{
  "version": "2026-10-20-v1",
  "testDate": "2026-10-20",
  "protocol": {
    "version": "2026-10-20-v1",
    "frozenAt": "2026-10-20",
    "repetitions": 2,
    "budgetUsd": 4,
    "models": [
      "flux-2-klein-4b",
      "flux-2-klein-9b",
      "flux-2-pro",
      "flux-2-max",
      "flux-2-flex",
      "flux-3-image"
    ],
    "tasks": [
      {
        "id": "pose",
        "ratio": "3:4",
        "prompt": "Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
        "inputs": [
          "outfit-changer/street-source.webp",
          "photo-generator/reference-pose-v1.webp"
        ],
        "checks": [
          "Identity and short curly hair remain recognizable",
          "Denim jacket, cream shirt and charcoal trousers stay with the woman",
          "Body and face turn toward picture-right",
          "One foot is on a rock, one hand shades the eyes and the other arm hangs down",
          "One photographic person, with both hands and both feet visible and plausible"
        ]
      },
      {
        "id": "cafe",
        "ratio": "4:3",
        "prompt": "Create a realistic candid waist-up photograph of the two adults from image 1 and image 2 sitting together at an outdoor cafe table. Put the man from image 1 on the left side of the picture and the woman from image 2 on the right. Preserve each person's own face, hairstyle, skin tone and clothing: the man wears his gray T-shirt, the woman wears her blue denim jacket over her cream T-shirt. The man is passing one white ceramic mug to the woman. Each person touches this same mug with one hand, while each person's other hand rests separately on the table. Show both complete faces and all four hands. There must be exactly two people and one mug. Use natural daylight, realistic skin texture and believable contact shadows.",
        "inputs": [
          "outfit-changer/male-source.webp",
          "outfit-changer/street-source.webp"
        ],
        "checks": [
          "Exactly two distinct people, man on picture-left and woman on picture-right",
          "Both reference faces and hairstyles remain recognizable",
          "Each person keeps their own shirt and jacket",
          "Exactly one white mug is touched by one hand from each person",
          "Both free hands rest separately on the table, with all four hands visible and plausible"
        ]
      },
      {
        "id": "cyclist",
        "ratio": "3:4",
        "prompt": "A realistic full-body street photograph of one adult bicycle courier standing still beside a bicycle outside a railway station after rain. The courier wears a teal rain jacket, charcoal trousers, brown boots, a navy bicycle helmet and an orange shoulder bag. The courier's own left hand grips the handle of one open transparent umbrella above their head. Their own right hand holds the bicycle handlebar. Both complete hands must be visible, physically attached to the correct arms and clearly in contact with their assigned object. The courier is standing on the pavement, not riding. Show exactly one person, one umbrella and one bicycle. Natural overcast daylight, realistic skin and wet pavement reflections, no logos or written text.",
        "inputs": [],
        "checks": [
          "Exactly one person, one umbrella and one bicycle",
          "Own left hand visibly grips the umbrella handle",
          "Own right hand visibly holds the bicycle handlebar",
          "Both complete hands are visible, attached and anatomically plausible",
          "Teal jacket, charcoal trousers, brown boots, navy helmet and orange bag are present"
        ]
      }
    ]
  },
  "method": {
    "runner": "PhotoGenerAI generateMakeover, generationMode photo; Vercel AI SDK through Vercel AI Gateway to BFL",
    "selection": "Two planned trials per task and model, with every returned output retained. One additional retry after the first Max pose HTTP 500 also failed; both attempts are disclosed. No retry was made to replace a visual result.",
    "inputs": "Existing AI-created fictional adults and a pose sketch from this product; each reference is rotated, resized inside 960 by 960 without enlargement, and encoded as JPEG by the product before submission. Same inputs and order for all models.",
    "parameters": "Native API defaults beyond the exact request below. No supplied seeds, custom steps, LoRA, or local quantization. Model-internal prompt processing is not controlled by this test.",
    "display": "WebP quality 90 derivatives, without cropping. Original returned JPG or PNG bytes are separately downloadable.",
    "cost": "USD from response.providerMetadata.gateway.cost for successful responses. Failed requests returned no charge receipt and are excluded, not assumed free. This is not a billing-ledger reconciliation or a current price promise.",
    "assessment": "Five prewritten checks, visually judged by the PhotoGenerAI editorial team after viewing every returned output. Identity is a subjective visual check, not a biometric score. Own left/right refers to the depicted person, not the viewer. Background people count against exact person counts. Unclear is separate from missed.",
    "limitation": "Two trials per cell; no overall ranking or stable success-rate inference. API failures have no visual score."
