Seasonal Street View Style Converter
A prompt based on simple instructions designed to transform scene environments into specific locations and seasons while maintaining contextual consistency.
14,482 prompts
A prompt based on simple instructions designed to transform scene environments into specific locations and seasons while maintaining contextual consistency.
A cinematic studio portrait prompt for generating high-fashion imagery of an elegant woman featuring intricate accessories and dramatic lighting.
Generates a creative product concept visualization for a Venus-themed soap holder, including a reference painting, a pencil sketch, and a realistic photo of the product in a bathroom setting.
A cinematic sunset portrait of a South Asian man, strictly maintaining identity features.
A comprehensive prompt setup to generate clean 3D graphic design layouts, informational diagrams, and matte-texture presentation slides.
An enchanting digital art prompt for a translucent, glowing maple leaf with embedded flowers, floating over water with rippled reflections.
A structured prompt for creating professional technical infographics with blueprint overlays and architectural details based on a reference object.
A prompt designed to create high-end vertical city posters, blending realistic digital painting with traditional ink wash styles and modern landmarks.
A professional technical prompt for creating 2x2 grid fashion advertising posters using reference images and high-end typography for a modern aesthetic.
A prompt to transform an attached research paper into a professional academic poster following specific conference regulations.
A surreal prompt placing a small fishing boat in an ocean of noodles, creating a unique food-themed fantasy scene.
A conceptual landscape prompt placing a delicate greenhouse in the frozen depths of a glacier, highlighting environmental contrast.
Transforms a photograph into a nostalgic, hand-drawn travel journal entry using watercolor and colored-pencil textures.
A carefully designed LLM system prompt that transforms AI into an interactive game for designing ancient Chinese female characters, ultimately outputting image generation prompts.
A cinematic close-up portrait prompt featuring dramatic magenta and cyan neon lighting for a moody, high-contrast nightclub aesthetic.
A prompt that transforms Piet Mondrian's famous abstract art into a functional desktop storage cabinet design with 3D depth and realism.
A complex macro photography prompt depicting tiny humans living inside a peeled tangerine, focused on realistic light transmission through citrus segments.
A prompt for generating a 3x3 storyboard grid for 16:9 Vocaloid music videos featuring specific characters.
Generates a cohesive four-panel photo collage capturing different tranquil expressions and moods of a woman with long wavy hair.
A split-composition prompt that transforms a travel photograph into a delicate watercolor painting on the bottom half.
An artistic prompt that transforms uploaded photos into a split-screen layout, blending high-end photo editing with hand-drawn graffiti collages.
A realistic portrait prompt emphasizing authentic skin texture and natural rooftop lighting, avoiding polished studio aesthetics.
A highly precise prompt for creating 2D game character animation sprite sheets in a 4x4 grid, focusing on character consistency and frame alignment.
A detailed cinematic character setting prompt designed to ensure visual consistency in split-screen layouts.
Last reviewed August 17, 2026 · Editorial synthesis of current Topview samples and public prompting guidance
Quick answer
A useful GPT Image 2 prompt describes a finished visual deliverable rather than collecting style keywords. Begin with the artifact—a product hero image, poster, storefront banner, storyboard, comic page, UI mockup, or surgical edit—then define the subject and the layout it must occupy. Treat on-image copy as content: quote the exact wording, assign each text block a position and hierarchy, and remove any text the design does not need. For product and ecommerce work, separate facts that must stay true, such as packaging geometry, label placement, color, and material, from creative choices such as the background, lighting, props, and crop. For comics and storyboards, specify the panel count, reading order, recurring character anchors, and one visible beat per panel. For edits, name the requested change first and repeat what must remain unchanged. Long prompts can be useful for dense artifacts, but structure matters more than length; labeled sections or short lines make omissions and conflicts easier to find. Generate a draft, check the composition at thumbnail size, proofread every word, inspect hands and product details, and revise one failing instruction at a time. Improved text rendering is not a substitute for final human proofreading, especially for prices, claims, labels, multilingual copy, or customer-facing assets.
[deliverable and destination] + [subject and required facts] + [composition and layout] + [exact text and typography] + [visual system] + [preserve and avoid rules]
Name the artifact and where it will be used, including the intended orientation or aspect ratio. A marketplace hero image, mobile story ad, printed flyer, and comic page require different information density and spacing.
Describe the main person, product, object, or topic with concrete attributes. Separate factual requirements—product shape, ingredient count, character wardrobe, chart values—from optional art direction.
Place the main elements using observable relationships such as centered, upper third, left column, three-card grid, foreground, or text-safe negative space. For complex designs, list regions in reading order.
Put literal copy in quotation marks, state where it appears, and describe hierarchy, alignment, weight, color, and repetition limits. Keep copy concise when possible and proofread the result before use.
