Replace Raster Glyphs on an Exported Flyer: Inputs, Branches, and Failures

A finished flyer is not a document you can edit. It is a bitmap, sometimes wrapped in a PDF container, and the words you want to change are paint. The date moved, the price changed, or a headline typo survived review. The PSD is gone. The Canva link is gone. The person who built the file may be gone too. Rebuilding the whole design is the expensive default, and it is usually the wrong branch.

Treat the job as a router. Name the input. Name the edit. Name the failure you will not accept. Then pick one of ten paths. A solid-color title block and a full-bleed photograph are different programs. Spending a Photoshop subscription on a five-second wording change is waste. Sending a dense texture through a one-click fill and hoping the scar disappears is also waste. The rest of this runbook is the branch logic, the procedure inside each branch, and the condition that should make you abort or switch.

The output you want is a new bitmap or PDF whose unchanged regions still look like the source, and whose changed strings say the new thing. You do not get the original layers back. Every method below is a different way to fake that recovery well enough for the medium you are shipping to. Almost nobody in this situation needs the original design file. They need the path that matches the flyer that is actually on disk.

Name the Artifact Before You Edit It

Start with the file you actually have, not the file you wish you had. Write four labels at the top of the job before any tool opens: file class, background class, edit intent, and the failure you refuse to ship. If you cannot fill those four labels, you are not ready to edit. You are still guessing.

Input classes

• A JPEG, PNG, WebP, or TIFF. Text, logo, photo, drop shadow, and background are one grid of pixels. There is no text object to select. JPEG is the common handover, and it has already thrown away high-frequency edge detail, so the fringe around each letter is mushier than it looked in the design app.
• A PDF that still contains real text objects. You can drag across a headline and the characters highlight. That is a different program from a scanned page.
• A PDF that is only a placed image. It looks like a flyer in a PDF viewer and behaves like a JPEG. Do not trust the extension.
• A vector export that was flattened on the way out. Illustrator or CorelDRAW may have been the authoring tool. You do not have the AI or CDR. You have the picture of it.

Edit intent

Write the change down before you open a tool. Replace string A with string B. Or remove string A and leave the background. Or change several strings that must stay aligned to the same grid. Length matters. A three-letter price and a two-line disclaimer do not stress the background the same way. If the new line is much longer or much shorter than the old one, say so now. That single fact knocks several "just retype it" paths out of the running, because the repaired hole will not match the new measure.

Also decide remove versus replace as a boolean, not as a vibe. Remove means the replacement string is empty and the only success test is the background. Replace means the new glyphs have to survive the same glance as the old ones. Mixing those two tests is how people approve a clean hole and then hate the new word, or approve the new word and ignore a scar around it.

Constraints you must record

• Destination. Screen, social, or print. Print usually wants about 300 ppi so the new type is not softer or harder than the rest of the sheet. A social crop can tolerate a softer edge that a press PDF will punish.
• Budget. Zero, a free browser tier, or a Photoshop subscription in the rough range of $20–$50 a month, with a trial available. Do not invent a cheaper plan to make the route sound easier. If the seat is not there, you are on a free branch.
• Time. A clean background in the browser is usually under a minute. A complex photographic salvage is about 40 minutes of sampling and painting, not a two-minute typo fix. Put the number on the ticket so nobody schedules the hard branch into a five-minute gap.
• Fidelity bar. "Close enough for a chat screenshot" and "this goes to a commercial printer" are different exit tests. Name which one you are being paid, or blamed, for.
• Forbidden inputs. This work is not for IDs, invoices, official documents, or design source files. If the asset is one of those, stop. Do not route it through a cleanup tool to make it look editable.

The probe that classifies a PDF

Open the PDF. Try to select the headline with the text cursor, not the hand tool. If characters highlight and you can copy them, you are holding vector or live text, and the PDF path is the first branch to try. If the cursor never finds a text run, the page is an image. Converting that image "to PDF" does not create text. It creates a PDF-shaped bitmap, and you are back in the raster paths. Do this probe on every page you intend to touch. Mixed files exist: page one is live type, page two is a scan someone dropped in. Those are two jobs.

The probe that classifies the background

Zoom to 100 percent on the pixels directly behind the words you will change. Fit-to-window hides the exact texture that will betray the repair.

• Flat color, or a color block with a hard edge: simple.
• A long, smooth gradient with no detail: simple to moderate. Gradients fail when the fill averages them into a flat slab, so look for a vignette before you call the field simple.
• Wood, brick, paper fiber, fabric, foliage, a crowd, or a face: complex.
• Type that is also a texture (chalk, brush, neon, heavy outline, extruded shadow): complex, even if the wall behind it is flat. You are reconstructing an effect, not only a hole.

Write that label on the job. It decides whether you are allowed to take the short path. If two text blocks on the same flyer have different backgrounds, they are allowed to take different paths. The headline on a red bar can go through a fast fill while the date stamped on a photograph goes through sampling. Forcing one method onto both blocks is how a simple job inherits the scars of the hard block.

The Three Failures a Flattened Flyer Always Creates

Once the designer exported JPEG, PNG, or PDF-as-image, every layer collapsed. Headline, body, logo, background, and shadow became colored dots arranged to look like letters. The software no longer knows a glyph from a leaf. That single fact produces three failures. Every path in this runbook is a different repair for the same three. If a tool claims to skip all three and you cannot name which one it actually automated, you do not understand the branch yet.

1. The glyph boundary is not a selection.

You have to decide which pixels are the letter. Cut inside the edge and a halo of the old word remains. The next person who zooms will read both strings at once. Cut outside the edge and you delete background you cannot sample back from anywhere else. Thin strokes, diacritics, and the gap inside a counter (the hole in an O, the bowl of a B) are where this fails first. Anti-aliased edges make it worse: the "letter" is a ramp of mixed pixels, not a hard mask. On a JPEG, that ramp is also full of compression mosquitoes. A rectangular marquee around the word is fast and often wrong, because it includes background you did not need to destroy and still misses a descender or a shadow offset to one side.

The practical test: after you remove the word and before you type the new one, look at the hole. If you can still read the old word, the boundary failed. If a neighboring rule, logo edge, or face has a bite taken out of it, the boundary failed the other way. Fix the hole before you typeset. New letters are a terrible concealment layer. They only hide the middle of the scar.

2. The font is no longer data.

There is no font name, no point size, no tracking value, and no layer style. You identify the face by eye, hunt a close match, install it if you do not own it, then set size, weight, color, letter spacing, and effects such as a stroke or a drop shadow. Experienced designers still miss this by a small margin. Weight is the usual tell. A correct family in the wrong weight looks like a different flyer. Tight headline tracking is the second tell. If you leave default spacing on type that was originally crushed together, the replacement announces itself.

Color is the third tell, and it is cheaper to fix than the font. Sample the old ink. If the old word had a one-pixel stroke or a soft shadow, a naked fill will look like a sticker even when the family is right. You are matching a treatment, not a Unicode string.

3. The background under the words is already gone.

Erasing text does not reveal a hidden layer. Those pixels were never stored. On a solid color, filling the hole is trivial: you sample the swatch and the repair is invisible because there was nothing to invent. On a photograph, a gradient with a vignette, or a busy texture, you are inventing the missing image. That invention is how a "two-minute typo" becomes about a 40-minute salvage. If you cannot invent that region convincingly, no amount of careful typesetting on top will save the job.

