Image generators
The prompt suite, v1
Every generator in the comparison receives the identical prompt, verbatim, at parameters frozen for the suite version; nothing is rewritten and nothing is generated when a reader votes. Suite v1 was frozen on 2026-09-08. A change to the template, the adult clause or any generator's parameters is a new version, and reader votes never cross versions. Below: the template per register, the clause appended to every prompt, each generator's frozen call, and every prompt that has produced renders, with the cells it produced.
The template, by register
- traditional: A documentary portrait of a {people} woman from {homeland}{phenotype hints}, in traditional dress, natural diffused lighting, photorealistic, sharp focus
- modern-diaspora: A documentary portrait of a contemporary {people} woman from {homeland}{phenotype hints}, modern casual style appropriate to her community, natural diffused lighting, photorealistic, sharp focus
- modern-urban: A documentary portrait of a contemporary {people} woman from {homeland}{phenotype hints}, modern urban style, cosmopolitan setting, natural diffused lighting, photorealistic, sharp focus
- mixed: A documentary portrait of a {people} woman from {homeland}{phenotype hints}, contemporary attire with subtle cultural elements, natural diffused lighting, photorealistic, sharp focus
Appended to every prompt: The subject is an adult woman, aged 25 to 40.. Aspect 1:1; negative prompt never sent; provider-side prompt rewriting switched off where a switch exists. The phenotype hints come from the people's own profile text, the same for every generator.
Frozen parameters per generator
- Recraft V3 (Replicate,
recraft-ai/recraft-v3){"prompt":"<prompt>","size":"1024x1024","style":"realistic_image"} - FLUX 1.1 Pro (Replicate,
black-forest-labs/flux-1.1-pro){"prompt":"<prompt>","aspect_ratio":"1:1","output_format":"jpg","output_quality":95,"prompt_upsampling":false,"seed":123456789} - FLUX.1 schnell (Replicate,
black-forest-labs/flux-schnell){"prompt":"<prompt>","aspect_ratio":"1:1","num_outputs":1,"num_inference_steps":4,"go_fast":false,"output_format":"jpg","output_quality":95,"seed":123456789} - Stable Image Core (AWS Bedrock,
stability.stable-image-core-v1:1){"prompt":"<prompt>","aspect_ratio":"1:1","output_format":"jpeg","mode":"text-to-image","seed":123456789} - Ideogram 3.0 Turbo (Replicate,
ideogram-ai/ideogram-v3-turbo){"prompt":"<prompt>","aspect_ratio":"1:1","magic_prompt_option":"Off","seed":123456789} - Stable Diffusion 3.5 Large (AWS Bedrock,
stability.sd3-5-large-v1:0){"prompt":"<prompt>","aspect_ratio":"1:1","output_format":"jpeg","mode":"text-to-image","seed":123456789}
The seed is shown as 123456789; a live render draws one where the path accepts a seed and records it. These are the exact inputs the render route sends, printed from the same functions.
Prompts with renders, alphabetical by people (26)
Acholi traditional register, hash 9462addbe7bd
A documentary portrait of a Acholi woman from Acholiland (Uganda, South Sudan), type 4 hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4 · Stable Diffusion 3.5 Large 4
Afrikaners traditional register, hash 728f00b2b0e5
A documentary portrait of a Afrikaners woman from South Africa (Northern and Western Cape), Namibia, Botswana, iI skin, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Ahom traditional register, hash da1e42fe6f1b
A documentary portrait of a Ahom woman from Assam (India), iII skin, almost universally black or very dark brown hair, sits eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Albanians traditional register, hash c291e187af28
A documentary portrait of a Albanians woman from Albania, Kosovo, Ilirida (North Macedonia), Chameria (Greece), Presevo Valley (Serbia), iI skin, a real but minority presence: sandy and dirty-blond children who darken hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Amhara traditional register, hash ce2abc57fbc3
A documentary portrait of a Amhara woman from Amharia (Ethiopia), iV skin, typically dark brown to black hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Aromanians traditional register, hash a9a3bc6b7ce5
A documentary portrait of a Aromanians woman from Balkans (Greece, Albania, North Macedonia, Serbia, Bulgaria, Romania), iI skin, dark brown to hazel eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Austrians traditional register, hash 620efdea5c06
A documentary portrait of a Austrians woman from Austria, South Tyrol, iI skin, mixed: blue and grey-blue are common but not dominant eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Azerbaijanis traditional register, hash d76be90c230c
