Use case · Posters

AI poster generator for titles, dates and venues that stay readable

A poster is a hierarchy problem: one title, one subtitle, a date, a venue and a ticket line, each in the right place. This page shows a real bilingual prompt, the output, the layout test and the cases where long copy still breaks.

Updated 2026-10-23Open weights · Apache-2.0Hosted: MOSS-Image SFT

7 / 7

bilingual fields correct in the event poster

6 / 6

bilingual fields correct in the exhibition card

4 / 4

text blocks in the requested poster corners

01 / Problem

Why poster copy breaks in generic models

A poster looks like one image, but it is a stack of exact strings: the title, a subtitle, the date, the venue, the door time and sometimes a second language. Generic image models are good at mood and composition; they are much less reliable at keeping a date attached to the right month or a venue spelled correctly.

MossImage is designed for text-first layouts. You quote the copy, keep each block on its own line, and describe where the blocks belong. A Draft is cheap enough to check the hierarchy before rendering 1K or 1.5K.

02 / Example

A bilingual event poster

The exact prompt and the actual benchmark output. The image is not cropped or retouched.

Bilingual event poster generated by MossImage
A1 · Bilingual event poster · 7/7 fields correct
Prompt — bilingual event postermono
A flat, front-facing event poster on deep charcoal paper, printed in cream and vermilion ink. At the top, the title "NIGHT SIGNALS" in large condensed sans-serif, with "夜间信号" directly below in smaller Chinese type. Under it, the subtitle "A Festival of Light and Sound" and "光与声音的节日". At the bottom, three lines: "SAT 14 NOV 2026 · 20:00", "WAREHOUSE 9 · RIVERSIDE", "Doors open at 19:30 / 19:30 入场". Keep every line separate. No extra words. High contrast, straight-on, no perspective, no glow, no texture.

03 / Layout

Placing the title, date, venue and ticket line

The four-zone test puts the title top-center, the date top-right, the venue bottom-left and the ticket line bottom-right. All four landed where requested.

Four-zone poster layout generated by MossImage
C1 · Four-zone poster layout · 4/4 blocks in the requested corners
Prompt — four-zone layoutmono
A vertical poster with a strict four-zone layout on cream paper with black and vermilion ink. Top center: the title "THE MOSS ARCHIVE" in large serif. Top right: "10.16—11.30" in small type. Bottom left: "GETMOSS GALLERY · 2F". Bottom right: "FREE ENTRY". Center: a single dark green moss photograph in a thin square frame. Keep the four text blocks in their named corners; do not move them. Flat, straight-on, high contrast, no extra words.

04 / Evidence

Poster cases in the benchmark

CaseText fieldsLayoutVerdict
Bilingual event poster7 / 7—pass
Chinese long-form poster7 / 7—pass
English editorial cover7 / 7—pass
Bilingual exhibition card6 / 6—pass
Four-zone poster layout4 / 44 / 4pass

The Chinese long-form poster rendered its title, subtitle, dates, venue and three-line paragraph correctly. The English editorial cover wrapped long headlines across lines without dropping words. The failures in the wider benchmark come from dense paragraphs, not from short poster blocks.

05 / Cost

What a poster render costs

Plan price divided by credits. Annual plans are cheaper per credit; one-time packs never expire.

TierCreditsLite monthlyPro monthlyBest for
Draft1$0.20$0.17Checking hierarchy and spelling
1K3$0.60$0.50Web, social and client review
1.5K7$1.40$1.17Print and exhibition graphics
2K12$2.40$2.00The largest canvas

Free accounts get two watermarked Drafts a day. Paid accounts render watermark-free. See pricing for the full per-render table.

06 / Limits

Where poster prompts still fail

Do not put a paragraph in the poster

The benchmark failure is a dense artist statement. At 512 px its middle sentences collapsed; at 1024 px almost all body text was garbled. If the poster needs a paragraph, split it into short lines or render the paragraph separately and place it in a layout tool.

Tiny type, low contrast, heavy texture, glow, perspective and decorative fonts all increase the error rate. Keep the blocks short, use a flat background, and check the date and venue against the source before delivery. A hand-written chalkboard menu passed, but that used large, clean lettering; a photo of real handwriting under glare is a different problem.

07 / Workflow

A poster workflow

1. Write each block as its own line: title, subtitle, date, venue, ticket line. Quote the exact strings.

2. Describe the hierarchy and placement: which block is largest, what goes at the top, what sits in a corner, and whether there is a central image.

3. Render a Draft and check every block. Fix the prompt before spending 1K or 1.5K credits.

4. Render 1K for web or 1.5K for print. Compare the final image with the source copy, then download the PNG.

FAQ

Poster questions

Can I generate an event poster from my own copy?

Yes. Quote the title, subtitle, date, venue and ticket line exactly, and keep each block on its own line. Tell the model which block goes at the top, bottom, left or right. Short blocks work far better than one paragraph.

Does it handle bilingual posters?

Yes. A bilingual event poster with English and Chinese title, subtitle, date, venue and door time rendered all seven fields correctly. A separate bilingual exhibition card rendered all six fields. Keep the two languages on separate lines or with a clear separator.

Can I place the title and date in specific corners?

Yes, through prompt instructions. In the four-zone layout test, the title, date, venue and ticket line landed in the requested corners with the image centered. The JSON bounding-box schema is documented for API and ComfyUI users; the hosted visual editor is temporarily off.

Which tier should I use for a poster?

Draft is for checking wording and hierarchy. 1K is the default for web and social. 1.5K is the safer choice for print and exhibition graphics. Draft is watermarked on free accounts; paid accounts render watermark-free.

What still fails?

Long paragraphs. In the benchmark, a dense artist statement lost its middle sentences at 512 px and almost all of its body text at 1024 px. Split long copy into short blocks, or render the paragraph separately and place it in a layout tool.

Can I use the poster commercially?

Paid plans and one-time packs include commercial use under the Terms. You are responsible for the rights to the copy, logos, people and brands depicted. Free-account renders are watermarked and intended for evaluation only.

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