OpenAI GPT Image 2 is most revealing when real photo edits test composition control, lighting changes, and faithful subject detail.
OpenAI GPT Image 2: what stands out
It looks strongest on believable photo edits, clean object handling, and short text that needs to stay readable inside the scene.
What GPT Image 2 does
GPT Image 2 shows marked gains in instruction following and text rendering. Six practical tests evaluate generation and edit quality across common use cases.
What it does
GPT Image 2 generates images from text and edits from photo inputs. The model handles high-resolution outputs and aims for clearer text in scenes. It can follow stepwise instructions and make targeted edits while keeping scene structure.
Test setup
| Model | openai/gpt-image-2 |
|---|---|
| Cover generator | google/nano-banana-pro |
| Resolution | 2K (2:3) |
| Quality | Medium |
| Samples | 1 per prompt |
Prompts used
- Commercial product photo of a matte black travel mug on dark slate, condensation beads on metal, softbox key light from left, subtle rim light, shallow depth of field, photorealistic, 50mm lens look
- Candid night street photo in Seoul after rain, neon shop sign must read NOODLES in clear block letters, wet asphalt reflections, people with umbrellas in the distance, 35mm film grain, high contrast, photorealistic
- Photo of a vintage metal street sign mounted on a red brick wall, crisp bold typography, text must read BAY STREET on the top line and SAN FRANCISCO on the bottom line, shallow depth of field, natural daylight, photorealistic
- Extreme macro photo of a honey bee landing on a lavender flower, visible pollen grains on fuzzy legs, translucent wing veins, creamy green bokeh background, razor sharp focus on eyes, natural sunlight, 100mm macro lens look, photorealistic
- Realistic photo of a small cafe chalkboard menu on a brick wall, hand-drawn chalk lettering, text must read LATTE $4 on the first line and COLD BREW $5 on the second line, warm indoor lighting, shallow depth of field
- Edit: replace clear sky with dense blue-grey morning fog, keep tower structure and camera angle, add a softly diffused rising sun disc behind fog, street lights on with gentle glow, moisture on foliage, photorealistic (input provided)
Text-to-image tests
1) Product photo realism
Lighting and materials look natural. Small details hold up well. The finish reads as metal.
2) Night street scene with neon text
Wet reflections and mood match the prompt. Short, clear neon text renders correctly. Long or small text may still break.
3) Sign typography on object
Letter shapes appear well formed for short phrases. Spacing and weight look correct in most cases.
4) Macro detail
Fine texture and depth of field render convincingly. Eyes and wings show believable detail.
5) Chalkboard menu with readable prices
Hand-lettered style looks natural. Prices render legibly at this scale. Complex scripts may still vary.
Image-to-image edit
Input image used for the edit test:
The edit preserves the tower and camera angle. Fog and atmosphere blend well. Lighting remains coherent.
Verdict
GPT Image 2 produces photorealistic results for product shots and macro work. Short, clear text renders well in signs and ads. Long or dense text still fails sometimes. Edits keep subject structure while changing mood and weather. Try the model: https://wiro.ai/models/openai/gpt-image-2.
Featured image and all outputs uploaded to the site for review.
