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Packaging & Catalog Photo Editor

Edit Text in a Product Photo. Update sale badges and packaging labels with matching font style.

Upload PNG, JPG, or WebP product stills to update baked-in package callouts, net weights, and promo badges without booking a new studio session. Use the Replace tab to run OCR on existing lettering, type your revised copy, and generate a best-effort fill. Generation consumes credits by resolution after sign-in.

Detected Text
v2.1
Replacement Text
v3.0

Workflow

How to Edit Text in a Product Photo

A four-step replacement process designed for ecommerce catalog imagery and package updates.

  1. 01

    Upload Product Still

    Upload your PNG, JPG, or WebP packaging shot or catalog image directly as a guest or signed-in user.

  2. 02

    OCR Detects Baked-In Text

    The built-in OCR scans the photo to locate baked-in badges, net weight markings, and promotional lines.

  3. 03

    Type the Replacement

    Switch to the Replace tab, inspect the detected characters, and type the updated wording into the field.

  4. 04

    Generate New Wording

    Generate spends credits after sign-in, utilizing trial credits or purchased plans based on resolution tiers: 1K=10, 2K=20, and 4K=30 credits.

Overview

What Is ReWords AI Product Photo Text Editing?

ReWords AI is an online image typography editor tailored for ecommerce merchants, packaging teams, and catalog managers. When product formulations, package net weights, or promotional callouts change, reshooting photography is costly and time-consuming. ReWords AI lets you upload product stills and update baked-in lettering directly inside your web browser.

Through the dedicated Replace tab, you can update packaging labels with a best-effort style match to preserve perspective and lighting, much like you would edit text in image assets, edit text in an infographic, or edit text on a book cover. The same workflow extends to projects where you edit text on an album cover or edit text in screenshot files, while our screenshot text remover erases obsolete banners without adding new lettering. You can explore the editor using trial credits after sign-in, with ongoing tasks billed at 10 credits for 1K, 20 for 2K, and 30 for 4K resolutions.

Try Product Photo Editor
Detected Text
$49.99
Replacement Text
$29.99

Use Cases

Common Packaging and Product Photo Adjustments

Whether updating volume statements or seasonal merchandising badges, targeted text replacement helps keep product listings current.

Volume and Net Weight Adjustments

When bottle sizes or container capacities expand, update printed milliliter or ounce labels on hero images without re-staging the physical product.

Seasonal and Promotional Badge Swaps

Switch baked-in promotional callouts, such as transitioning an introductory NEW badge to BESTSELLER or refreshing sale percentage overlays.

Packaging Feature and Formula Callouts

Revise front-of-pack bullet callouts, count numbers, or ingredient highlights when minor product specifications change between production runs.

Advantages

Why Update Product Photos with AI Replacement?

Traditional packaging tweaks require either specialized graphic design software or scheduling a brand-new photography shoot. ReWords AI streamlines the workflow for minor text revisions across existing marketing assets.

  • Maintains ambient lighting, package contours, and material textures through targeted generative diffusion.
  • Transparent credit spending by resolution: 1K for 10 credits, 2K for 20 credits, and 4K for 30 credits.
  • Allows quick updates for volume claims, promo stickers, and merchandising badges without graphic design handoffs.

Case Studies

Real-World Packaging and Merchandising Tweaks

Explore how catalog managers adjust volume lines and badge copy across product photography.

Bottle Volume Revision — original image
Bottle Volume Revision — edited with ReWords AI

Skincare pump bottle product shot

Bottle Volume Revision

Update bottle volume callouts directly on catalog hero shots without arranging a new photography session. The OCR detects the 500ml label and blends 750ml cleanly.

v2.1v3.0

Electronics retail packaging box

Merchandising Badge Swap

Transition an established retail product from an introductory badge to an evergreen highlight. Replace the baked-in NEW label with BESTSELLER across promotional imagery.

SALE ENDS FRISALE ENDS SUN

Merchandising Badge Swap — original image
Merchandising Badge Swap — edited with ReWords AI
Promotional Banner Update — original image
Promotional Banner Update — edited with ReWords AI

Ecommerce seasonal sale packshot

Promotional Banner Update

Adjust promotional discount badges printed across marketing product assets. Select the detected discount copy, type the updated percentage, and render the revised banner.

