# AI use cases for GPT Image 2 5 Prompt Atlas (callirra-ai/gpt-image-2-5-prompt-atlas) Repo: [callirra-ai/gpt-image-2-5-prompt-atlas](https://github.com/callirra-ai/gpt-image-2-5-prompt-atlas) | Use cases: 3 | Page: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/ A repository of fifty gpt-image-2.5 prompts, each shown with the frame it produced, plus a measured comparison of the Flare and Sunburst tiers. This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL. - Pick a tested image prompt and generate it in one click: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/pick-a-tested-image-prompt/ - Choose between the Flare and Sunburst tiers for a job: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/choose-flare-or-sunburst-tier/ - Write a full engineering brief for an image that must be right: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/write-full-engineering-image-brief/ ## How to pick a tested image prompt and generate it in one click with GPT Image 2 5 Prompt Atlas Repo: [callirra-ai/gpt-image-2-5-prompt-atlas](https://github.com/callirra-ai/gpt-image-2-5-prompt-atlas) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README Browse the fifty tested prompts, open one deep link, and get the same frame style on Callirra. **Who it is for:** A designer or marketer who needs a starting image fast and wants a prompt already shown to work. **The problem:** Writing an image prompt from scratch takes trial and error, and the result is hard to predict. **The outcome:** The user has a generated image that matches a published example, with the prompt and settings already filled in. ### Steps 1. Open the gallery site at https://callirra-ai.github.io/gpt-image-2-5-prompt-atlas/ and search for a subject close to your need. 2. Open the case page for the entry you chose and read the prompt, model, aspect ratio, and quality shown above it. 3. Click the Try this prompt on Callirra link to open the form with everything already filled in. 4. Check the form fields, then press generate yourself, since the deep link does not submit the form. ### Prompt to paste into your agent ```text Use the Deduped-listed repo callirra-ai/gpt-image-2-5-prompt-atlas to find the showcase entry closest to . Open its Try this prompt link and report the prompt text, model, aspect ratio, and quality. Verify the form is filled and not submitted before you finish. ``` ### Caveat The deep links only pre-fill the Callirra form and do not submit it, so generating each image is still a manual step on that site. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/pick-a-tested-image-prompt/ ## How to choose between the Flare and Sunburst tiers for a job with GPT Image 2 5 Prompt Atlas Repo: [callirra-ai/gpt-image-2-5-prompt-atlas](https://github.com/callirra-ai/gpt-image-2-5-prompt-atlas) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README Use the atlas tier comparison to decide which gpt-image-2.5 tier fits your image. **Who it is for:** A creator or product lead deciding which gpt-image-2.5 tier to pay for on a given image task. **The problem:** Teams repeat the Flare or Sunburst question without a measured basis for the choice. **The outcome:** The user picks a tier based on the atlas measurements of image tokens, render time, and cost shown on each entry. ### Steps 1. Open the Tier comparison section of the README in the repository. 2. Note the entries that show openai/gpt-image-2.5-flare and those that show openai/gpt-image-2.5-sunburst. 3. Compare the image tokens, render time, and cost listed under each entry for the subject type closest to your job. 4. Pick the tier for your job and open a matching deep link to test it on Callirra. ### Prompt to paste into your agent ```text Read the Tier comparison and showcase entries in callirra-ai/gpt-image-2-5-prompt-atlas. For the job , recommend Flare or Sunburst and list the token, time, and cost figures that support the choice. Verify each figure appears in the README before you report it. ``` ### Caveat The comparison reflects the specific prompts and settings in this atlas, so results on your own subjects may differ. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/choose-flare-or-sunburst-tier/ ## How to write a full engineering brief for an image that must be right with GPT Image 2 5 Prompt Atlas Repo: [callirra-ai/gpt-image-2-5-prompt-atlas](https://github.com/callirra-ai/gpt-image-2-5-prompt-atlas) | Difficulty: Intermediate | Time: 45 minutes | Basis: From the README Use the thirty craft cases as models for long, specified prompts that control canvas, light, and text. **Who it is for:** A prompt engineer or art director who must ship a frame with exact text, counts, and lighting. **The problem:** Short prompts leave most decisions to the model, which makes precise frames hard to repeat. **The outcome:** The user has a detailed brief modeled on a craft case, adapted to their own subject and checked against the output. ### Steps 1. Open the Craft cases section and pick the case closest to your target, since these run from 400 to 4,500 words. 2. Read the prompt file for that case to see how canvas, light, materials, exact text, and counts are specified. 3. Replace the subject and details with your own, keeping the same structure. 4. Generate the frame on Callirra and compare it against the case frame to check the level of control you got. ### Prompt to paste into your agent ```text Using the Craft cases in callirra-ai/gpt-image-2-5-prompt-atlas as a template, write a brief for that specifies canvas, light, materials, and exact text. Output the finished brief. Verify it follows the structure of the closest case and contains no em dashes. ``` ### Caveat The craft cases show how detailed briefs were written for this atlas, and a long brief does not guarantee a correct frame on every render. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/write-full-engineering-image-brief/