GPT Image 2.6: Small Text on Shirts, Perfume Labels and Watch Dials
GPT Image 2.6 Sunburst preserved the readable wording in three reference-driven product examples: a shirt with three small sentences, a perfume label and a watch dial. Below, the original artwork sits beside each finished image, followed by detail crops so you can inspect the result.
These are original fictional product designs turned into photographic scenes. They demonstrate how the model carries visible text and design into a new image; they do not establish exact reconstruction of a manufactured product.
What we tested
Reviewed November 5, 2026. Astria's live model catalog identified GPT Image 2.6 Sunburst as model 6012599 and GPT Image 2.6 Flare as 6012600. This article tests Sunburst only. The model name was checked again in each completed generation record; these results do not use GPT Image 2.5, GPT Image 2 or another model under a substitute label.
Each original reference is a locally authored product illustration rendered at 2400 × 3200. We supplied that image to Sunburst with a scene prompt, requested one image at the 4K setting and a 3:4 aspect ratio, and disabled Lynx and face inpainting. All three generations ran in the Articles workspace.
Each returned file measures 2528 × 3248. That exceeds 2K on both axes, but it is neither 4096 pixels on the long edge nor exactly 3:4. The dimensions here describe the downloaded files, not just the selected setting.
The prompts asked the model to preserve the reference lettering without transcribing the words into the prompt. Article copies are resized and encoded for display; detail crops are taken directly from the original pixels. No lettering was repainted or replaced after generation.
Shirt: three small sentences
The ivory shirt combines a teal globe-and-orbit graphic with a headline, three small sentences and two short footer labels. The generated still-life adds cotton texture, a wooden hanger and soft studio light.
The output reads:
Follow the quiet lines between land and sea.
Collect the details that the hurried eye forgets.
Every small observation begins another story.
All three sentences match the source wording and punctuation. ASTRIA FIELD STUDIO, OBSERVATIONS / 026, THE ART OF PAYING ATTENTION, EST. 2026 and SERIES No. 026 are also readable. The material, drape, silhouette and print spacing are interpreted, so this is a successful lettering example without being a pixel-identical garment reconstruction.
Perfume: the complete label
The perfume scene preserves all five label lines: ASTRIA, ATELIER, NEROLI / 026, EAU DE PARFUM and 50 ml · 1.7 fl oz. The small volume line remains readable beneath the fragrance name.
The green cap, silver neck, cream label with a thin green border and pale golden bottle remain recognizable. Sunburst adds glass thickness, reflections, liquid and sunlight that the flat drawing cannot specify. Label spacing and bottle-to-cap proportions vary slightly; the result is a polished concept image rather than verified packaging photography.
Watch: numerals and dial lettering
All twelve Arabic numerals appear once and in the expected clockwise order. The four dial lines read ASTRIA, FIELD TIMER, MANUAL WIND and SERIES 026, matching the reference. The dark teal hour and minute hands and rust-red seconds hand point in the same general directions as the source.
The minute track remains visibly structured around the dial, but this example does not establish engineering-accurate spacing or watch construction. Letter weight, hand geometry and the case are interpreted. Leather grain, strap holes, steel finishing and case depth are newly rendered details. Check those separately if a real watch's exact construction matters.
Use the same checks on your product
Start with a sharp reference where the small print can actually be read. Describe a scene that leaves the label or artwork visible, then inspect both the complete image and a close crop. Compare every word, numeral and punctuation mark before approving the result. Follow that with a separate check of color, shape, material and graphic placement.
These three first attempts are encouraging examples of readable reference text. They are not a measured success rate, a Sunburst-versus-Flare comparison or evidence that every label will survive every pose. In particular, they do not test an on-model shirt, a distant wristshot or text hidden by folds and reflections.
For the separate reference-detail refinement workflow, see Astria Lynx. For watch-specific reference and review guidance, see AI watch photography.
Open Astria to try your own references. Check the live model selector for availability and Astria pricing for current rates.