Every first-party result keeps the outputs and failures visible. Exact-input tests are separated from saved output reviews, and focused views never count twice.
Deduplication rule: the Seedream three-model and Lite/Pro pages are useful focused views of the controlled portrait dataset, but they reuse the same rows and do not inflate these totals.
These tests preserve the resolved input fingerprint, prompt hash, run ID, model route, and output lineage. A block remains a block; a focused subset remains part of its parent dataset.
Five shared portrait prompts across Seedream 4.5, GPT Image 2 Medium, Grok, V5 Lite, and V5 Pro, plus one deduplicated Lite/Pro extension row.
Exact-input rows across Nano Banana, Nano Banana 2 Lite, and Nano Banana 2, with every returned image and block retained.
Three permitted adult-fashion prompts sent to Nano Banana 2, GPT Image 2 Medium, and Seedream 4.5 with one frozen input.
The Seedream view below uses the controlled portrait dataset. Broader saved-output reviews remain clearly separated when every historical reference file is not byte-certified.
Five current text-to-image prompts test exact typography, product layout, direct-flash portrait style, directional motion, and constrained illustration.
Five exact prompts use one frozen Mila input, fixed framing, verified model routes, and 15 retained output hashes. This is a focused three-model view of the controlled portrait dataset.
Fourteen portrait rows across five model columns. Missing and blocked outputs remain in the grids instead of being silently replaced.
These are original tests from individuals and smaller research or API teams—not broad arena scores. AI Photo links to the source, records the useful finding, and keeps the caveat beside it.
12 models · 35 portrait prompts · 2,310 paired rows · about 22,000 human responses
4 models · 320 prompts across four criteria · 6,400 blind pairwise ratings
2 models · 3 prompt pairs · 6 supplied outputs
6 models · 8 edits · 3 runs each · 144 visible edit grades
2 models · 5 controlled prompts · 10 visible outputs
2 models · 10 prompts · 20 scored outputs
3 models · 5 prompts · 15 outputs
2 models · 3 prompts · 6 first outputs
3 systems · 9 edit scenarios · same inputs, prompts, and seed
11 models · 7 prompts · 77 full-resolution outputs
8 models · 12 scored prompt tests · 60-point rubric
29,146 collected posts became 35 eligible firsthand reviews from 34 authors after affiliate signals, coordinated promotion, copied templates, product affiliations, and non-firsthand material were removed.
Exact input checksum, prompt, route, settings, run conditions, and every outcome are retained.
Model identities are hidden while a named rubric is applied; panel size and agreement stay visible.
Saved prompts and outputs are inspectable, but at least one laboratory control is missing.
Published user records are cleaned and deduplicated. The result describes the retained evidence set.
Link to the full article or dataset so readers can inspect the rows. Comparison images reproduced on AI Photo are credited to Remix.Camera; external tests remain on their publishers' pages.
AI Photo Editorial. “Five AI Image Models, One Input: 27-Output Controlled Portrait Test.” July 18, 2026. https://aiphoto.ai/blog/controlled-ai-image-model-comparison
Exact-input portrait rows with prompts, routes, hashes, outputs, and the one blocked or missing outcome retained.
A broad saved-output portrait review paired with a separate exact-input controlled subset.
Same-input mirror-selfie prompts with returned images and safety blocks kept in the row-level record.
Permitted adult-fashion prompts with accepted outputs and blocks shown without retries or substitutions.
A cleaned, deduplicated index of eligible firsthand reviews with commercial-risk exclusions recorded.
