01 / THE STARTING POINT
What makes a design feel like itself?
Think about a café menu you love. Its character might come from warm cream paper, a small dark headline, generous space around the photograph, and a single red accent. Replace just one of those choices and the mood changes. Replace all of them and it becomes a different place.
That relationship between choices is what we mean by a visual world. It includes the color palette, but also how much space each color occupies. It includes type, but also its weight, placement, and relationship to the photograph. Texture, lighting, ornament, and empty space all contribute to the same impression.
When you bring a reference to Poprica, you are giving the new design a creative starting point. An existing promotion, a menu, or a template can express the direction you want more clearly than a long list of style adjectives.
The reference gives the design its direction. Your product and message give it a reason to exist.
02 / GPT ASTRA
Reading the visual world beyond individual pixels.
GPT Astra provides the interpretation layer in Poprica’s process. The aim is to understand how a reference communicates: what draws attention first, what supports it, and which visual choices establish the overall tone.
A soft pink background, for example, does not describe an entire style. Paired with fine lines and spacious typography, it might feel delicate and restrained. Paired with oversized lettering and dense decoration, it can feel playful and energetic. The relationships matter as much as the ingredients.
Palette & proportion
Dominant colors, supporting tones, and the balance between background, subject, and accent.
Composition & space
The focal point, visual hierarchy, and the room left for an image or message to breathe.
Texture & atmosphere
Paper-like surfaces, light and shadow, decorative details, and the overall emotional tone.
Typographic character
The visual weight and rhythm of the lettering, and how it supports the message.
This interpretation gives reconstruction a direction. A quiet, carefully spaced reference should guide a quiet, carefully spaced promotion. A bold, lively reference should give the new design a different starting point.
03 / GPT IMAGE 2.5
A new composition. A familiar creative direction.
GPT Image 2.5 handles image reconstruction, bringing the reference direction together with your product photo and the details you supply. The goal is visual fidelity to the art direction: keeping the tone, palette, and design character recognizable as the subject and message change.
A reference might feature a coffee cup, while your promotion needs to feature a croissant. The new composition has to make room for that different silhouette, a different name, and perhaps a price or a short offer. The reference remains a guide to how those elements should feel together.
Your product photo anchors the subject. Your product name, price, and description define the message. The reference provides the visual language. Keeping these roles clear helps you ask for a design that belongs to your business rather than inheriting another business’s offer.
Use references you own or have permission to use. Their atmosphere can guide your work without carrying over someone else’s logo, product name, or promotional claims. Before publishing, compare the generated product with your original photo and check any details that matter to your customers.
04 / BUILT BY POPRICA
Capable models. A purpose-built creative pipeline.
The models are part of the story. Poprica’s custom prompts and pipeline controls shape how they work with your inputs. A reference design, a product photo, and a price are different kinds of information; each needs a clear role in the generation brief.
Our prompt design separates the subject from the art direction. Product images define what the promotion is about. Reference images guide its visual character. Your text supplies the facts and message. Brand details add further direction. This structure helps communicate what should carry over, what should change, and what the new design needs to say.
The pipeline also turns your choices into generation constraints. The selected format guides the canvas and composition. Reference colors help anchor the palette. Language and title-direction settings guide the text, while instructions distinguish headlines from prices and supporting copy. These choices are brought together before the image is generated.
When multiple references are combined, the brief needs to account for them together and describe a coherent direction. After generation, output handling prepares the image for the selected format. From preparing the inputs to preparing the result, Poprica controls the sequence around the model call.
Poprica’s own prompts and pipeline connect visual interpretation, image reconstruction, and the practical requirements of a promotion.
That is the product design behind the experience: giving powerful models a structured creative brief and a controlled workflow. It is intended to make the result more useful for an actual business, with its own products, wording, visual identity, and output requirements.
05 / LANGUAGE & TYPE
Words carry meaning. Their layout should, too.
A headline, a price, and a small explanatory note have different jobs. Semantic text understanding means treating the words according to those jobs: which phrase names the product, which line makes the offer, and which information needs to remain easy to find.
This matters even more across languages. A short English headline may become a longer phrase in another language. Japanese text has different spacing and line-break patterns. A layout that works in one script may need a different balance in another.
Poprica uses the supplied text and output language to guide generation, with the aim of keeping the message readable and the typography consistent with the design. Art direction should support the words, rather than forcing them into a space that cannot comfortably hold them.
For the best starting point, supply the exact wording you want customers to see. Keep essential text concise and make names, prices, units, and dates explicit. If wording has already been translated and approved, use that approved version.
AI-generated typography still needs a final check. Spelling, individual characters, line breaks, and small print can require correction. Read the finished design at its intended size, especially for multilingual content, before sharing or printing it.
06 / BRAND CONTINUITY
Make the next promotion feel like it belongs.
A business rarely needs just one image. There is a new item next week, a seasonal offer next month, and another announcement after that. Starting from scratch every time can make the same business look like several unrelated brands.
Reusing a reference gives those jobs a shared direction. A brand kit can add your colors, logo, tone, and brand notes to the brief. Together, those inputs help you carry a recognizable character across new subjects and formats.
Consistency leaves room for variation. A social post may need a stronger focal point, while a menu needs room for information. You can keep the warmth, texture, and typographic character of a reference while changing the composition to serve the new purpose.
Review the designs together as a series. If one feels too busy or too bright, describe that difference in your next brief. Reuse the inputs that worked and make the direction more specific where it needs refinement.
07 / PUT IT INTO PRACTICE
Start with a reference that says something.
Choose the look.
Pick a template or upload a reference with the mood you want. A clear direction is easier to work from than several conflicting styles.
Add your product and your words.
Upload a clear product photo. Enter the name, exact price, and the message your audience needs. Choose the output language and format.
Explain what matters.
Be specific about the qualities to retain: the soft palette, spacious layout, paper texture, or bold headline. Include your brand details where relevant.
Generate, review, and carry it forward.
Check the product, text, and overall feel. Keep the reference and brand direction for the next promotion so each new design has a familiar starting point.
You do not have to name every design technique to know what feels right for your business. Start with a look you love, bring the product you actually sell, and give the message a clear place in the design.