Read every character
Compare capitalization, punctuation, accents, numbers, currency, date formats, URLs, and line breaks against the approved source.




Replacement brief builder
Build a narrow instruction here, then send it directly to the generator prompt above. Exact quoted copy is easier to inspect than “change the title.”
Edit only the large centered headline at the top. Replace the exact visible text "SUMMER SALE" with "AUTUMN EDIT". Match the existing type style, weight, color, alignment, perspective, spacing, and surface texture. Preserve the person, product, logo, colors, lighting, background, crop, and all other text. Do not add any other words or redesign the image.


Real replacement evidence
This source/output pair makes one literal replacement: “OPEN DAILY” becomes “OPEN LATE.” The fictional café name, cup illustration, moon, frame, orange rules, palette, hierarchy, and letterpress character remain consistent. It shows the intended narrow-edit workflow without confusing text replacement with translation.
Quote the original and replacement. Do not ask the model to “improve the poster,” because that authorizes a redesign.
Name the text box, alignment, line count, reading order, and maximum area the new phrase can occupy.
Read every character at 100%, then compare crop, illustration edges, border geometry, colors, and all untouched copy.
A convincing thumbnail can hide a misspelling, changed price, bent logo, or reconstructed face. Separate the checks so visual quality does not distract from copy accuracy.
Compare capitalization, punctuation, accents, numbers, currency, date formats, URLs, and line breaks against the approved source.
Check weight, letter spacing, baseline, alignment, perspective, outline, shadow, texture, and whether the replacement looks native to the surface.
Look at faces, hands, product edges, packaging geometry, logos, background objects, crop, lighting, and all text outside the target region.
View the image at the size and compression used by the store, ad, menu, post, or presentation. Small text that works at 100% may fail in context.
Generative editing is strongest when text is fused into a photographed or illustrated surface. A normal design editor remains safer when the copy is already a selectable layer or must be reproduced exactly across many versions.
Good fit when the original layout is flattened and the replacement should inherit print texture, perspective, lighting, or illustration style. Keep the edit to one text region per pass.
Useful for a concept and visual review. Preserve package geometry and brand marks, but rebuild approved production artwork from source files before printing.
Possible for a draft, but every digit, separator, and qualifier is high risk. Use a layout tool for the final asset when customers act on the information.
Useful for visualizing revised copy in context. Do not present the generated pixels as a functional interface, and keep the real UI text in code or design components.
Poor fit. Replace the content in an editable document or design file. Generated raster text is not searchable, accessible, selectable, or reliable enough for authoritative information.
When the first result is close, do not add a paragraph of unrelated style adjectives. Diagnose the visible failure and make the next instruction narrower.
Repeat the exact replacement in quotation marks, ask for no additional words, and shorten the requested phrase if the text box is too small. For critical copy, place the final typography in a normal layout editor.
State the maximum number of lines and whether the model may reduce type size. If translation makes the phrase longer, approve a shorter localized version instead of squeezing unreadable copy into the old box.
Return to the original source rather than editing the drifted result. Name one target region and strengthen the preserve list with the exact face, product, logo, color, crop, lighting, and neighboring text that moved.
Upload the original image, state the exact text that is visible now, state the exact replacement, identify where it appears, and list everything that must stay unchanged. Generate one controlled pass, then proofread the output at full size.
It can often reconstruct a similar type style, weight, color, perspective, and surface treatment, but it does not extract or guarantee the original font file. Name visible font traits and review letterforms, spacing, and alignment rather than assuming a perfect match.
Posters, signs, labels, menus, packaging, and social graphics with large legible text and a clean surrounding background are the best starting points. Tiny copy, glare, folds, low resolution, ornate lettering, and text crossing a face or complex texture need more review.
That is the goal of a preserve list. Tell the model to change only the named text region and preserve people, product geometry, logo placement, colors, lighting, texture, camera angle, crop, and all other copy. Generative edits can still drift, so compare the result against the source.
Yes. Enter the original phrase and the translated replacement as exact quoted copy. A translation can expand or contract, so also specify whether the text should fit the existing box, wrap to a second line, or use a slightly smaller size.
Image generation is probabilistic, especially with long, small, curved, stylized, or low-contrast text. Keep each edit narrow, quote the exact replacement, request no extra text, and rerun or finish critical typography in a layout editor when exact copy is mandatory.
Use it only for a visual draft. Prices, ingredients, warnings, medical information, financial claims, dates, URLs, and legal lines need a source-of-truth layout file and human approval. Do not treat generated pixels as authoritative copy.
The page opens GPT Image 2 because it supports image editing and text-rich visual work. The visible model selector remains available, so you can compare another compatible image-editing model while keeping the same replacement brief.
For a flattened image, use the generator and a narrow replacement brief. For selectable text or regulated copy, edit the source layout instead.
Upload the source, quote the exact replacement, name the text region, and protect every element that should stay unchanged.
Edit image text