  },
  "summary": {
    "plannedTrials": 36,
    "returnedImages": 30,
    "failedTrials": 6,
    "additionalFailedAttempts": 1,
    "recordedSuccessfulResponseCostUsd": 1.592
  },
  "trials": [
    {
      "id": "pose-flux-2-klein-4b-1",
      "task": "pose",
      "trial": 1,
      "model": "bfl/flux-2-klein-4b",
      "status": "success",
      "startedAt": "2026-10-20T15:31:10.805Z",
      "completedAt": "2026-10-20T15:31:20.788Z",
      "sourceInputs": [
        {
          "name": "outfit-changer/street-source.webp",
          "sha256": "f08a21e597d870cd8dc483f003abc0ec2f427afe4e14aa37d1f4290ddf1bc948"
        },
        {
          "name": "photo-generator/reference-pose-v1.webp",
          "sha256": "f19659157915610198cd9e96559ff1b35ce29e8ab8d0c636088ed5e488b6677c"
        }
      ],
      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-2-klein-4b",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
            {
              "sha256": "49a61ad274a084d93335ed3ce5fa33a4f64c54d0d80652e26c66b4b200ce9dea",
              "bytes": 100476
            },
            {
              "sha256": "35c496f891301827ae0fe132a03ad24f57a9879b99e190211e5666e2f8cf9038",
              "bytes": 58054
            }
          ]
        },
        "providerOptions": {
          "blackForestLabs": {
            "height": 1024,
            "width": 768,
            "pollTimeoutMillis": 240000
          }
        }
      },
      "seedSupplied": false,
      "reportedSeeds": [4260390229],
      "warnings": [],
      "output": {
        "original": "pose-flux-2-klein-4b-1.jpg",
        "originalSha256": "857531776d8321489cf2e2a59dd9efe132b77c4b8b13d3897eefa79cfd1bd2ef",
        "display": "pose-flux-2-klein-4b-1.webp",
        "displaySha256": "e6919a46c039127b0781f74cab4a7679e06a4b6ebda640d2ff0ff57b9533924d",
        "width": 768,
        "height": 1024,
        "mediaType": "image/jpeg"
      },
      "generationId": "gen_01M5CZ09DCJ6JTYAW3V0JTNKM2",
      "cost": {
        "totalCost": 0.016,
        "source": "response.providerMetadata.gateway.cost"
      },
      "providerReceipt": {
        "blackForestLabs": {
          "images": [
            {
              "seed": 4260390229,
              "start_time": 1792510274.8466551,
              "cost": 1.6,
              "inputMegapixels": 2,
              "outputMegapixels": 0.75
            }
          ]
        },
        "gateway": {
          "generationId": "gen_01M5CZ09DCJ6JTYAW3V0JTNKM2",
          "cost": "0.016",
          "marketCost": "0.016",
          "resolvedProvider": "bfl",
          "finalProvider": "bfl"
        }
      },
      "assessment": {
        "checks": ["unclear", "met", "met", "met", "met"],
        "observation": "The rock, raised foot and shading hand follow the sketch. Her outfit stays intact. The strong profile leaves facial identity uncertain against the frontal reference."
