GLM Image to Image

Transform images with accurate text and maintain character consistency across edits.

Input

Input Example
Original

Output

Output Example
Generated

Upload your image and transform it in seconds

12,000+ images created this month

📄 About GLM Image to Image
Key Features
Transform up to four reference images simultaneously for consistent character and style across outputs.
Advanced text rendering capabilities allow for accurate, readable text within transformed images.
Flexible text prompt system enables detailed and creative image transformations and edits.
Supports a wide range of image sizes and aspect ratios, including custom, square, portrait, and landscape formats.
Choose between JPEG and PNG output formats for optimal quality and transparency needs.
Adjust denoising steps and guidance scale for fine-tuned control over image quality and prompt adherence.
Optional prompt expansion and built-in NSFW safety checker enhance user experience and output quality.
💡 Use Cases
Consistent character editing for digital comics or storyboards.
Product photo enhancement and color adjustments for e-commerce listings.
Style transfer and artistic transformation for digital art projects.
Generating marketing visuals with precise text overlays and branding.
Social media content creation with rapid, high-quality image editing.
Visual prototyping for design and advertising campaigns.
Batch editing multiple images to maintain a unified visual theme.
🎯 Best For
🎯 Professional designers, marketers, content creators, illustrators, and anyone seeking advanced, AI-powered image editing.
👍 Pros
Delivers highly detailed and accurate image transformations.
Maintains character and style consistency across multiple reference images.
Easy-to-use interface with both basic and advanced customization options.
Fast generation times, typically producing outputs in seconds.
Supports a variety of image sizes and formats to suit diverse needs.
Includes prompt expansion and safety features for enhanced results.
⚠️ Considerations
Requires at least one reference image to function.
Maximum of four reference images may limit large batch editing.
Advanced options may require some experimentation for optimal results.
Output quality depends on the clarity and relevance of the input prompt.
📚 How to Use GLM Image to Image
1
Upload 1 to 4 reference images you want to transform.
2
Enter a detailed text prompt describing the desired changes or style.
3
Select the preferred image size and aspect ratio from the available options.
4
Adjust advanced settings like denoising steps and guidance scale for quality control (optional).
5
Choose your desired output format (JPEG or PNG) and the number of images to generate.
6
Submit your request and download the transformed images once processing is complete.
💡 Pro Tips for GLM Image to Image
Use Multiple Reference Images for Consistency Upload 2-4 reference images when you need to maintain character features, clothing details, or stylistic elements across transformations. This is especially powerful for comic panels, product variants, or brand mascots. The model analyzes all references simultaneously to preserve visual identity better than single-image workflows.
Keep Prompts Specific and Action-Oriented Instead of vague instructions like "improve the image," use precise directives such as "change the shirt to navy blue" or "add a mountain background behind the subject." Detailed prompts yield more predictable results. For broader creative exploration, compare with FLUX 2 Dev Edit, which handles abstract artistic requests differently.
Adjust Guidance Scale for Creative Control Start with the default 1.5 guidance scale for balanced results. Increase to 3-5 when you need strict adherence to your prompt, or lower to 1-2 for more interpretive, artistic outputs. Higher inference steps (50-70) combined with moderate guidance produce the sharpest details for product photography and marketing materials.
Leverage Text Rendering for Marketing Assets GLM Image to Image excels at incorporating readable text overlays—ideal for social media graphics, promotional banners, and branded content. Specify font style, color, and placement in your prompt. For headshot-specific text overlays and professional portraits, explore AI Headshot Generator as a complementary tool.
Choose PNG for Transparent Backgrounds When generating images that need transparency or will be layered in design software, select PNG output format. JPEG works well for final deliverables and social media where file size matters. For e-commerce product shots requiring alpha channels, PNG preserves edge quality better during subsequent compositing workflows.
Test Custom Dimensions for Platform-Specific Content While presets cover common ratios, use custom dimensions when targeting specific platforms—Instagram Stories (1080x1920), LinkedIn posts (1200x627), or print materials. Ensure both width and height stay between 1024-4096 pixels. Compare output quality with Qwen Image 2 Pro Edit for ultra-high-resolution requirements.
Frequently Asked Questions
GLM Image to Image stands out for its advanced text rendering, ability to maintain consistent characters across multiple reference images, and flexible prompt-based editing. It combines high detail, speed, and ease of use for a professional-grade experience.
You can upload and transform up to four reference images simultaneously. This allows for consistent edits and style across multiple visuals, making it ideal for projects requiring uniformity.