A documentary portrait of a Azerbaijanis woman from Azerbaijan, Iranian Azerbaijan (Iran), iI skin, overwhelmingly dark — near-black to dark brown dominates hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Balochi traditional register, hash 761f72d38de4
A documentary portrait of a Balochi woman from Pakistan-Iran-Afghanistan (Balochistan), fitzpatrick III-V skin, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Stable Diffusion 3.5 Large 4
Bashkirs traditional register, hash fae4294e9973
A documentary portrait of a Bashkirs woman from Bashkortostan (Russia), iI skin, brown to dark brown eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Basques traditional register, hash c3e855658803
A documentary portrait of a Basques woman from Basque Country (Spain, France), iI skin, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Batak traditional register, hash 0a78c771a3ae
A documentary portrait of a Batak woman from North Sumatra (Indonesia), iII skin, uniformly black to very dark brown hair, sits eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Image Core 2 · Stable Diffusion 3.5 Large 2
Chechens traditional register, hash 30a17d6a09f2
A documentary portrait of a Chechens woman from Chechnya (Russia), iI-IV skin, overwhelmingly dark hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Diffusion 3.5 Large 4
Chechens traditional register, hash d157ad415a88
A documentary portrait of a Chechens woman from Chechnya (Russia), iI skin, overwhelmingly dark — chestnut-brown to near-black — hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4
Fijians traditional register, hash 594a0cd16e29
A documentary portrait of a Fijians woman from Fiji, v skin, coily type 4 hair, dark brown eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 1 · Stable Diffusion 3.5 Large 4
Hmong traditional register, hash 72e1e0b68af8
A documentary portrait of a Hmong woman from Guizhou (China), iII-IV skin, almost universally jet black or very dark brown hair, sits eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Diffusion 3.5 Large 4
Hmong traditional register, hash d0c459cdee81
A documentary portrait of a Hmong woman from Guizhou (China), iII skin, almost universally jet black or very dark brown hair, sits eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4
Maasai traditional register, hash 2feb60060d3c
A documentary portrait of a Maasai woman from Maasailand (Tanzania, Kenya), fitzpatrick VI across nearly the whole population — a deep skin, uniformly type 4 coily hair, dark brown to near-black eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4
Maasai traditional register, hash 59b084650cfd
A documentary portrait of a Maasai woman from Maasailand (Tanzania, Kenya), fitzpatrick VI across nearly the whole population: a deep skin, uniformly type 4 coily hair, dark brown to near-black eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Diffusion 3.5 Large 4
Marathi traditional register, hash c136c75b9a84
A documentary portrait of a Marathi woman from Maharashtra (India), iII skin, near-universally black to very dark brown hair, dark brown to near-black eyes, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4 · Stable Diffusion 3.5 Large 4
Uyghurs traditional register, hash af2f9a6ce48e
A documentary portrait of a Uyghurs woman from Uyghuristan (China), iI skin, most often dark brown to black hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4
Uyghurs traditional register, hash b5b95f0c4730
A documentary portrait of a Uyghurs woman from Uyghuristan (China), iI-IV skin, most often dark brown to black hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Diffusion 3.5 Large 4
Uzbeks traditional register, hash 9cc56cf80edf
A documentary portrait of a Uzbeks woman from Uzbekistan, iII skin, overwhelmingly dark — black to dark brown — coarse to medium hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4
Uzbeks traditional register, hash b481df0d651f
A documentary portrait of a Uzbeks woman from Uzbekistan, iII-IV skin, overwhelmingly dark hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Diffusion 3.5 Large 4
Zulu traditional register, hash 5b844934cac2
A documentary portrait of a Zulu woman from KwaZulu-Natal (South Africa), dark — most Zulu individuals fall skin, almost universally type 4 — tightly coiled hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Recraft V3 4 · FLUX 1.1 Pro 4 · FLUX.1 schnell 4 · Stable Image Core 4 · Ideogram 3.0 Turbo 4
Zulu traditional register, hash f105b98ed748
A documentary portrait of a Zulu woman from KwaZulu-Natal (South Africa), dark: most Zulu individuals fall skin, almost universally type 4: tightly coiled hair, in traditional dress, natural diffused lighting, photorealistic, sharp focus. The subject is an adult woman, aged 25 to 40.
Stable Diffusion 3.5 Large 4