Hold those three failures in mind while you read the paths. A method that only solves one of them will leave you doing the other two by hand. OCR solves the string and abandons the look. Clone tools solve the background and abandon the font. A PDF editor solves all three only when the glyphs were never flattened. Automatic image replacement tries to solve all three at once and must be judged by the residual, not by the demo thumbnail.

Short Path: Browser Replacement on a Simple Background

If the background behind the target words is a solid or a gentle gradient, do not open a desktop editor first. Modern tools built to replace text on a finished image collapse detection, a font-like match, and background reconstruction into one upload. For flyers, posters, menus, labels, and covers that only exist as exported pictures, that is the path that usually ends the job.

Use a product aimed at this task when you want to edit text on a finished flyer without reconstructing layers. ReWords AI is the one specified for this runbook. It does not drop a fresh text box on top of the old word and hope you hide the difference. It detects the text already in the picture, removes it, rebuilds the surrounding background, and generates replacement text that aims to follow the original font, color, and size.

Input. PNG, JPG, or WebP. A straightforward flyer, not an identity document and not a layered source file. If you only have a PDF-shaped bitmap, export a PNG or JPG of the page first. Do not expect the short path to edit PDF text objects. That is a different branch.

Procedure

1. Open the tool in the browser. Nothing to install. You do not need a local font folder for the first pass, because the point of this branch is that the model aims at the letters already in the picture.
2. Upload the flyer. Wait until the preview is the real file, not a tiny placeholder. A downscaled preview can hide the exact block you need.
3. Read the detected blocks. Click the block you intend to change. If the detector missed a line, draw a box around that line yourself. Missed blocks are normal on low contrast, on type that sits on a photograph, and on decorative lettering. Drawing the box is part of the procedure, not a failure of the run.
4. To remove the text, leave the replacement empty. To change it, type the new copy. Do not paste a paragraph into a box that used to hold one word unless you have accepted a layout change. Keep the new string in the same script the design used unless the brief really is a translation.
5. Sign in. Generate. New users typically get one free edit after signing in. No credit card is required for that first edit. It is a single starting edit, not an open meter. If you have more than one flyer, assume later runs are outside that first edit.
6. Review at full resolution, not at the fit-to-window preview. Check the boundary, the weight, and the background separately. Download only after that review.

Why this branch wins. The whole pass stays in the browser. On a clean background it is usually under a minute. You are not sampling textures, installing fonts, or rebuilding a frame in a layout app. For the majority of flyers, which really do sit on simple backgrounds, this is the correct first execution, not a demo you try after Photoshop fails. Using a desktop subscription for that five-second case is the wasteful mirror image of using a one-click tool on a texture so dense it will scar.

Failure conditions — switch or stop

• The result depends on image sharpness, font complexity, background texture, and how much text you changed. Solid and gradient backgrounds come out cleanest. If the source itself is a tiny, heavily compressed JPEG, no branch will invent a crisp outline that was never captured. Re-export from a larger master if you still have one. If you do not, lower the fidelity bar before you blame the tool.
• A dense photograph behind the words is handled as best as possible. It will not always disappear when you inspect at 100 percent zoom. If you can still see a smear, a repeated motif, or a soft patch shaped like the old word, this branch missed. Move to a sampling path (clone and heal in Photoshop, or the same idea in GIMP) or accept a redesign.
• The generated letters are not pixel-accurate. Font style and exact edge rendering can drift. If the job is a logotype with a custom letterform, do not pretend the match is exact. Either accept the drift or redraw that one word by hand on top of a cleaned background.
• Proof every character, including non-Latin copy. A wrong glyph is a failed run even if the background looks clean. Dates and prices fail this way: the texture is fine and the digit is wrong.
• Abort entirely if the file is an ID, an invoice, an official document, or a design source file. The tool is not for those inputs. A design source file should be edited in the app that still has the layers, not flattened and then repaired.
• If you need the original layers, styles, or a still-editable source for the next campaign, this path will not produce them. It produces a new finished image. Store that limit in the handoff so the next person does not ask you for the PSD you never recovered.

If the short path passes the 100 percent check, stop. Do not "improve" a clean result by running it through a second inpainter. A second pass is how you invent new artifacts. Ship the download, and keep the source file next to it so you can rerun from the original if the copy changes again. Rerunning from your own previous output stacks compression and repair error.

Path 1: Content-Aware Fill, Then a New Type Layer

Tools. Adobe Photoshop, paid subscription, roughly $20–$50 a month, trial available.

Input. Any bitmap: JPG, PNG, or TIFF. Best when the words sit on a flat color or a smooth gradient, such as a solid title block, and you are replacing a small amount of type.

Preconditions. You can already make a selection and use the Type tool. You do not need to be a retoucher. You do need the subscription. If the trial is what you have, do the job inside the trial window and export before it ends. A half-finished PSD you cannot reopen is not a deliverable.

Procedure

1. Open the flyer. If the background is locked, double-click the layer so you can stack a real type layer above it. Do that before you forget, or the new text gets baked into the only pixels you have and you cannot nudge it.
2. Select the text area with the Rectangular Marquee or the Lasso. Include the anti-aliased fringe and any shadow that belongs to the old word. Exclude neighboring letters you intend to keep. For a single bad word inside a sentence, the Lasso is safer than a rectangle that eats the words beside it.
3. Choose Edit, then Fill. Set the fill type to Content-Aware. Let Photoshop rebuild the background behind the text.
4. Deselect. Inspect the patch at 100 percent before you type. If the fill already looks wrong, do not hide it under new letters. Undo and reselect. Feather the selection edge with Shift+F6 when the blend line is obvious, then fill again.
5. Switch to the Type tool and set the new string in the same spot.
6. Sample the original text color with the Eyedropper. Match a similar font and size. Copy stroke or shadow treatments if the old word had them. Layer styles are not recovered automatically from a flattened file. You recreate them.
7. Nudge position and layer order. The new type should sit in the same stacking place as the old word, not above a logo that used to cover it, and not underneath a photo that used to sit behind it.
8. If Content-Aware left a repeated speck or a blurry island, clean it with the Healing Brush at low opacity. Low opacity is the point. A full-strength dab paints a new scar.
9. Export at the resolution you actually need. For print, stay near the source, usually about 300 ppi. Upscaling a small JPEG at export time does not create the detail the fill failed to rebuild.

What this path solves. Boundary, by your selection. Background, by Content-Aware Fill, which is strong on flat color and clear gradients and produces a natural transition there. Font, entirely by you.

Failure conditions

• Busy texture: the fill repeats a motif or goes soft. Small type and fine detail leave traces of the old strokes. That is the cue to leave this path, not to run Fill five more times on the same pixels.
• A selection that is too tight leaves a rim in the shape of the old letters. Expand it slightly and include the fringe. A selection that is too wide eats a border, a face, or a second line of type.
• Content-Aware Fill does not know your new sentence. If the new string is longer than the hole, it will cover unrepaired flyer. Either repair a larger region first or shorten the copy.
• This path does not remove the need to match weight, tracking, and color. A perfect fill under the wrong type still fails the exit check.

Difficulty. Medium, if you already know basic Photoshop. In the comparison matrix that is two stars, not four. Cost. The subscription above, on the high side versus free tools. Time. Medium, not the one-minute browser pass. Formats. JPG and PNG in the matrix. TIFF is also a normal Photoshop bitmap for this fill, so do not refuse a TIFF just because the summary column says JPG/PNG. Fidelity. Three stars when the background matches what this path is for. It is not the most faithful repair in the toolkit, and it should not be sold as one.