$49.99$29.99

Specialty food pouch front display

Net Weight Specification

Modify front-of-pack weight specifications when package sizes expand. The OCR identifies the existing net weight string so you can generate the larger package quantity.

COMING SOONNOW OPEN

Net Weight Specification — original image
Net Weight Specification — edited with ReWords AI

Key Highlights

Built for Practical Catalog Maintenance

Focused capabilities designed for updating baked-in packaging typography.

Targeted Inpainting

Surface-Aware Blending

Generative inpainting evaluates surrounding bottle gradients, shadows, and packaging textures to render replacements as a best-effort fill.

Fair Credit Model

Resolution-Based Credits

Generate text replacements using tiered credit costs: 1K for 10 credits, 2K for 20 credits, and 4K for 30 credits after sign-in.

Direct Browser Control

OCR-Assisted Workflow

Automatic optical character recognition pinpoints existing packaging lettering so you can review and type revised copy without manual masking.

User Feedback

Notes from Catalog and Packaging Teams

See how ecommerce practitioners use targeted text generation for packaging updates.

  • “We had forty bottle images displaying a discontinued 500ml callout. Replacing the text line directly in the product photo saved us from reshooting our entire initial inventory run.”

    Owen Blake

    Ecommerce Merchandising Lead

  • “When our supplement formula changed from 60 capsules to 90 capsules, using the Replace tab let us update the front-of-box callout before launching the revised listing.”

    Anika Rao

    DTC Packaging Designer

  • “Changing promotional badges from NEW to BESTSELLER across our tabletop appliance stills took only a few credit generations instead of sending raw files back to an agency.”

    Helen Graves

    Catalog Operations Specialist

  • “Updating net weight lines on our snack packaging photos was straightforward: the OCR identified the exact lettering and filled the background cleanly without smudging.”

    Camille Brel

    Brand Asset Coordinator

  • “Our seasonal campaign required switching 20% OFF badges to 30% OFF on key hero images. The replacement tool preserved the lighting and cardboard texture underneath.”

    Rohan Mehta

    Online Retail Merchant

  • “Checking OCR detections and typing new package wording in the browser let us prepare updated secondary product images ahead of our major quarterly promotion.”

    Freja Nyquist

    Amazon Marketplace Manager

FAQ

Frequently Asked Questions

Can I edit text in a product photo to update a cosmetic bottle volume?
Yes. Upload the bottle still, let OCR detect the existing fluid volume text, and enter the updated quantity on the Replace tab. Generation blends the new numbers into the bottle curvature using credits.
How do I edit text in a product photo when changing a promotional discount badge?
Upload your promotional image to ReWords AI. The OCR recognizes the discount badge lettering, allowing you to type the new percentage. A best-effort generative fill renders the updated offer on the asset.
Can I edit text in a product photo to alter food packaging net weight lines?
You can edit front-of-pack weight values on food pouches or boxes. You must own the rights to the asset and review all regulatory claims before publishing, as generated fills are best-effort interpretations.
What image formats are supported when I edit text in a product photo?
ReWords AI accepts standard PNG, JPG, and WebP catalog stills. Simply upload your product file through the web interface as a guest to inspect detected text blocks before generating replacements with credits.
How many credits does it cost to edit text in a product photo?
Generation costs scale with image resolution: 1K images consume 10 credits, 2K images use 20 credits, and 4K images require 30 credits. Creating a free account unlocks starter trial credits to test the tool.
Can I edit text in a product photo to add official certification or compliance marks?
No. ReWords AI does not generate counterfeit compliance badges, official seals, or government marks. The platform also prohibits editing IDs, passports, invoices, or legal documents under any circumstances.
Is the replacement background seamless when I edit text in a product photo?
The diffusion model produces a best-effort fill matching nearby surface materials and shadows. While results look realistic across catalog shots, they are not mathematical clones of original camera files.
Is there an automated batch API available to edit text in a product photo?
No public API is provided. All text editing workflows take place directly within the browser interface, allowing catalog managers to review OCR detections, type changes, and inspect results image by image.

Get Started

Update Packaging Callouts and Badges Online

Upload your product photography, detect printed typography with OCR, and generate clean text replacements without scheduling a new studio photoshoot.