Choose a coherent medium, palette, lighting approach, material treatment, and type personality. Use photography or design language that changes a visible decision instead of stacking vague quality adjectives.
For edits, distinguish the one requested change from identity, geometry, layout, lighting, or brand details that must remain invariant. End with a short list of failures that would directly invalidate the asset.
Start with the design job, then turn the canvas into named regions. This helps a prompt cover both visual hierarchy and the information a viewer must read.
| Goal | Prompt pattern | Example wording |
|---|---|---|
| Poster or event flyer | [format] + [hero visual] + [headline, details, CTA] + [top-to-bottom hierarchy] + [text exclusions] | Vertical concert poster: singer in the lower half, headline "NIGHT BLOOM" across the upper third, date and venue below it, small "BOOK NOW" footer; bold condensed sans serif, high contrast, no extra names or duplicate text. |
| Social ad with text-safe space | [channel and ratio] + [subject placement] + [reserved copy area] + [exact copy] + [mobile readability] | 9:16 skincare story ad, bottle anchored in the lower-right third, clean negative space above and left; headline "CALM IN THREE DROPS" and small subhead "Barrier care for dry days," readable at phone size. |
| Infographic or educational visual | [audience and topic] + [section count] + [reading order] + [labels and data] + [visual key] | Portrait beginner infographic explaining a coffee plant life cycle in five numbered stages from top to bottom; exact stage labels, one icon per stage, a restrained green palette, and a small legend at the bottom. |
| UI or dashboard mockup | [screen and platform] + [navigation] + [primary task] + [component hierarchy] + [realistic sample content] | Desktop inventory dashboard with left navigation, compact top bar, four KPI cards, a sortable product table, and a low-stock alert panel; practical spacing, clear labels, no concept-art decoration. |
Treat the product as a controlled object. Lock the facts a shopper relies on, then direct the scene, crop, and merchandising purpose around them.
| Goal | Prompt pattern | Example wording |
|---|---|---|
| Marketplace main image | [product facts] + [front-facing crop] + [plain background] + [edge and shadow behavior] + [preserve list] | Centered front-facing amber shampoo bottle on a clean warm-white background, full product visible with a subtle contact shadow; preserve bottle proportions, pump shape, amber color, and label placement; no props or extra copy. |
| Lifestyle product hero | [unchanged product] + [use context] + [surface and props] + [lighting] + [space for campaign copy] | Keep the ceramic mug shape, cobalt glaze, handle, and printed mark unchanged; place it on a lived-in breakfast table in soft side light with linen and one sliced orange, leaving the upper-left quarter uncluttered. |
| Feature comparison card | [product view] + [three to five verified features] + [grid structure] + [icon logic] + [copy limit] | Landscape product feature card with the standing blender on the left and exactly four benefit rows on the right: "900 W MOTOR," "1.5 L JUG," "6 SPEEDS," and "PULSE MODE"; one simple icon per row. |
| Packaging or label concept | [package form and material] + [brand and variant copy] + [label hierarchy] + [required legal-copy placeholder] + [proofread rule] | Matte paper tea pouch with the brand "FIELD NOTES" centered, variant "ROASTED OOLONG" below, and a small placeholder block labeled "INGREDIENTS" on the back-panel mockup; verify every word before publishing. |
Multi-panel images become easier to direct when the grid and narrative order are explicit. Give each panel one readable event and repeat only the continuity anchors that matter.
| Goal | Prompt pattern | Example wording |
|---|---|---|
| Cinematic storyboard | [grid and aspect] + [shot order] + [one action per panel] + [camera label] + [continuity anchors] | Wide six-panel storyboard in two rows: 1 exterior wide, 2 medium entrance, 3 hand insert, 4 over-shoulder discovery, 5 reaction close-up, 6 final wide; keep the red coat and brass key unchanged in every panel. |
| Four-panel comic | [reading order] + [recurring character lock] + [setup, turn, escalation, payoff] + [exact dialogue per panel] | Four equal panels read left to right. Same gray cat with one blue collar throughout. Panel 1 setup at an empty bowl; panel 2 hears a cupboard; panel 3 heroic leap; panel 4 lands beside the unopened treats. One short speech bubble only in panel 4: "PLANNED IT." |
| Character reference sheet | [canvas] + [view count and labels] + [identity and wardrobe lock] + [detail insets] + [plain background] | Horizontal character sheet on off-white: exactly three full-body views labeled "FRONT," "SIDE," and "BACK," plus two facial-expression insets; preserve the short silver hair, green jacket, orange shoulder patch, and boot design. |
| Shot-plan blueprint | [floor plan or scene map] + [numbered camera positions] + [matching frame thumbnails] + [lens or movement notes] | Production blueprint with a top-down café floor plan on the left and four numbered shot thumbnails on the right; match camera markers C1–C4 to each thumbnail and keep labels large enough to audit. |
Describe an edit as a controlled delta: identify the source role, state the one change, and repeat the elements that should survive the revision.