When to refuse this path. Portraits, wood grain, brick, and other photographic backgrounds. Those belong to sampling. Also refuse it when you do not have Photoshop and will not subscribe.

Path 2: Clone, Heal, or Patch, Then Retype

Tools. Photoshop again. Clone Stamp, Healing Brush, or the Patch tool. Same subscription as Path 1.

Input. A bitmap whose background is a real texture or a photograph: wood, brick, a portrait, a complex gradient, handwritten or artistic type. This is the path for backgrounds that Content-Aware Fill smears.

Preconditions. You are comfortable sampling. Beginners leave repeating stamps that look like a rubber stamp of the neighboring pixels. If that description is you, do not start a client delivery on this path today. Practice on a copy, or hand the texture to someone who already has the hand, or accept a lower fidelity bar on another branch.

Procedure

1. Open the flyer. Duplicate the background layer before you paint. The duplicate is your rollback. Flattening your only copy and then painting is how you lose the job.
2. Select the Clone Stamp or the Patch tool. Hold Alt and sample clean background beside the text, not from a region that already contains a different edge, a highlight from the wrong side, or a logo.
3. Paint over the words. Follow the direction of the texture or the color block. On a brick wall, follow the courses. On wood, follow the grain. On a face, stop and reconsider. Skin is where this path embarrasses people.
4. Keep the brush large enough to cover a stroke and soft enough that the edge does not draw a circle. Lower the hardness. Work in passes, not one opaque smear. Change the sample point often so you do not tile one lucky patch across the hole.
5. The Healing Brush is the better default when color has to blend as you cover the text. The Clone Stamp is the better default when you must preserve a hard structural line the healer would melt. The Patch tool is useful when the region is a coherent block you can drag onto a clean neighbor. Use the one that matches the texture, not the one you opened first.
6. Deselect or release the tool once the old word is gone. Check for tiny repeated blocks and color shifts at 100 percent.
7. Make a new type layer. Match font and color with the Eyedropper, then use a color adjustment if the new word still floats. Set the new copy. Tune position and opacity so the type sits in the scene instead of hovering over it.
8. Export from the repaired file. Keep the duplicate layer until the client has accepted the pixels.

What this path solves. Background reconstruction on complex patterns. The Healing Brush blends color as you cover the text, so the patch can look natural if your samples were honest. The font is still your job.

Failure conditions

• Large areas need many passes. You will see repeated tiles if you sample one small spot and spray it everywhere. When you see a tile, stop and resample. Do not cover the tile with type and call it done.
• Faces and skin tones shift easily. If the old word crossed a cheek, an eye, or hair, budget the full salvage. This is the branch where a two-minute typo becomes about 40 minutes.
• You cannot rush the sample. A sample taken from the wrong side of a highlight will paint the highlight into the shadow.
• Seamless work is precision work. If you need the file in five minutes and the background is a crowd photo, this path will not meet the clock. Switch to the short path only if you can accept a visible repair, or to a full regeneration if you can accept a redesign.
• Working on the only layer, with no duplicate, means a bad stroke can become the new source. That is an operator failure, not a tool failure.

Difficulty. High. The matrix gives it four stars. Time. High. Cost. Photoshop subscription, on the high side relative to free tools. Formats. Any bitmap. The matrix lists JPG/PNG. Fidelity. Four stars, higher than Content-Aware Fill, which is why the slower procedure exists. Do not invert that. Free is not "better." Slow is not "worse" when the texture is the product.

Path 3: Generative Fill on Photoshop 27.10 or Newer

Tools. Photoshop 27.10 or newer. That version is the floor for Generative Fill in this runbook. Adobe Firefly is the model family included with the Photoshop subscription. Third-party plugins such as StartAI or Luminar AI can sit beside it. Plugins may have a free tier and a paid tier. StartAI's basic features are free. You still need a network connection, and the generative step spends credits.

Input. A bitmap, or a file that still has usable layers. The ask is a wording change you can describe in a short prompt, including larger type or a complicated scene where painting by hand is the wrong spend. This is a speed branch with a high fidelity ceiling relative to a casual fill, not a promise that every pixel will match.

Procedure

1. Open the flyer. Confirm the version is 27.10 or newer before you hunt for the command. On an older seat the menu item is simply absent. That is a version failure, not a selection failure.
2. Select the whole image or only the target region. A tighter selection gives the model less room to redraw a logo, a face, or a QR code you needed to keep. A half-selection plus a precise prompt is often better than selecting the entire poster and asking for a small wording change.
3. Right-click or choose Generative Fill, or Prompt to Edit, on Photoshop 27.10 or newer.
4. Describe the change in words. The useful shape is short: replace the text A with B. If the source string is Chinese, say that you are replacing that Chinese text rather than hoping the model infers the script. Keep adjectives out unless they constrain color or position.
5. Pick a model, such as Firefly. If you also have StartAI available, generate on both and compare. One of them will usually keep the surrounding layout better. You cannot know which before you look.
6. Generate several variations. Do not accept the first frame because it loaded fastest. Reject any frame that moves elements you did not name.
7. Choose the best composite. Photoshop puts the repaired background and the new text together. If color or shadow still drifts, fix those yourself. The model will not reliably copy a layer style it was never given.
8. Proof the actual characters at 100 percent, then export.

What this path solves. All three failures in one automatic pass, with more than one candidate, which is why the time rating is low. It is usable by someone who is not a retoucher. It can take on large type and complex backgrounds that Content-Aware Fill smears. Difficulty stays in the low-to-medium band: two stars in the matrix, because basic Photoshop plus an automatic step is enough.

Failure conditions

• Output is not pixel-accurate. Treat that as a hard limit, not a wording quibble. Font, layout, and small geometry can drift away from the source. You do not get to claim the pixels match. "High realism" in a thumbnail can still fail a logo at 100 percent.
• Chinese-language support varies by model. Some runs need an English prompt or a manual correction after the fact. Artistic lettering is not guaranteed. If the characters are wrong, the variation is trash no matter how pretty the paper texture looks.
• A big change can take several prompt attempts. If the third variation still redraws the logo or the QR code, stop prompting and mask more tightly, or leave this path.
• You need the 27.10 or newer baseline and an Adobe subscription for the native command. A plugin does not erase that floor when the command you are using is Photoshop's own Generative Fill. Firefly rides with the subscription. A plugin's paid tier is a separate medium cost, which is why the matrix allows "subscription (high) or plugin (medium)."
• Results are unpredictable. Friendly to non-experts does not mean safe for a print deadline you cannot miss. Generate, compare, then decide.
• No network, or no remaining credits, means this path is closed. Fall through to clone and heal or to a browser tool. Do not keep clicking a grayed-out generate button.

Difficulty. Low to medium. Cost. Adobe CC subscription on the high side, or a plugin at a medium cost. Formats. Bitmaps, or files with usable layers. The matrix says JPG/PNG. Time. Low, because the fill itself is automatic. Your time goes into rejecting bad variations, not into painting. Fidelity. Four stars is the ceiling rating, not a guarantee for the variation you happened to click. Pick the frame that earns it.

Best for. Fast passes over e-commerce and creative posters, complex scenes, and operators who want speed more than a hand-built match.

