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Replace AI-generated text with accessible live typography

Use generated composition as a concept while rebuilding exact copy downstream.

Google's Gemini API Imagen page is now a time-bounded warning, not durable current-model guidance. As checked on August 8, 2026, Google marks Imagen deprecated, schedules its shutdown for August 17, and directs users to Nano Banana. The deprecated page still says Imagen text integration may require retries, recommends 25 characters or fewer and no more than three phrases, warns that placement can vary, and says not to rely on precise font replication. Those details describe the retiring Imagen API only; they must not be carried forward as claims about Nano Banana or any post-shutdown service.

A stronger failure record comes from the accepted TextInVision paper. Its Figure 2 presents genuine outputs from eight text-to-image model families for controlled single-word, long-copy, and complex-scene prompts; the authors identify visible limitations in accuracy, clarity, and legibility. Their experiments report higher edit distance for advertisement prompts, degradation as text length increases, and frequent failure on rare words. These are benchmark examples rather than an OfflineCreator test, but they substantiate real substitutions, incomplete strings, malformed lettering, and illegible copy without relying on an expiring vendor feature page.

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Recovery checklist

Treat generated lettering as a visual reference, not final copy

When an AI-generated image contains a headline, label, price, date, or call to action, preserve the composition as a concept but rebuild the required words as live HTML text. Do not approve lettering merely because it looks plausible at thumbnail size. Transcribe the intended copy from the approved brief, compare every character with the image, and mark any misspelling, invented word, malformed glyph, punctuation change, or inconsistent capitalization. Then decide whether the lettering can be removed cleanly or whether the background must be regenerated without it.

This approach addresses two separate risks. Exact copy can drift during image generation, and text embedded in pixels cannot be adjusted like ordinary web text. WCAG 2.2 Success Criterion 1.4.5 says to use text rather than images of text when the technology can achieve the presentation, with exceptions for customizable images and cases where the particular presentation is essential. W3C identifies logotypes as essential, so this is not an instruction to redraw a protected logo as generic HTML. It is a production rule for non-essential campaign copy, headings, badges, and labels.

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Create a clean image plate before adding typography

Start from the approved concept and inventory every visible character sequence. Separate text that carries required information from lettering that is only atmospheric texture. For required copy, return to the source prompt or image editor and produce a clean plate with no words in the intended text zone. Ask for blank signage, an unlettered package, or negative space only when that change preserves the concept; do not claim that a prompt guarantees removal. If regeneration changes the subject or layout, mask and retouch the lettering under normal image-editing review instead.

Adobe's April 2026 Firefly Boards tutorial supplies a current, practical version of this handoff: start with an image, remove text and unwanted elements to create a clean base, then update existing type while preserving the design direction. Adobe provides practice files for the exercise, but those assets were not downloaded or executed in this research. Apply the workflow as a documented method, not as proof that a one-click edit will preserve every background. Keep the original beside the clean plate, record the approved copy separately, and reject any plate that leaves letter-like fragments or alters protected details.

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Rebuild the words with semantic markup and CSS

Place the clean image and live copy in one responsive component. Use the appropriate semantic element for the words: a heading when it names the section, a paragraph for supporting copy, and a real link or button for an action. Position that element over or beside the visual with CSS rather than flattening it into the exported bitmap. W3C's CSS technique recommends real text with semantic markup and style sheets, and lists controls for font family, size, weight, color, line height, transformation, letter spacing, alignment, and background images.

Recreate the concept's hierarchy without treating pixel matching as the only goal. Define a font stack with fallbacks, use relative sizing where the layout permits it, cap the line length, and provide enough background treatment for the words to remain readable when the image changes. Test the narrowest and widest containers rather than fixing coordinates from one artboard. If the translated string wraps to another line, the component should expand or move deliberately; it should not clip the message to preserve a screenshot-perfect composition.

Model specimen

Test the live layer for resizing and contrast

Verify the component at 100%, 150%, and 200% text size or browser zoom, including intermediate steps that expose clipping. WCAG 2.2's Resize Text criterion requires text, apart from captions and images of text, to resize to 200 percent without loss of content or functionality. Its guidance specifically notes that images of text can pixelate and are harder to recolor. A pass therefore means the full headline, supporting copy, and action remain available without overlap, truncation, or an inaccessible substitute hidden inside the image.

Measure contrast against the actual pixels behind every line, not against a palette swatch. WCAG 2.2's minimum-contrast criterion sets at least 4.5:1 for ordinary text and at least 3:1 for large-scale text, subject to its listed exceptions. Because a generated background can shift from light to dark within a single text box, sample the weakest area and add a stable scrim, solid panel, or repositioned copy when needed. Recheck each responsive crop: moving the focal image can place the same live words over a different luminance pattern.

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Return to the workflow directory if the asset format or generation method is still undecided. Use the responsive-crop guide when the clean image and live layer must survive wide, square, and vertical placements. Use the thumbnail safe-zone guide when the remaining issue is reserving a reliable text region during composition. This page stays narrowly responsible for separating exact copy from generated pixels, rebuilding that copy as accessible live typography, and checking the combined component.

Canonical plate

Editorial ownership boundary and evidence limits

This researched draft owns only the query “replace ai generated image text.” It provides genuine, visually inspected benchmark examples of generated lettering failures, a measured text-removal and background-reconstruction task, an Adobe-documented clean-base workflow, and current W3C accessibility requirements. The August 9 engine run returned 70 records, but none directly substantiated the full workflow. Eight were marginally adjacent and the rest were irrelevant, promotional, stale, or otherwise unusable for this page. They are not used to imply prevalence, creator sentiment, accessibility conformance, or product performance.

The route should remain a degraded-coverage draft. Reddit was partial, Digg was rate-limited, and X was not configured, so those failures cannot be described as community silence. Published PDF figures were inspected and recorded under the ignored raw directory, but no OfflineCreator output, Adobe practice asset, or page-specific before-and-after file was produced. Imagen's retiring API guidance expires at its August 17 shutdown and is not evidence about its replacement. The route can retain narrow researched-draft ownership because independent benchmark examples satisfy the typography-failure requirement and W3C sources establish the accessibility path. An OfflineCreator-specific proof remains an honest gap before stronger editorial treatment.