Yes, you can adjust the number of inference steps and guidance scale for more control over image detail and how closely the output follows your prompt. Advanced users can further refine results with these settings.
Yes, the model includes a built-in safety checker that helps filter out NSFW or inappropriate content, ensuring outputs are suitable for all audiences.
Pricing varies by model and is based on a pay-as-you-go credit system, allowing users to pay only for what they use and scale according to their needs.
Credit costs vary based on resolution, number of inference steps, and how many images you generate per request. Typically, a single square HD transformation at default settings consumes fewer credits than custom 4096px outputs or batch generations of 4 images. Higher inference steps (70-100) and multiple reference images may increase processing time and credit usage slightly. JAI Portal's pay-as-you-go model means you only pay for completed generations—no subscription fees or monthly minimums. Check your account dashboard for real-time credit balance and per-generation estimates before submitting large batches.
Yes, all paid outputs generated through JAI Portal come with full commercial-use rights. You can use transformed images in marketing campaigns, product listings, client deliverables, social media ads, print materials, and any revenue-generating projects without additional licensing fees. This applies whether you're a freelancer, agency, or in-house creative team. The commercial license covers the AI-generated transformations but does not override any copyright restrictions on your original reference images—ensure you have rights to the source photos you upload. For high-volume commercial workflows, consider batch processing or API integration to streamline production.
Currently, the web interface allows you to generate up to 4 images per request by adjusting the num_images parameter. For larger batch operations or programmatic access, JAI Portal offers API integration that lets you automate image transformation pipelines, integrate with design tools, or build custom applications. API users can queue multiple requests, set webhooks for completion notifications, and manage credit allocation programmatically. This is ideal for agencies handling dozens of product variants, content studios producing serialized visuals, or developers embedding AI editing into SaaS platforms. Contact JAI Portal support for API documentation and rate limits.
GLM Image to Image accepts standard image formats including JPEG, PNG, and WebP. For best results, upload reference images with clear subjects, good lighting, and sharp focus—avoid heavily compressed or low-resolution sources below 512px on the shortest side. The model handles portrait, landscape, and square orientations equally well. If your reference images contain important fine details (facial features, product textures, text elements), use higher-quality originals to preserve fidelity through transformation. The model automatically resizes inputs to match your selected output dimensions, but starting with clean, well-lit photos yields more accurate transformations and better text rendering.
GLM Image to Image performs well with targeted modifications—color changes, style transfers, text overlays, and subject alterations. For complex background replacements or adding entirely new objects, provide detailed prompts specifying placement and context (e.g., "replace background with mountain landscape, keep subject in foreground"). The model uses your reference images and prompt to guide transformation, but results depend on prompt clarity and reference quality. For more extensive inpainting or object insertion workflows, compare capabilities with OpenAI GPT Image 2 Edit or Nano Banana 2 Pro Edit, which handle structural changes differently. Experiment with guidance scale and inference steps to refine complex edits.
⚖️ How GLM Image to Image Compares
GLM Image to Image distinguishes itself with exceptional text rendering accuracy and multi-reference consistency—features particularly valuable for branding, comics, and serialized content where character or product identity must remain stable across edits. Compared to FLUX 2 Dev Edit, GLM offers faster processing and simpler prompt requirements for straightforward transformations, while FLUX excels at highly artistic or abstract style transfers. For users prioritizing ultra-high resolution and professional retouching, Qwen Image 2 Pro Edit delivers superior detail at higher credit costs, making it ideal for print and large-format work. OpenAI GPT Image 2 Edit provides more advanced inpainting and object manipulation but requires more complex masking workflows. GLM Image to Image hits a sweet spot for marketers, social media managers, and content creators who need reliable, text-friendly edits with consistent results across multiple images—all at competitive credit rates. Its ability to process up to four reference images simultaneously makes it uniquely suited for product variant generation and character-driven storytelling. If you're unsure which model fits your workflow, use JAI Portal's side-by-side comparison tool or start with a few test generations across models. New users can sign up for credits and experiment risk-free with pay-as-you-go pricing.

More Image Editing Models