Path 4: GIMP, When the Budget Is Zero

Tools. GIMP, free and open source, from gimp.org. No subscription. This is the zero-budget desktop branch.

Input. A common bitmap. The job is a small edit on a simple poster, or you specifically need Windows, Mac, and Linux without buying Photoshop. If the file is a complex photograph and you do not have painting skill, free will not save you. It only removes the license blocker.

Procedure

1. Open the flyer. Duplicate the layer you will paint on. GIMP's history is not a strategy.
2. Choose the Clone or Heal tool.
3. Alt-click a clean patch of background to sample. Sample close to the hole so the lighting matches, but not from inside the old strokes.
4. Paint over the text region until the old word is gone. Follow the texture the same way you would in Photoshop. The brush physics are less forgiving, so check more often.
5. Use the Text tool. Create a new text layer. Match font and position by eye. Set opacity and alignment on that text layer rather than merging early.
6. If the edge of the paint looks harsh, smooth it with the Blur tool. A light blur on the repair fringe only. Do not blur the whole poster.
7. Optional: install the Resynthesizer plugin when you want behavior closer to a content-aware fill. It is still not Photoshop's fill. Do not expect the same success rate on a texture, and do not skip the visual check because a plugin ran.
8. Use Layer Copy (Ctrl+Shift+D) often enough that a bad stroke is undoable as a layer, not only as a history step you might have overwritten.

What this path solves. The same manual reconstruction as cloning in Photoshop, without the subscription. Layers exist. Import and export cover a wide set of formats. PSD compatibility is limited, so do not promise a round-trip of Photoshop layer styles. Some layer effects are simply not there. If the client hands you a PSD full of effects, open it somewhere that understands those effects, or accept that GIMP will flatten the look.

Failure conditions

• Automatic repair is less capable than Photoshop's. Quality is your painting, full stop. There is no hidden smarter pass waiting in a menu you have not found.
• Matching fonts and effects is manual. There is no style token stored in the flattened file for GIMP to read.
• Time stays high. Free does not mean fast. The matrix marks time as high, difficulty at three stars, fidelity at three stars, cost free. Keep that shape. Do not promote this row to the top of the fidelity column because the price is zero.
• If you needed a one-click result and you opened GIMP, you picked the wrong branch. Go back to the browser replacement or to a one-click inpainter.
• Cross-platform is real: Windows, Mac, and Linux. That is a reason to choose this path in a mixed shop. It is not a reason to choose it for a face retouch you cannot already do.

Difficulty. Medium to high. You must know GIMP's basics. Formats. Common bitmaps, plus many import and export options. The matrix summarizes them as JPG/PNG. Best for. Zero-budget edits and cross-platform work. Not for a commercial printer who will inspect a face near 300 ppi unless you already have the painting skill the Photoshop clone path assumes.

Path 5: Photopea in the Browser

Tools. Photopea, a free browser editor that can open PSD-style files along with JPG, PNG, AI, PDF, and more. Most ordinary features are free. AI features need Photopea Premium or a third-party API such as Dezgo. The free tier is limited. Do not discover the paywall after you have already talked the client through a Magic Replace workflow you cannot run.

Input. You cannot install Photoshop, or you will not. The file might even be a PSD you were handed without a Photoshop seat. The edit is an occasional small text swap, or you need PSD-like layer access on a machine you do not administer.

Procedure

1. Open the editor in the browser and import the flyer. Wait for the full file. A large print board can lag. If the tab is struggling, export a cropped region of just the text and repair that, then composite back, rather than forcing the entire 300 ppi sheet through a tired browser.
2. Work in the Photoshop-shaped way. Use a selection tool, then Edit, then Content-Aware Fill, to remove text. That fill is still in beta. Plan on manual touch-up. It is not as strong as Photoshop's Content-Aware Fill. Complex areas need a manual patch. Budget the patch. Do not budget a miracle.
3. Or use the Healing tool and paint the words out yourself, with the same sample discipline as the desktop clone path.
4. When the old text is gone, add the new string with the Type tool (T). Match size, color, and tracking by eye against the original, which you should keep open beside the edit.
5. If you use Magic Replace, sign in. Usage limits apply. Enter an English prompt to swap the text. Review the frame before you trust it. If you are logged out, Magic Replace is not a step you can execute. Fall back to heal plus the Type tool.
6. If the repair looks speckled, try Filter, then Despeckle, lightly. One pass. A second pass starts to melt edges you wanted.
7. For Chinese type, pick a font the system actually has, then nudge letter spacing until the line matches the visual density of the original. Average recognition on the AI step means you proof the string yourself. Do not assume the prompt's Chinese came back intact.

What this path solves. No install, broad format support, layers and masks, and an interface people who know Photoshop can learn quickly. It is the right branch when the blocker is the machine, not the complexity of the texture. Difficulty is low to medium, two stars. Time is medium. Fidelity is three stars. Cost is free for the basics. That is a real advantage, and it is not the same advantage as five-star PDF text.

Failure conditions

• Content-aware fill here is weaker than Photoshop's. If the beta fill leaves a blotch on a photograph, switch to the Healing tool inside the same session or move the file to a desktop clone path. Do not repeat a beta fill and hope the average improves.
• The browser session depends on the network. Large files lag. A high-resolution print board can be miserable in a tab. If the brush trails seconds behind your hand, you will make bad samples. Stop.
• AI results depend on the model behind Magic Replace. Chinese recognition accuracy is average. Proof it character by character.
• A paid upgrade or an API key is a real gate for the AI features. The basic editor being free does not make the AI step free.
• You can open many formats, including PSD, AI, Sketch, JPG, PNG, and PDF. Opening is not the same as preserving every Photoshop effect. Check the layers you care about before you promise the client the file "came across fine."

Pro move from the field. Roughly clear the text in some other pass first, then do the last edges here, if the file is large enough to fight the browser. The browser editor is a finisher for small swaps more often than it is the place to reconstruct a billboard.

Path 6: Edit the PDF, and Only If the Glyphs Are Still Text

Tools. Adobe Acrobat Pro, Foxit PDF Editor, WPS PDF or WPS Word, and Inkscape. Inkscape is free and can edit PDF, SVG, and AI. Acrobat Pro is expensive. Foxit's advanced tier is paid. WPS PDF's free tier is usually sufficient for a straightforward text change. Pick the app you already have that can actually enter text-edit mode. Do not buy Acrobat for a one-line price change if WPS can already select the line.

Input. A flyer that is already a PDF. The high-fidelity outcome exists only when that PDF still holds real vector text. Five-star fidelity in the comparison table means that case, and only that case. A scanned page or a PDF made by dropping a JPEG onto a blank page does not inherit those five stars. If you skip the probe and edit anyway, you will either be refused by the tool or you will be typing into an invisible layer while the old raster word still shows through.