      }
    },
    {
      "id": "pose-flux-2-klein-9b-1",
      "task": "pose",
      "trial": 1,
      "model": "bfl/flux-2-klein-9b",
      "status": "success",
      "startedAt": "2026-10-20T15:32:49.337Z",
      "completedAt": "2026-10-20T15:32:59.407Z",
      "sourceInputs": [
        {
          "name": "outfit-changer/street-source.webp",
          "sha256": "f08a21e597d870cd8dc483f003abc0ec2f427afe4e14aa37d1f4290ddf1bc948"
        },
        {
          "name": "photo-generator/reference-pose-v1.webp",
          "sha256": "f19659157915610198cd9e96559ff1b35ce29e8ab8d0c636088ed5e488b6677c"
        }
      ],
      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-2-klein-9b",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
            {
              "sha256": "49a61ad274a084d93335ed3ce5fa33a4f64c54d0d80652e26c66b4b200ce9dea",
              "bytes": 100476
            },
            {
              "sha256": "35c496f891301827ae0fe132a03ad24f57a9879b99e190211e5666e2f8cf9038",
              "bytes": 58054
            }
          ]
        },
        "providerOptions": {
          "blackForestLabs": {
            "height": 1024,
            "width": 768,
            "pollTimeoutMillis": 240000
          }
        }
      },
      "seedSupplied": false,
      "reportedSeeds": [4111057711],
      "warnings": [],
      "output": {
        "original": "pose-flux-2-klein-9b-1.jpg",
        "originalSha256": "434041febe22eede26b7541c2942d27ce1106c06e9d06c2e28cd109568a2b496",
        "display": "pose-flux-2-klein-9b-1.webp",
        "displaySha256": "99277361771c4f90a6a91c31a7942ea9820fd5a63ca8cdcadd468d8f054e9f41",
        "width": 768,
        "height": 1024,
        "mediaType": "image/jpeg"
      },
      "generationId": "gen_01M5CZ38W3CBVSMPWHFX7VD7HB",
      "cost": {
        "totalCost": 0.019,
        "source": "response.providerMetadata.gateway.cost"
      },
      "providerReceipt": {
        "blackForestLabs": {
          "images": [
            {
              "seed": 4111057711,
              "start_time": 1792510372.772667,
              "cost": 1.9,
              "inputMegapixels": 2,
              "outputMegapixels": 0.75
            }
          ]
        },
        "gateway": {
          "generationId": "gen_01M5CZ38W3CBVSMPWHFX7VD7HB",
          "cost": "0.019",
          "marketCost": "0.019",
          "resolvedProvider": "bfl",
          "finalProvider": "bfl"
        }
      },
      "assessment": {
        "checks": ["unclear", "met", "met", "met", "met"],
        "observation": "The pose, coastline and three clothing colors are present. Both hands and feet are visible. The profile and fuller hair make exact identity preservation hard to judge."
      }
    },
    {
      "id": "pose-flux-2-pro-1",
      "task": "pose",
      "trial": 1,
      "model": "bfl/flux-2-pro",
      "status": "success",
      "startedAt": "2026-10-20T15:32:59.407Z",
      "completedAt": "2026-10-20T15:33:16.966Z",
      "sourceInputs": [
        {
          "name": "outfit-changer/street-source.webp",
          "sha256": "f08a21e597d870cd8dc483f003abc0ec2f427afe4e14aa37d1f4290ddf1bc948"
        },
        {
          "name": "photo-generator/reference-pose-v1.webp",
          "sha256": "f19659157915610198cd9e96559ff1b35ce29e8ab8d0c636088ed5e488b6677c"
        }
      ],
      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-2-pro",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
            {
              "sha256": "49a61ad274a084d93335ed3ce5fa33a4f64c54d0d80652e26c66b4b200ce9dea",
              "bytes": 100476
            },
            {
              "sha256": "35c496f891301827ae0fe132a03ad24f57a9879b99e190211e5666e2f8cf9038",
              "bytes": 58054
            }
          ]
        },
        "providerOptions": {
          "blackForestLabs": {
            "height": 1024,
            "width": 768,
            "pollTimeoutMillis": 240000
          }
        }
      },
      "seedSupplied": false,
      "reportedSeeds": [1293876459],
      "warnings": [],
      "output": {
        "original": "pose-flux-2-pro-1.jpg",
        "originalSha256": "e139feab0bf78c8c8208088976fb4e2fdf11fc6e1594b250622a9bb8b20d146f",
        "display": "pose-flux-2-pro-1.webp",
        "displaySha256": "415d98ec059f36ef1edc7033ec86971e44db15306053f1f0ddf0d2e0a0b1f74c",
        "width": 768,
        "height": 1024,
        "mediaType": "image/jpeg"
      },
      "generationId": "gen_01M5CZ3JY2YAEB2SHTTV9X9GDJ",
      "cost": {
        "totalCost": 0.06,
        "source": "response.providerMetadata.gateway.cost"
      },
      "providerReceipt": {
        "blackForestLabs": {
          "images": [
            {
              "seed": 1293876459,
