You know the drill. You generate the perfect hero image in Midjourney — great composition, great lighting — and the sign in the background says "COFEEE SHOP". Or your OG image has the conference date wrong. Or a product mockup has last quarter's price baked in.
Regenerating is a lottery: you might get the text right on attempt #12, but the composition you loved is gone. Opening Photoshop for a two-word fix is overkill. There had to be a narrower tool for this.
Instead of regenerating the whole image or rebuilding it in an editor, you edit just the text pixels. The workflow with PhotoTextEdit:
The tool inpaints the old glyphs away, reconstructs the texture underneath, and renders your new text matched to the original font style, weight, and perspective. It looks like the text was always there.
It's AI-assisted editing, not magic. Results are best when the original text is readable and the change is focused — a word or a short phrase. Very small text, heavily stylized lettering, or text wrapped around complex 3D surfaces may need a second attempt. And obviously: don't use it on IDs, official documents, or anything meant to deceive.
Not every image problem needs a full editor or a full regeneration. The tools that win are the ones scoped to one painful job and honest about what they can't do. Fixing baked-in text is one of those jobs — and now it takes about 30 seconds.
I used PhotoTextEdit for the examples above — free trial, pay per edit, no subscription.