Image generators

How 5 image generators render Uzbeks

Each generator below was given the same prompt for a Uzbeks woman (traditional register) and asked for up to 4 renders. A vision model then read every render the same way it read 59 documented photographs of notable Uzbeks 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.

Recraft V3Recraft, through Replicate

Score -3.06 over 4 renders, 18 of 19 dimensions plausible
  • Uzbeks, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-2.13, 5 of 5 plausible
  • Uzbeks, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-3.36, 5 of 5 plausible
  • Uzbeks, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-4.77, 4 of 5 plausible
  • Uzbeks, rendered by Recraft V3 from the shared prompt, AI-generated adult subject-1.97, 4 of 4 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 41
Eye color4 of 41
Epicanthic fold4 of 42
Hair texture3 of 32
Hair color3 of 42

0 reader pairs so far for Uzbeks.

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

FLUX 1.1 ProBlack Forest Labs, through Replicate

Score -3.89 over 4 renders, 13 of 15 dimensions plausible
  • Uzbeks, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-5.46, 3 of 4 plausible
  • Uzbeks, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-5.36, 2 of 3 plausible
  • Uzbeks, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-3.26, 4 of 4 plausible
  • Uzbeks, rendered by FLUX 1.1 Pro from the shared prompt, AI-generated adult subject-1.46, 4 of 4 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color2 of 43
Epicanthic fold4 of 41
Hair texture1 of 11
Hair color2 of 21

0 reader pairs so far for Uzbeks.

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

FLUX.1 schnellBlack Forest Labs, through Replicate

Score -2.14 over 4 renders, 17 of 17 dimensions plausible
  • Uzbeks, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-1.46, 4 of 4 plausible
  • Uzbeks, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-2.03, 4 of 4 plausible
  • Uzbeks, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-1.62, 5 of 5 plausible
  • Uzbeks, rendered by FLUX.1 schnell from the shared prompt, AI-generated adult subject-3.44, 4 of 4 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color4 of 41
Epicanthic fold4 of 42
Hair texture3 of 32
Hair color2 of 21

0 reader pairs so far for Uzbeks.

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

Stable Image CoreStability AI, through AWS Bedrock

Score -2.22 over 4 renders, 19 of 19 dimensions plausible
  • Uzbeks, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-2.14, 4 of 4 plausible
  • Uzbeks, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-2.13, 5 of 5 plausible
  • Uzbeks, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-2.31, 5 of 5 plausible
  • Uzbeks, rendered by Stable Image Core from the shared prompt, AI-generated adult subject-2.31, 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 31
Hair color4 of 41

0 reader pairs so far for Uzbeks.

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

Ideogram 3.0 TurboIdeogram, through Replicate

Score -2.15 over 4 renders, 19 of 19 dimensions plausible
  • Uzbeks, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-2.13, 5 of 5 plausible
  • Uzbeks, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-2.03, 4 of 4 plausible
  • Uzbeks, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-2.31, 5 of 5 plausible
  • Uzbeks, rendered by Ideogram 3.0 Turbo from the shared prompt, AI-generated adult subject-2.13, 5 of 5 plausible
DimensionMatched the measured rangeDistinct values
Skin tone (Fitzpatrick)4 of 42
Eye color4 of 41
Epicanthic fold4 of 41
Hair texture4 of 41
Hair color3 of 31

0 reader pairs so far for Uzbeks.

$0.030 per render at Replicate, 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 Uzbeks 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 Uzbeks 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 Uzbeks woman, and count taps. They are a plausibility signal from visitors, not a verdict from Uzbeks 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.