Procedure

1. Run the text-cursor probe. If the headline highlights, continue. If it does not, leave this path. Do not convert an image into a PDF in order to qualify. That produces a container change, not text.
2. Open the PDF in the editor. Use Edit Text. Change the string, and if you must, the font or style. Change as little styling as you can. Every unnecessary font change is a new way to miss the original.
3. If a font was not embedded, the editor will substitute. A substitution is a visible failure even when the words are correct. Install the face or pick the closest face that is actually available, on purpose. Do not accept a silent swap to a default serif.
4. Exit edit mode so the styling locks again. Save, or save a copy, so the incoming file remains the rollback. Prefer a high-quality PDF export so you do not add a needless compression pass. Compression is how a clean vector headline becomes soft on the next hop.
5. Alternative inside this family: export the PDF to Word or InDesign, edit, and write a PDF back. That is useful when the change is structural. It is also how layout drifts. Or open vector text in Inkscape, which is often the easiest free way to reach real text objects and to edit SVG or AI siblings of the same artwork.
6. WPS can convert PDF to Word when you want the strings in a writing app quickly. Foxit's OCR can turn a scan into editable text, but the moment you rely on OCR you have left the five-star branch. You are now doing recognition plus reflow, and you should judge the result by the OCR path's limits, not by this path's stars.
7. For a multi-page handout, repeat the probe per page, edit the live pages in place, and route the scanned pages elsewhere. Saving the whole file out of a Word conversion because one page was hard is how you wreck the pages that were already perfect.

What this path solves. When the text is actually text, you keep layout and sharpness because you never rasterized the glyphs. You can also annotate or highlight, but annotation is not the edit. The edit is the string change. Difficulty is two stars. Time is low to medium. Cost is partly free, for example on WPS. Formats are PDF and, if you exported, Word. That combination is why this row can sit at five stars while cheaper raster tools do not.

Failure conditions

• Image-only PDFs need OCR before any honest edit. Pretending otherwise wastes the afternoon.
• A large change reflows the line and collides with a photo, a rule, or a page number. The layout can break even though the text engine is real. If the new string is much longer, reduce the point size deliberately or rewrite the copy. Do not let the line crash into the logo and then "fix" it by converting the page to an image.
• Missing fonts force a substitute. That substitute fails the "same flyer" test. Embed fonts on the way out if the printer needs to open the file somewhere else.
• Bulk edits across a multi-page document are a reason to stay here, but only after the probe succeeds on each page you will touch.

Fidelity. Five stars only for real vector text. Say that every time you quote the table. A scan edited after OCR is not this row.

Path 7: OCR the Words, Then Typeset a New Layout

Tools. An OCR engine or service: ABBYY FineReader, Tesseract, Baidu OCR, Tencent OCR, or the image-to-text path in WPS or OneDrive. Then a layout app: WPS Word or PowerPoint, Adobe Illustrator, Canva, Inkscape, or whatever you already design in. OCR often has a free tier, including mobile and online options, and open-source Tesseract is the usual zero-license engine. The design app is a separate cost. Office, WPS, or Inkscape can keep that second half free.

Input. A text-heavy flyer with a regular layout: a promo sheet, a simple brochure. You can accept some design drift. You need the wording changed more than you need the original shadow style. If the value of the flyer is the photograph, this is the wrong branch. You would be rebuilding a poster in order to change a caption.

Procedure

1. If the scan is noisy, denoise it in Photoshop or GIMP before OCR. Garbage in the bitmap becomes garbage in the text run. A high-quality scan or a clean export beats a clever engine on a muddy photo.
2. Run OCR. Read every line against the flyer before you design anything. Recognition errors are normal. Chinese recognition is a strength of several of these engines, and you still proof it. A wrong digit in a price is a failed job that looks finished. Dates, phone numbers, and names get a second human pass. Do not skip them because the paragraph "looked right."
3. Create a new document at the same pixel dimensions or the same page size as the source. Build a matching background. You are not editing the old file. You are reconstructing a cousin of it. Start from the original's measurements so the cousin at least has the same frame.
4. Paste the corrected text. Set font, size, color, and alignment. Use a face close to the original. If you have Photoshop's Match Font available, use it as a hint, not as a verdict. Then tune tracking and leading. Default leading is the usual reason a reconstructed text block looks looser than the flyer.
5. Rebuild rules, photos, and logos as separate elements. OCR did not capture them as editable art. Leave a placeholder if you do not have the logo source, and do not trace a bad JPEG logo inside this branch unless you have also accepted the vector path's cost.
6. Save an image or a PDF. If the destination is print, set the new type at the resolution of that destination, about 300 ppi, so the only soft thing in the file is whatever photograph you placed, not the words you just retyped.

What this path solves. You get real, editable strings quickly, in an app you already know how to type in, and the new text can be sharp because it is fresh type, not a healed bitmap. That is valuable when the flyer is mostly words and a slight redesign is acceptable.

Failure conditions

• The layout is rebuilt from scratch. Complex designs make this slow, which is why the time rating is medium and tagged as re-layout, not as a one-click. If the flyer has overlapping art, angled type, or a dense grid, the "medium" estimate is optimistic. Say so before you start.
• You should not expect a pixel-accurate copy of the original. Shadows, textures inside the letterforms, and exact spacing are the first things you will fail to reproduce. State that limit up front. The rebuild is a new layout that says the right words, not a restoration.
• Fidelity in the table is two stars. Difficulty is two stars. The work is conceptually straightforward and visually loose. Do not upgrade this row because you spent all day on it. Effort moved the time. It did not move the star that says the result diverges.
• Photos and illustrations are a second project. Leaving a hole where the product shot was is not done. Either place the original crop or commission the art. Do not stretch a fragment OCR happened to ignore.

Cost. OCR is often free or open source. Word or an equivalent is enough for regular layouts. Formats. JPG, PNG, or PDF in. The matrix writes the output side as DOCX. From there you can go to PowerPoint, SVG, or AI if the layout needs it. Best for. Wording changes on regular, text-heavy layouts. Not for a poster whose value is the photograph.

Path 8: Inpaint the Background, Then Add Type Elsewhere

Tools. One-click cleanup and inpainting sites such as Cleanup.pictures, ClipDrop's web Remove, Pixelcut, Inpaint, and Img.LL. They are a family, not identical products. Try more than one on a difficult hole and keep the best plate. Do not average them by stacking.

Input. JPG or PNG is the format class you should count on. The task is to remove words, a stray object, or a watermark, then place new type. Some of these tools let you add text in the same session. Many do not, and you should assume you will set the new type in Photoshop or another editor afterward. The cleanup and the retype are two steps. Finishing only the first one is a missed delivery.

Procedure

1. Open the site and upload the flyer. Confirm you are looking at your file and not a sample asset the homepage left in the canvas.
2. Use the erase brush. Cover the whole text region, including the anti-aliased fringe and the shadow. A brush that only hits the stems leaves ghosts. A brush that slops over a face deletes evidence you needed for the reconstruction. Err a little past the fringe, not a lot past the subject.
3. Let the tool reconstruct the background. Download the full file it actually offers, not the preview screenshot.
4. Inspect at 100 percent before you typeset. Look for a soft rectangle, a plastic texture, or an edge that does not continue a line from outside the mask.
5. Add the new string in that tool or in a second app. Note the surrounding colors and sample them with an Eyedropper so the new type matches the repaired scene. If you guess the color from memory, you will miss it.
6. If a residue remains, finish with Photoshop's Patch or Clone tools. Do not stack three different inpainters on the same hole. Each one invents a slightly different texture, and the overlap looks worse than the first miss.
7. If you are comparing tools, use the same source crop and the same mask so the comparison means something. A flattering crop is not a test.

What this path solves. Speed. No Photoshop skill, a brush and a click, sometimes a Chinese interface, sometimes batch processing on a paid plan. Time in the table is very low. Difficulty is two stars. Fidelity is three stars: useful, not the top of the scale. Cost is free to start, with a paid fast tier for some features.