              "start_time": 1792510383.0782318,
              "cost": 6,
              "inputMegapixels": 2,
              "outputMegapixels": 0.75
            }
          ]
        },
        "gateway": {
          "generationId": "gen_01M5CZ3JY2YAEB2SHTTV9X9GDJ",
          "cost": "0.06",
          "marketCost": "0.06",
          "resolvedProvider": "bfl",
          "finalProvider": "bfl"
        }
      },
      "assessment": {
        "checks": ["unclear", "met", "met", "met", "met"],
        "observation": "The woman follows the requested pose and keeps the denim-and-cream outfit. Footwear changes, which this brief leaves open. The face is in profile, so identity remains uncertain."
      }
    },
    {
      "id": "pose-flux-2-max-1",
      "task": "pose",
      "trial": 1,
      "model": "bfl/flux-2-max",
      "status": "failed",
      "startedAt": "2026-10-20T15:35:20.751Z",
      "completedAt": null,
      "sourceInputs": [
        {
          "name": "outfit-changer/street-source.webp",
          "sha256": "f08a21e597d870cd8dc483f003abc0ec2f427afe4e14aa37d1f4290ddf1bc948"
        },
        {
          "name": "photo-generator/reference-pose-v1.webp",
          "sha256": "f19659157915610198cd9e96559ff1b35ce29e8ab8d0c636088ed5e488b6677c"
        }
      ],
      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-2-max",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
            {
              "sha256": "49a61ad274a084d93335ed3ce5fa33a4f64c54d0d80652e26c66b4b200ce9dea",
              "bytes": 100476
            },
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            }
          ]
        },
        "providerOptions": {
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            "width": 768,
            "pollTimeoutMillis": 240000
          }
        }
      },
      "seedSupplied": false,
      "reportedSeeds": [],
      "warnings": null,
      "output": null,
      "generationId": null,
      "cost": null,
      "providerReceipt": null,
      "error": {
        "name": "GatewayResponseError",
        "message": "Invalid error response format: Gateway request failed",
        "statusCode": 500
      },
      "assessment": null
    },
    {
      "id": "pose-flux-2-flex-1",
      "task": "pose",
      "trial": 1,
      "model": "bfl/flux-2-flex",
      "status": "success",
      "startedAt": "2026-10-20T15:37:01.738Z",
      "completedAt": "2026-10-20T15:37:32.706Z",
      "sourceInputs": [
        {
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          "sha256": "f08a21e597d870cd8dc483f003abc0ec2f427afe4e14aa37d1f4290ddf1bc948"
        },
        {
          "name": "photo-generator/reference-pose-v1.webp",
          "sha256": "f19659157915610198cd9e96559ff1b35ce29e8ab8d0c636088ed5e488b6677c"
        }
      ],
      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-2-flex",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
            {
              "sha256": "49a61ad274a084d93335ed3ce5fa33a4f64c54d0d80652e26c66b4b200ce9dea",
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        },
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            "width": 768,
            "pollTimeoutMillis": 240000
          }
        }
      },
      "seedSupplied": false,
      "reportedSeeds": [229906587],
      "warnings": [],
      "output": {
        "original": "pose-flux-2-flex-1.jpg",
        "originalSha256": "f86be100faccffface23258402891478446f972ef48d8f865e7ec0175518d154",
        "display": "pose-flux-2-flex-1.webp",
        "displaySha256": "1ade2a699a6292b742d4842414fb9983ecc392ba2a17b51e501e51de5c23edbf",
        "width": 768,
        "height": 1024,
        "mediaType": "image/jpeg"
      },
      "generationId": "gen_01M5CZB80R21D84R4Q5CFRQ4A4",
      "cost": {
        "totalCost": 0.15000000000000002,
        "source": "response.providerMetadata.gateway.cost"
      },
      "providerReceipt": {
        "blackForestLabs": {
          "images": [
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              "seed": 229906587,
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              "inputMegapixels": 2,
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        "gateway": {
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          "cost": "0.15000000000000002",
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          "resolvedProvider": "bfl",
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      },
      "assessment": {
        "checks": ["unclear", "met", "met", "met", "met"],
        "observation": "The requested body direction, hand positions and raised foot are present. The outfit colors remain. A profile face limits comparison with the original frontal portrait."
