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OpenAI

GPT Image 1.5

ID:openai/gpt-image-1.5

GPT Image 1.5 image generation API by OpenAI — 4x faster than v1 with superior text rendering, 3 aspect ratios, and medium/high quality modes.

Text to imageImage editingReference imagesText rendering
Input
Aspect ratio
Quality
Reference images
Max 4 images, 4MB each
OutputView all
Output will appear here
medium
$0.03
high
$0.16
cURL
curl https://api.runbase.net/v1/runs \
  -H "Authorization: Bearer $RUNBASE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "openai/gpt-image-1.5",
    "input": {
      "prompt": "A cinematic product photo of a ceramic lamp",
      "aspect_ratio": "1:1",
      "resolution": "1K"
    }
  }'

Examples

Travel Poster

Travel Poster

3:2

A vintage travel poster for Kyoto featuring cherry blossoms over a temple, Japanese text reading '京都へようこそ', retro mid-century illustration style, gold and pink palette

Product Photography

Product Photography

3:2

A photorealistic product shot of a luxury watch on a marble surface, studio lighting with soft reflections, shallow depth of field, magazine advertisement quality

Children's Book Illustration

Children's Book Illustration

3:2

A children's book illustration of a fox and owl reading together under a giant mushroom, watercolor style, warm autumn colors, whimsical and cozy atmosphere

Overview

GPT Image 1.5 is an incremental update released in December 2025 that prioritizes speed and text accuracy. It generates images roughly 4x faster than GPT Image 1 at lower cost, making it practical for high-throughput production work. Text rendering is significantly improved — especially dense, small, or multilingual text — and editing precision is better at preserving logos and faces in reference images.

Use cases

Poster and infographic design with dense embedded text. UI mockups and wireframe visualizations. High-throughput production workflows where turnaround time matters. Image editing that needs to preserve existing logos, faces, or brand elements in reference images.

Inputs

All parameters are passed in the input object of the run request.

ParameterRequiredDescription
promptYesText description of the image to generate (1–20000 chars)
aspect_ratioNoOutput aspect ratio. Default 1:1. Options: 1:1, 3:2, 2:3
qualityNoOutput quality. Default medium. Options: medium, high
image_urlsNoUp to 4 reference images (max 4 MB each) for image editing

Prompt tips

Use the full prompt length for text-heavy designs

With a 20,000-character prompt limit, you can spell out exact text strings, font descriptions, and layout instructions. This is especially useful for poster or infographic prompts with multiple text blocks.

Choose quality mode deliberately

medium is fast and cost-effective for iteration. Switch to high for final deliverables where fidelity matters — the visual difference is most noticeable in fine detail and text sharpness.

Limitations

  • No resolution control — quality mode affects fidelity, not pixel dimensions
  • 3 aspect ratios (fewer options than GPT Image 2)
  • Maximum 4 reference images per request, 4 MB each
  • Complex layouts with many overlapping elements may still need manual review
  • Prompt length capped at 20,000 characters

FAQ

How is GPT Image 1.5 different from GPT Image 1?

It is roughly 4x faster, more cost-effective at medium quality, and has significantly better text rendering. It also adds a quality toggle (medium/high). Both support the same 3 aspect ratios (1:1, 3:2, 2:3).

Does it support resolution control?

No. Unlike GPT Image 2, there is no explicit resolution parameter. Use the quality setting (medium or high) to control output fidelity.

Can I edit existing images?

Yes. Upload up to 4 reference images via image_urls. The model is particularly good at preserving logos and faces during edits.