Failure conditions

• Complex patterns will not be perfect. The repair can look slightly synthetic, with blurry edges on a large removal. That is a weaker result than a careful manual clone, and the matrix already says so. Switch rather than arguing with the preview.
• Output resolution may be capped. Ultra-HD or an HD download often sits on a paid plan. If the print spec is about 300 ppi and the download is a small preview, the path failed the output contract even if the words are gone. Check pixel dimensions before you celebrate.
• Some free tiers stamp their own watermark in the corner. You removed one mark and inherited another. That is not a finished flyer. Either pay for the clean download or choose a different tool. Do not ship someone else's bug as your design.
• Stripping a watermark you do not own, for commercial use, carries copyright risk. The fact that a brush can cover it is not permission. If the mark is a stock-photo or template watermark, stop and get a legitimate file.
• You usually still have to set new type somewhere else. An empty clean background is only half the ticket. Leave time for the type match. The "very low" time rating is about the removal, not about becoming a typographer.

Formats. JPG and PNG. If you were handed a PDF, rasterize a page only after you have confirmed it is not live text. Rasterizing live text in order to inpaint it is a downgrade you chose.

Path 9: Regenerate a Lookalike From a Prompt

Tools. DALL·E 3, which means a ChatGPT subscription, because DALL·E needs ChatGPT Plus. Midjourney, on its own subscription. Stable Diffusion through a WebUI and hosted variants. Regional tools such as Baidu's Wenxin Yige, some of which are free. Cost for this class sits in the medium-to-high subscription band, not at zero, unless you are on one of those regional free tools. Do not quote a price the source does not give you. "Subscription" is the fact. A made-up monthly number is not.

Input. You are willing to leave the original layout. You want a fast creative variant, or you are not attached to the exact styling. You can supply the original flyer to a service that actually edits images, such as DALL·E's edit mode. If the brief says "change only the date and touch nothing else," this path is probably dishonest. Read the brief again before you prompt.

Procedure

1. Upload the source flyer where the service supports image input. A text-only prompt that describes the flyer from memory will drift further. Use the picture.
2. Prompt in a tight shape: based on this poster, replace the original text A with B. Constrain the exact wording and where it sits. Name colors and the overall style. If you need print-oriented detail, you can say high-resolution print quality in the prompt. That phrase is a hint to the model, not a guarantee of a file at about 300 ppi. Check the exported pixel size yourself.
3. If the model supports a mask, erase the old text first and let it regenerate only that region. An unmasked run will redraw the whole poster, including pieces you wanted frozen.
4. Generate more than once. Expect several prompt-and-output rounds to get close. Save the prompt text beside the images so you can tell which constraint actually helped.
5. Composite QR codes, logos, and any legal line back by hand. The model will not faithfully keep them. A regenerated QR code that "looks like a QR code" is a broken code. Replace it with the real asset.
6. Proof the words, especially if the copy is Chinese. Comprehension can be off. A beautiful poster with a wrong character is a failed run.

What this path solves. A new string and a new overall style in one generation, without drawing. It is a redesign branch. Difficulty is low, two stars, if you can already use the service. Time is low, and it is generation time, not painting time. Fidelity is two stars, the same low band as OCR, for a different reason: the picture diverges on purpose. That low fidelity is not an insult. It is the contract. You asked for a new picture in the manner of the old one.

Failure conditions

• Layout and font distort. If the output moved the photo, changed the logo, or reflowed the grid, and the brief was a wording fix, this path failed the brief. Do not ship it because it looks polished.
• Quality is capped by the model. More adjectives do not remove that cap. Switching from one service to another is allowed. Promising that the third service will match pixels is not.
• You must plan a manual composite for anything that has to stay exact. If you do not have the logo file, the QR asset, or the legal line as real text, regeneration has nothing correct to paste back.
• Unpredictable output means you schedule rounds, not a single click, even though each round is fast.

Formats. The matrix lists JPG/PNG. In practice you are feeding the service an image plus a prompt and taking an image back. When this is the honest choice. You already decided a redesign is acceptable. It is not a fallback you pretend is a restoration.

Path 10: Trace to Vectors and Rebuild

Tools. Adobe Illustrator, CorelDRAW, or Inkscape. Illustrator and CorelDRAW are paid, subscription or license. Inkscape is free. Use Inkscape when the budget is the blocker and you can live with its trace controls. Use Illustrator or CorelDRAW when a printer or a brand team expects those files and you already have the seat.

Input. A bitmap that came from a vector design, especially if the logo or the icons must change too, and you are comfortable in a vector editor. High source resolution helps. A soft JPEG traces into mud. If the flyer is a photograph with a caption, do not trace the photograph. Trace is for shapes that want to become paths.

Procedure

1. Place the flyer image in the vector app. Do not assume Place creates editable type. It creates a linked or embedded picture. The type tool will not land inside those pixels.
2. Run Image Trace, or the equivalent command in your app, to convert the bitmap into paths. Prefer a crop of the logo or the text block over tracing the entire photographic page.
3. Expand and break the result into pieces you can select. Immediately inspect anchor points. A clean contour is a keeper. A cloud of nodes around a soft edge is noise.
4. Try to select the paths that used to be letters, and delete those if you intend to retype. Or ignore the traced letters and cover that area with a clean shape you draw yourself, then put live text on top.
5. Retype with the Type tool. You can reuse traced shapes that are actually the logo, if they traced cleanly. If the font was not traced into outlines and somehow remains live text, edit it directly. A bitmap trace rarely gives you that. Do not plan on it.
6. If the auto-trace welds the letters to a shadow or a gradient, stop tracing the whole page. Trace only a text crop. Use a high-threshold black-and-white preset when the art is really line art. Release the anchor points that are noise and keep the ones that describe the contour.
7. If you still cannot get a clean cut, use the Pen tool and redraw the contour yourself. Then smooth jagged paths. Jagged paths are the normal failure of a sloppy trace, not a style.
8. Adjust the layout. Save PDF or PNG for delivery. Save SVG or AI if the next person needs the paths. A PNG-only handoff throws away the reason you traced.

What this path solves. After a successful trace, graphics are paths you can keep editing, and new words are real text on top. Fidelity can be high, which is why the table gives this path four stars, not five. Five remains reserved for a PDF whose text was already real text. Time and difficulty are both high, four stars on difficulty. This is professional-user work. It is the right branch when the logo or the icons must change and the flyer really did start as vectors.

Failure conditions

• Image trace is bad at separating type from artwork. Shadows and gradients fuse into the background. When you see the letter and its shadow as one black blob, the trace has already failed. Switch to the Pen, or abandon the path.
• You get jagged edges and a pile of useless nodes. That is not a finished logo. Cleaning every node by hand can cost more than redrawing the mark. Choose redrawing earlier than your pride wants.
• Multi-color gradients trace poorly. A flyer that is mostly a photograph should not be traced at all. Use clone and heal.
• The procedure is slow. Starting here because "vectors are cleaner" is how an afternoon disappears. Cleaner is only true after a good trace. Before that, you have a worse file than the JPEG you started with.
• Conversion can demand a high-quality source. If you do not have one, this branch's fidelity rating is theoretical. Do not quote four stars to the client while you trace a thumbnail.