      }
    },
    {
      "id": "pose-flux-3-image-1",
      "task": "pose",
      "trial": 1,
      "model": "bfl/flux-3-image",
      "status": "failed",
      "startedAt": "2026-10-20T15:37:32.707Z",
      "completedAt": null,
      "sourceInputs": [
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        {
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      ],
      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-3-image",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
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            }
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        },
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        }
      },
      "seedSupplied": false,
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        "observation": "The pose and clothing constraints are visible. A bracelet and sandals appear, neither fixed by the brief. Facial identity is uncertain from this profile."
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    {
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          "text": "Create an image using the attached images as visual references. User request: Create a realistic candid waist-up photograph of the two adults from image 1 and image 2 sitting together at an outdoor cafe table. Put the man from image 1 on the left side of the picture and the woman from image 2 on the right. Preserve each person's own face, hairstyle, skin tone and clothing: the man wears his gray T-shirt, the woman wears her blue denim jacket over her cream T-shirt. The man is passing one white ceramic mug to the woman. Each person touches this same mug with one hand, while each person's other hand rests separately on the table. Show both complete faces and all four hands. There must be exactly two people and one mug. Use natural daylight, realistic skin texture and believable contact shadows.",
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        "observation": "The two main people keep their clothes and share one mug, with their free hands on the table. An extra background person breaks the exactly-two-people instruction. Facial preservation is uncertain."
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    },
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      "request": {
        "aspectRatio": "3:4",
        "maxRetries": 0,
        "model": "bfl/flux-2-max",
        "n": 1,
        "prompt": {
          "text": "Create an image using the attached images as visual references. User request: Create a realistic full-body photograph of the woman in image 1 at a coastal lookout. Keep her face, short curly black hair, blue denim jacket, cream T-shirt and charcoal trousers from image 1. Use only the body pose from the pencil sketch in image 2: turn her body and face toward the right side of the picture, lean forward slightly, place one foot on a rock with that knee bent, raise one hand to shade her eyes and let the other arm hang down. Show one woman, both hands and both feet. Keep her recognizable as the woman in image 1. The finished image must look like a photograph, with natural skin texture and believable daylight, not a pencil drawing.",
          "images": [
            {
              "sha256": "49a61ad274a084d93335ed3ce5fa33a4f64c54d0d80652e26c66b4b200ce9dea",
              "bytes": 100476
            },
            {
              "sha256": "35c496f891301827ae0fe132a03ad24f57a9879b99e190211e5666e2f8cf9038",
              "bytes": 58054
            }
          ]
        },
        "providerOptions": {
          "blackForestLabs": {
            "height": 1024,
            "width": 768,
            "pollTimeoutMillis": 240000
          }
        }
      },
      "status": "failed",
      "error": {
        "name": "GatewayResponseError",
        "message": "Invalid error response format: Gateway request failed",
        "statusCode": 500
      },
      "cost": null
    }
  ]
}
