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How 6 image generators render Aromanians
Each generator below was given the same prompt for a Aromanians woman (traditional register) and asked for up to 4 renders. A vision model then read every render the same way it read 32 documented photographs of notable Aromanians 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 Aromanians from the same traditional prompt, and readers have cast 0 pair votes on them. Recraft V3 matched the Aromanians baseline most closely (Score -3.89, 15 of 17 dimensions plausible) and Ideogram 3.0 Turbo least closely (Score -8.34, 13 of 18).
Recraft V3Recraft, through Replicate
Score -3.89 over 4 renders, 15 of 17 dimensions plausible
-2.45, 4 of 4 plausible
-2.45, 4 of 4 plausible
-7.97, 2 of 4 plausible
-2.69, 5 of 5 plausible
| Dimension | Matched the measured range | Distinct values |
|---|---|---|
| Skin tone (Fitzpatrick) | 3 of 4 | 2 |
| Eye color | 4 of 4 | 1 |
| Epicanthic fold | 4 of 4 | 1 |
| Hair texture | 1 of 1 | 1 |
| Hair color | 3 of 4 | 2 |
0 reader pairs so far for Aromanians.
$0.040 per render at Replicate, price read 2026-09-07FLUX 1.1 ProBlack Forest Labs, through Replicate
Score -6.92 over 4 renders, 18 of 20 dimensions plausible
-8.01, 4 of 5 plausible
-5.02, 5 of 5 plausible
-9.62, 4 of 5 plausible
-5.02, 5 of 5 plausible
| Dimension | Matched the measured range | Distinct values |
|---|---|---|
| Skin tone (Fitzpatrick) | 4 of 4 | 1 |
| Eye color | 3 of 4 | 2 |
| Epicanthic fold | 4 of 4 | 1 |
| Hair texture | 4 of 4 | 1 |
| Hair color | 3 of 4 | 2 |
0 reader pairs so far for Aromanians.
$0.040 per render at Replicate, price read 2026-09-07FLUX.1 schnellBlack Forest Labs, through Replicate
Score -6.93 over 4 renders, 13 of 18 dimensions plausible
-6.53, 4 of 5 plausible
-6.53, 4 of 5 plausible
-5.15, 3 of 4 plausible
-9.51, 2 of 4 plausible
| Dimension | Matched the measured range | Distinct values |
|---|---|---|
| Skin tone (Fitzpatrick) | 4 of 4 | 2 |
| Eye color | 0 of 4 | 2 |
| Epicanthic fold | 4 of 4 | 1 |
| Hair texture | 3 of 3 | 1 |
| Hair color | 2 of 3 | 2 |
0 reader pairs so far for Aromanians.
$0.003 per render at Replicate, price read 2026-09-07Stable Image CoreStability AI, through AWS Bedrock
Score -5.22 over 4 renders, 19 of 20 dimensions plausible
-8.14, 4 of 5 plausible
-5.02, 5 of 5 plausible
-3.54, 5 of 5 plausible
-4.17, 5 of 5 plausible
| Dimension | Matched the measured range | Distinct values |
|---|---|---|
| Skin tone (Fitzpatrick) | 4 of 4 | 1 |
| Eye color | 4 of 4 | 2 |
| Epicanthic fold | 4 of 4 | 1 |
| Hair texture | 4 of 4 | 2 |
| Hair color | 3 of 4 | 2 |
0 reader pairs so far for Aromanians.
$0.040 per render at AWS Bedrock, price read 2026-09-07Ideogram 3.0 TurboIdeogram, through Replicate
Score -8.34 over 4 renders, 13 of 18 dimensions plausible
-7.90, 3 of 4 plausible
-6.29, 3 of 4 plausible
-8.01, 4 of 5 plausible
-11.14, 3 of 5 plausible
| Dimension | Matched the measured range | Distinct values |
|---|---|---|
| Skin tone (Fitzpatrick) | 4 of 4 | 1 |
| Eye color | 1 of 4 | 2 |
| Epicanthic fold | 4 of 4 | 1 |
| Hair texture | 2 of 2 | 2 |
| Hair color | 2 of 4 | 2 |
0 reader pairs so far for Aromanians.
$0.030 per render at Replicate, price read 2026-09-07Stable Diffusion 3.5 LargeStability AI, through AWS Bedrock
Score -7.68 over 4 renders, 13 of 18 dimensions plausible
-6.29, 3 of 4 plausible
-8.14, 4 of 5 plausible
-9.75, 3 of 5 plausible
-6.53, 3 of 4 plausible
| Dimension | Matched the measured range | Distinct values |
|---|---|---|
| Skin tone (Fitzpatrick) | 4 of 4 | 2 |
| Eye color | 1 of 4 | 2 |
| Epicanthic fold | 4 of 4 | 1 |
| Hair texture | 3 of 3 | 1 |
| Hair color | 1 of 3 | 3 |
0 reader pairs so far for Aromanians.
$0.080 per render at AWS Bedrock, price read 2026-09-07How to read this page
A score is a log-likelihood: for each scored dimension, the log of the share of Aromanians 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 Aromanians 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 Aromanians woman, and count taps. They are a plausibility signal from visitors, not a verdict from Aromanians 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.