Formats. Bitmap in. SVG, AI, or PDF out. The matrix names JPG/PNG on the way in. Cost. Paid for Illustrator or Corel, free for Inkscape.

Failure Signals and the Branch They Imply

After any path, read the picture before you read your own hope. These signals are observable. Each one maps to a next action. None of them requires a new product.

• You can still read the old word through the new one. The boundary was too tight, or a shadow was left outside the mask. Expand the repair to include the fringe and the shadow. Do not add a second copy of the new word on top.
• A hard rectangle of slightly wrong color sits behind the new line. Content-Aware Fill or an inpainter was aimed at a texture it cannot invent. Switch to clone, heal, or patch, and sample along the grain.
• The same pebble, brick, or skin pore repeats like a stamp. The clone source was too small or never moved. Resample from several neighboring points. If the region is a face and the repeat is already obvious, budget the long salvage, about 40 minutes, or stop and tell the requester the photograph cannot be invisibly rewritten on this clock.
• The whole poster moved: the photo is different, the QR is nonsense, the logo grew a new shape. You are in the regeneration branch and it did what regeneration does. Composite the real logo and the real code back, or leave the branch. Do not prompt again with more adjectives and expect the code to become valid.
• The PDF text cursor never highlights. You are not in the five-star path. Stop editing the container and classify the page as a bitmap.
• After a PDF text edit, the letters are suddenly a different family. The font was not embedded and the editor substituted. Install the face or choose the closest available face on purpose, then re-export with fonts embedded if the printer requires it.
• A watermark appears in a corner you did not paint. A free tier of an inpainter signed the file. Pay for the clean export or switch tools. Do not crop the signature off and pretend the license allowed the edit.
• A traced logo is jagged and has far too many anchors. Image trace lost the contour. Use the Pen tool on the important outlines, or stop. Do not send the noisy paths to a vinyl cutter or a sign shop.
• Generative Fill or a text-to-image model mangled Chinese, or ignored the script. Language support varies by model. Retry with a short explicit prompt, or set the string yourself on a cleaned background. Wrong characters are a hard fail.
• The new line is longer than the repaired hole and now covers a photo edge or a border. The edit intent was underspecified. Repair a wider region before you typeset, or cut the copy. The tool will not negotiate with the grid for you.
• The file is an ID, an invoice, an official document, or a design source. There is no next branch. Stop, including when a previous click already produced a preview. Do not download and "just see."

Write the signal you actually see into the ticket. "Looks weird" is not an input the next path can use. "Repeated brick tile to the right of the date" is.

Comparison Matrix

Read the stars in one direction only. More filled stars means harder, in the difficulty column, or closer to the original design, in the fidelity column. Difficulty tops out at four filled stars. Fidelity reaches five filled stars on the PDF row alone, and only when that PDF still contains real vector text. An empty outline star is not a filled one. Do not reorder the rows because a tool is newer or cheaper. Fidelity means how closely the result can resemble the original design, not how new the feature is. Time follows complexity. Cost is the subscription or the free option, not a moral score. A free row is not the most faithful row. The PDF row is the most faithful row only when the text is still real vector text. AI rows do not become more accurate because the time cell says low.

Method	Difficulty	Fidelity to original	Time	Cost	Input formats
PS Content-Aware Fill	★★☆☆☆	★★★☆☆	Medium	Paid subscription (high)	JPG/PNG
PS Clone/Heal	★★★★☆	★★★★☆	High	Paid subscription (high)	JPG/PNG
PS Generative Fill / AI	★★☆☆☆	★★★★☆	Low (automatic)	Paid subscription (high) or plugin (medium)	JPG/PNG
GIMP Clone/Heal	★★★☆☆	★★★☆☆	High	Free	JPG/PNG
Photopea (online)	★★☆☆☆	★★★☆☆	Medium	Free (basic)	Multi-format (PSD/PNG, etc.)
PDF editor	★★☆☆☆	★★★★★	Low–medium	Partly free (e.g., WPS)	PDF/Word
OCR + re-typeset	★★☆☆☆	★★☆☆☆	Medium (re-layout)	OCR free/open source; Word, etc.	JPG/PNG/PDF → DOCX
AI image repair	★★☆☆☆	★★★☆☆	Very low	Free/paid (fast tier)	JPG/PNG
Text-to-image generation	★★☆☆☆	★★☆☆☆	Low (generation)	Paid subscription (medium–high)	JPG/PNG
Vectorize + rebuild	★★★★☆	★★★★☆	High	Illustrator paid / Inkscape free	JPG/PNG

Use the matrix as a filter, then use the path section as the procedure. A few readings people get wrong:

• Path 1, Content-Aware Fill, is medium difficulty and medium fidelity. It is the simple-background manual tool. It is not weak, and it is not the best you can do on a face.
• Path 2, clone and heal, costs the same kind of Photoshop subscription and spends more time to buy a higher fidelity on hard textures. About $20–$50 a month is the subscription band for that seat, trial available. The matrix saying "high" means that band, not a second surprise price.
• Path 3, Generative Fill, keeps difficulty low and fidelity high on the rating scale, with automatic time. The version floor is still Photoshop 27.10 or newer. The output is still not pixel-accurate on any given run. The stars describe the ceiling of a good variation.
• GIMP and Photopea are the free or free-to-start seats. Their fidelity sits in the middle. Do not move them above clone-and-heal because they are easier to obtain.
• The PDF editor's five fidelity stars collapse the moment the page is a scan. WPS on a live text file is allowed to be both inexpensive and excellent. Acrobat being expensive does not raise a scan's rating.
• OCR and text-to-image share the low fidelity mark for different reasons: one rebuilds a layout loosely, the other invents a new picture. Neither is a restoration path.
• One-click image repair is the fastest row and only a mid fidelity row. Very low time is real. So is the synthetic look on a complex pattern, the paid gate on high-resolution output, and the risk that a free tier watermarks the corner.
• Vector rebuild matches clone-and-heal on difficulty, fidelity, and time, with a different cost shape: Illustrator or CorelDRAW paid, Inkscape free. It does not outrank live PDF text.

Path 1 can also open TIFF even though the summary column says JPG/PNG. Read the column as the common delivery formats, not as a ban on other bitmaps Photoshop already opens.

Routing Procedure

Do not pick by habit or by whichever icon is already in your dock. Walk the artifact in this order and take the first branch that fits. If a later check fails, fall through. Do not stack every tool on principle.

The same logic in the order a script would evaluate it:

1. If the asset is an ID, an invoice, an official document, or a design source file, reject it.
2. If the PDF probe finds live text and the edit is a string change, take the PDF editor path. This is the five-star case.
3. If the background is solid or a gentle gradient and you only need the words changed, take the browser replacement first.
4. If you need a manual desktop pass on that same simple background and you have Photoshop, take Content-Aware Fill.
5. If the background is photographic or heavily textured and fidelity matters more than the clock, take clone, heal, or patch. If you cannot spend the subscription, take GIMP or Photopea and accept the lower ceiling.
6. If you have many files, you need speed, and you can reject bad frames, take Generative Fill on Photoshop 27.10 or newer, or a one-click inpainter.
7. If the layout is mostly regular text and a redesign of the styling is acceptable, take OCR and re-typeset.
8. If a redesign is not only acceptable but welcome, take text-to-image.
9. If the art started as vectors and the logo or icons must change, take trace and rebuild.

