell matched the Catalans baseline most closely (Score -3.34, 17 of 18 dimensions plausible) and FLUX 1.1 Pro least closely (Score -5.88, 17 of 19).

Recraft V3Recraft, through Replicate

Score -3.80 over 4 renders, 13 of 15 dimensions plausible
  • Catalans, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-6.32, 2 of 3 plausible
  • Catalans, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-2.61, 4 of 4 plausible
  • Catalans, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-3.66, 3 of 4 plausible
  • Catalans, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-2.61, 4 of 4 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color3 of 42
Epicanthic fold4 of 41
Hair texturenot scored0
Hair color2 of 32

0 reader pairs so far for Catalans.

$0.040 per render at Replicate, price read 2026-09-07

FLUX 1.1 ProBlack Forest Labs, through Replicate

Score -5.88 over 4 renders, 17 of 19 dimensions plausible
  • Catalans, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-9.28, 3 of 5 plausible
  • Catalans, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-4.82, 5 of 5 plausible
  • Catalans, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-4.55, 4 of 4 plausible
  • Catalans, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-4.87, 5 of 5 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color4 of 41
Epicanthic fold4 of 41
Hair texture3 of 42
Hair color2 of 33

0 reader pairs so far for Catalans.

$0.040 per render at Replicate, price read 2026-09-07

FLUX.1 schnellBlack Forest Labs, through Replicate

Score -3.34 over 4 renders, 17 of 18 dimensions plausible
  • Catalans, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-3.97, 5 of 5 plausible
  • Catalans, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-2.18, 4 of 4 plausible
  • Catalans, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-2.13, 4 of 4 plausible
  • Catalans, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-5.07, 4 of 5 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 41
Eye color4 of 41
Epicanthic fold4 of 41
Hair texture4 of 42
Hair color1 of 22

0 reader pairs so far for Catalans.

$0.003 per render at Replicate, price read 2026-09-07

Stable Image CoreStability AI, through AWS Bedrock

Score -5.30 over 4 renders, 17 of 20 dimensions plausible
  • Catalans, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-5.92, 4 of 5 plausible
  • Catalans, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-5.97, 4 of 5 plausible
  • Catalans, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-5.97, 4 of 5 plausible
  • Catalans, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-3.36, 5 of 5 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 41
Eye color4 of 41
Epicanthic fold4 of 41
Hair texture4 of 42
Hair color1 of 42

0 reader pairs so far for Catalans.

$0.040 per render at AWS Bedrock, price read 2026-09-07

Ideogram 3.0 TurboIdeogram, through Replicate

Score -5.08 over 4 renders, 16 of 19 dimensions plausible
  • Catalans, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-3.36, 5 of 5 plausible
  • Catalans, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-8.44, 3 of 5 plausible
  • Catalans, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-3.36, 5 of 5 plausible
  • Catalans, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-5.18, 3 of 4 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color3 of 42
Epicanthic fold4 of 41
Hair texture3 of 31
Hair color2 of 42

0 reader pairs so far for Catalans.

$0.030 per render at Replicate, price read 2026-09-07

Stable Diffusion 3.5 LargeStability AI, through AWS Bedrock

Score -4.20 over 4 renders, 17 of 18 dimensions plausible
  • Catalans, rendered by Stable Diffusion 3.5 Large from the shared prompt, AI-generated adult subject-3.08, 4 of 4 plausible
  • Catalans, rendered by Stable Diffusion 3.5 Large from the shared prompt, AI-generated adult subject-3.30, 5 of 5 plausible
  • Catalans, rendered by Stable Diffusion 3.5 Large from the shared prompt, AI-generated adult subject-7.39, 4 of 5 plausible
  • Catalans, rendered by Stable Diffusion 3.5 Large from the shared prompt, AI-generated adult subject-3.03, 4 of 4 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color3 of 43
Epicanthic fold4 of 41
Hair texture4 of 42
Hair color2 of 22

0 reader pairs so far for Catalans.

$0.080 per render at AWS Bedrock, price read 2026-09-07

How to read this page

A score is a log-likelihood: for each scored dimension, the log of the share of Catalans photographs that carry the render's value, summed, so 0 means every value sat at the photographs' most common answer and a large negative number means the values were rare or absent in the photographs. Higher is a closer match. "Matched the measured range" counts the dimensions where the render's value is one at least 10% of the photographs carry. Dimensions that do not carry across sex and age, such as gray hair or a head covering, are never scored. Distinct values says how many different answers a generator gave across its renders, because a generator that draws every Catalans woman the same way is missing the range even when it hits the mode.

Reader pairs ask one question, which of two renders looks more like a Catalans woman, and count taps. They are a plausibility signal from visitors, not a verdict from Catalans people, and they are shown as a share only once a generator has 10 or more pairs.

This page compares generators for one people and nothing else; it never ranks peoples. Prices are each provider's published rate on the date given. Full method: how the comparison works.