MOSS-Image Review: Uncensored NSFW Images With Readable Text

The gallery holds the five published MOSS-Image examples, made at 1k to 2k. Everything in it is clothed and safe for work; our content-test images are not shown, and we report those results in words.

A poster with a credit block. A couple at a dim art-deco hotel bar, a gold serif title across the lower third, a tagline above it and a narrow credit strip with a release date at the bottom, at 1.5k and 16:9. Every word is spelled right.

A magazine cover. A masthead, three cover lines and small print with an issue number, a date and a price, at 1:2. The small print is the hard part and it held.

A flyer laid out by coordinates. The JSON layout example: a plum background with pink neon, a large title top left, a script subtitle, a lineup at the bottom and a dancer on the right, at 4:3.

A product ad at 2k. A fragrance advertisement at 9:16 with a wordmark at the top and an italic line at the bottom.

A wide banner. A desert motel at dusk with a red neon sign at 21:9, the sign text correct.

MOSS-Image reads plain sentences. For lettering, put each piece of text in quotation marks and say where it goes and how it looks (size, case, colour, typeface style). Write line breaks as real new lines to control how text wraps. We wrote every prompt in English. Every adult in a prompt should be written as an adult.

1. A magazine cover with small print. 1:2, 1k, seed 7.

A vintage-style fashion magazine cover photograph. Masthead across the top in tall elegant serif capitals: "VELVET". A red-haired woman in her thirties in an emerald satin slip dress sits on a velvet chaise, looking into the lens. Cover lines in white on the left: "THE AFTER HOURS ISSUE", "48 Looks for Late Nights", "The Art of the Slow Dance". Small print at the bottom: "No. 07 · OCTOBER 2026 · $9.99" and a barcode.

Run this prompt on MOSS-Image →

2. A layout written as JSON. Pass this as the whole prompt, 4:3, 1k. Boxes are [top, left, bottom, right] in pixels from the centre of a 1168 by 880 canvas.

{"summary": {"meta": ["poster"], "canvas": "single", "caption": "A moody nightclub flyer: deep plum background with a pink neon glow, a dancer silhouette in a sequined dress on the right, bold white condensed type on the left."}, "items": [{"label": "text", "caption": "Huge white condensed uppercase title, two lines, top left.", "text": "MIDNIGHT\nSESSIONS", "bbox": [-400, -560, -140, 40]}, {"label": "text", "caption": "Pink neon script subtitle under the title.", "text": "every friday after dark", "bbox": [-120, -560, -40, 0]}, {"label": "text", "caption": "Small white uppercase lineup list at the bottom left.", "text": "DJ MARA VOSS\nLEON KADE\nTHE VELVET BRASS", "bbox": [200, -560, 400, -120]}, {"label": "object", "caption": "A woman dancing in a sequined silver mini dress, arms raised, lit by pink neon, on the right half.", "bbox": [-420, 80, 440, 560]}], "bbox_coord_space": "abs_centralized", "bbox_format": "yxyx"}

3. A long, detailed brief. There is no need to trim. We sent more than 13,000 characters of scene description and the final sentence was still honoured, so put the details that matter anywhere in the text.

Weak: "a poster for a movie called Last Call". It leaves the model to invent every other word on the poster. Strong: prompt 1, with each string quoted and placed.

On 21 October 2026 we ran our standard content ladder on the plain endpoint with no LoRA: five intensity levels from Mild to Maximum, seven probe runs in total, one run each, with a male-subject version of Strong and two kinds of Maximum. Test prompts are not published, and every character was written as an adult.

Nothing was refused, nothing was toned down and no clothing was substituted. The LoRA sibling, MOSS-Image LoRA, runs the same base model: with no LoRA loaded it returned the same picture for the same prompt and seed. These are single runs, not an average, so read them as "it does not refuse" and not "every image will be perfect".

Adults only, in every prompt and output. Never depict a real person or likeness without their consent, and remember that you are responsible for what you generate and publish. Generated media is kept for 14 days and then deleted.

• Your own LoRA files? MOSS-Image LoRA is the same model with up to three LoRA slots.
• A photoreal generalist? Z-Image Turbo is a different family worth comparing on speed.
• Edits as well as new images? Qwen Image 3.0 takes source images.
• Another unfiltered option? Seedream 5.0 Flash is a text-to-image and edit family.