Reject the input if it is out of scope. IDs, invoices, official documents, and design source files do not enter the router. There is no clever path and no "just this once." A source file that still opens in the original app should be edited there. Flattening it in order to use a bitmap trick is a self-inflicted loss.

Classify the background at 100 percent.

• Simple background, solid or a gentle gradient. Use automatic replacement and change the words on a finished image in the browser. That pass is usually under a minute. New users typically get one free edit after signing in, and that edit does not require a credit card. On a desktop, if you already have Photoshop, Content-Aware Fill is the manual equivalent. If the probe found live PDF text, the PDF path is cleaner than either, because you are editing characters instead of inventing pixels.
• Complex background: photograph, portrait, dense texture. Do not stay on the one-click path unless you have looked at 100 percent and accepted the scar. Continue to the speed-versus-fidelity choice.

Choose speed or fidelity. You do not get to maximize both.

• Speed first, many flyers, routine wording changes. Stay with automatic text replacement, or use Photoshop Generative Fill, or a one-click inpainter. Accept that the AI result is not pixel-accurate. Schedule a human proof of the actual string. The model does not know which digit makes the event land on the wrong weekend.
• Fidelity first, high-end print, commercial delivery. Use Photoshop's Clone Stamp or Healing Brush, GIMP, or Photopea. You will sample and paint. Budget about 40 minutes when the texture is genuinely hard, not two minutes with a hopeful filename. About 300 ppi remains the print target while you paint, so you are not matching a thumbnail and then discovering the scar at the printer.

Apply the constraint that actually binds.

• No budget, and you need something that runs on your platform. GIMP, or Photopea for a browser session that also opens PSD-style files.
• The flyer is a PDF with real text. A PDF editor is the cleanest result when the probe succeeds. Inkscape belongs in this conversation when the text is vector and you want a free editor that also speaks SVG and AI.
• Text-heavy, regular layout, and a redesign of the styling is acceptable. OCR and a fresh typeset.
• You want creative variants and you are willing to redesign. Text-to-image, with DALL·E under ChatGPT Plus, Midjourney's subscription, Stable Diffusion, or a regional tool such as Wenxin Yige.
• The flyer came from a vector export and the logo must change too. Trace and rebuild in Illustrator, CorelDRAW, or Inkscape.

Write the abort line before you export. If the background patch is visible at 100 percent, or the new word's weight is obviously different, you are not done. Switching paths is cheaper than shipping the miss. A second generation on a failed mask is allowed. A third tool that you cannot explain is not a process. Record which branch shipped so the next edit starts from the truth. If the shipped file is a new bitmap, the next edit is a bitmap edit. You did not secretly regain layers.

Five Exit Checks

Whichever branch you ran, the difference between a file that looks fixed and a file that looks like the same flyer is mechanical. Run these five checks in order. They do not require a new product. They require zoom, an Eyedropper, and half a minute of attention you were about to skip.

1. Match the color, not only the spelling. Sample the original ink with the Eyedropper. Copy a stroke or a shadow if the old word had one. The correct font in the wrong color is obvious at a glance. If the old word was knocked out of a photo and the new word is solid black, you skipped this check. Sample again from the old file, not from your repaired patch, or you will sample your own mistake and lock it in.

2. Keep the resolution consistent with the destination. About 300 ppi for print. If you typeset at screen resolution and drop the word onto a print file, the new type looks softer or sharper than the sheet around it. Match the source to the output before you hunt for a better font. The font is often innocent. Also match sharpness the other way: a razor-sharp vector word dropped on a soft JPEG looks pasted on, even when the family is right. A tiny blur or the original's texture, used sparingly, is a match technique, not a defect.

3. Set weight, then spacing. Weight is the usual reason replacement type looks wrong. Fix weight first. Then tighten or loosen letter spacing, especially on headlines and logo lines that were tracked tight. Do not start by changing the font family if the family is already close. You will wander through a font menu and still miss the tracking. For a price, also check the figure style. A lining figure next to old-style figures, or a much wider currency sign, can make a correct font look wrong.

4. Feather and blend the repair. A feathered selection and a low-opacity cleanup pass make Content-Aware fills and heals much harder to see. A hard rectangular patch shaped like the old bounding box fails this check even when the colors are close. Shift+F6 is the feather shortcut in Photoshop. In the other editors, use whatever feather or expand control you have, then a soft cleanup. The principle is the same. On GIMP, the Blur tool on the fringe is the cousin of that feather. On a PDF text edit you usually skip this check, because you never made a hole. If you did make a hole, you are no longer in the PDF-text success case.

5. Review at full resolution for about 30 seconds before export. Artifacts and small font mismatches hide in a thumbnail and shout at 1:1. Thirty seconds here is the cheap catch. Finding the same miss after the flyer is distributed is a different, worse ticket. Look specifically at counters inside letters, diacritics, the shadow side of the patch, any edge where the old word met a photo, and the characters of the date or price. Fit-to-screen is not this review. If you cannot zoom to 100 percent in the tool you used, download and zoom somewhere else before you send the file.

If check 5 fails, return to the path you were on. Do not export and fix it in a chat thread. Name the signal, using the list above, and either repair inside the same path or switch. Shipping a known halo because the meeting started is how the flyer gets reprinted.

Which Branch to Run First

Losing the PSD or the Canva link does not mean you must rebuild the flyer from a blank page. It means the input is a finished picture, or a PDF that might still be text, and you owe it a branch choice based on what a probe actually shows.

Run the probes first. Text cursor on a PDF. One hundred percent zoom on the background behind the target words. A written edit intent that says remove or replace, and that records whether the new string is longer. A scope check that throws out IDs, invoices, official documents, and design source files. Those four actions take less time than opening the wrong desktop app and painting yourself into a hole.

If the background is clean or simple, which is true of most flyers, run the automatic replacement first. Upload, change the words, download. On a straightforward file that is usually under a minute, and the first edit after sign-in typically does not ask for a card. If that 100 percent view is clean, stop spending. If the background is genuinely hard and the sheet has to survive a print inspection, the sampling tools still earn the subscription. Clone and heal is the high-fidelity, high-time branch for that texture, and the clock for a real salvage is about 40 minutes, not a coffee break. Generative Fill can sit between those poles when you have Photoshop 27.10 or newer and you will reject bad variations instead of shipping the first one. Remember that those variations are not pixel-accurate. Live PDF text outranks all of the pixel repairs, and only then does the five-star rating apply. A scan does not borrow it.

Use the other branches for the constraints they actually answer. GIMP when the budget is zero and you can paint. Photopea when you need a browser and PSD-style files more than you need Photoshop's fill. OCR when the flyer is a regular, text-heavy layout and a cousin of the design is good enough. One-click inpainting when removal speed matters and you will still typeset afterward, watching for a free-tier watermark and a resolution cap. Text-to-image when a redesign is the point, with the logo and the QR pasted back from real assets. Vector trace when the mark itself has to change and the source was line art, knowing the trace can fail into jagged nodes.

Take the flyer that is stuck in the queue. Replace the copy on a flattened flyer and see how close the one-minute pass gets before you commit to the 40-minute Photoshop salvage. If the full-resolution view is clean, ship it and keep the original beside the export. If it is not, name the failure signal in front of you and switch to the branch that repairs that signal. You still do not need the missing design file to make that choice. You need the input class, the background class, and a refusal to ship the scar you can already see.