| Goal | Prompt pattern | Example wording |
|---|---|---|
| Change only the background | Use [source] as the base; replace only [background]; preserve [subject, crop, light, edges]; avoid [restyling] | Use Image 1 as the base. Replace only the office background with a softly lit library. Preserve the person’s identity, pose, clothing, crop, facial expression, and existing light direction; do not retouch the face. |
| Product scene variation | Keep [product invariants]; change [surface, setting, or season]; match [shadow and reflection]; no [geometry or label drift] | Move the same watch onto dark slate with cool dawn light. Keep the case, dial, hands, indices, crown, strap, engraving, and logo placement unchanged; match a realistic contact shadow and metal reflections. |
| Localize text in an existing design | Replace only [source copy] with [target copy]; preserve [layout, hierarchy, type style, imagery]; allow [limited reflow rule] | Replace only "SUMMER MARKET" with "MARCHÉ D’ÉTÉ" and "OPEN SUNDAY" with "OUVERT DIMANCHE"; preserve colors, image crop, type hierarchy, and icon placement; allow minor tracking adjustment only if needed. |
| Sketch or flat art to rendered image | Use [drawing] as structural truth; preserve [perspective and silhouette]; add [materials, lighting, environment]; do not invent [new elements] |
Make a premium ad for this coffee bottle. Add catchy text, nice lighting, and make it look professional for social media.
Create a 4:5 social feed ad using the uploaded cold-brew bottle as the product reference. Preserve the bottle height-to-width ratio, amber glass, black cap, cream label, logo placement, and all existing label text. Place the bottle upright in the lower-right third on dark walnut with a small realistic contact shadow and cold condensation. Use soft morning side light from the left and a restrained cream, espresso-brown, and copper palette. Reserve clean negative space in the upper-left. Render the headline exactly once: "SLOW MORNING. BOLD COFFEE." in large cream condensed sans serif. Below it, add "18-hour cold brew" in smaller regular sans serif. No other copy, badges, price, watermark, duplicated bottle, extra cap, altered logo, or redesigned packaging. Keep every word legible, then proofread the generated image before publishing.
The weak prompt identifies a general category but leaves the model to decide the format, product fidelity, hierarchy, copy, crop, and scene. The strong prompt converts the request into an auditable creative brief: it names the channel and ratio, locks product facts, assigns the canvas, provides exact text with a hierarchy, chooses a coherent visual system, and limits unwanted additions. It still treats the output as a draft that needs visual and textual review rather than promising a perfect first result.
Name the artifact and destination first. “Editorial,” “premium,” or “cinematic” cannot decide whether the image needs a poster hierarchy, a marketplace crop, a comic grid, or a text-safe banner.
Put every required headline, label, caption, and button in quotation marks. State placement and hierarchy, limit unnecessary copy, and proofread the output rather than assuming wording will be exact.
Describe major regions and relationships: upper third, left column, centered hero, three-card grid, foreground, background, or reserved negative space. For dense designs, specify the reading order.
State the packaging geometry, material, color, logo and label placement, closures, and other shopper-visible details that must remain unchanged before directing a new background or lighting setup.
Give each panel one main visible event and define the grid and reading order. Move secondary actions into another panel and repeat a compact character or prop lock across the sequence.
Write “change only” for the requested delta and list the identity, geometry, crop, layout, lighting, or surrounding objects to preserve. Repeat critical invariants on later revisions if they begin to drift.
Prioritize positive instructions, then exclude only failures that would invalidate the asset, such as extra text, a duplicated product, altered label, watermark, or changed face.
Review composition, text, identity, product details, and anatomy separately. Revise the smallest failing instruction first so it is clear which change helped or created a regression.
Include the intended deliverable, subject and required facts, composition, exact on-image text, visual system, and any preserve or avoid rules. A simple portrait may need only a few sentences; a UI mockup, infographic, product card, or comic benefits from labeled sections.
Put literal copy in quotation marks, keep it as concise as the design allows, and specify placement, hierarchy, font character, color, and whether it should appear exactly once. Always proofread the generated asset; customer-facing claims, prices, names, labels, and multilingual text require human verification.
Not automatically. Topview samples include paragraphs, labeled briefs, and JSON-like templates. Use the format your team can scan and edit reliably. Complex layouts often benefit from headings or nested fields, while a single photographic scene may be clearer as a short paragraph.
Describe the product facts first—shape, material, color, closures, label and logo placement—then direct the camera view, surface, props, lighting, and destination crop. For reference-based work, explicitly preserve shopper-visible details and review the output against the source before use.
State the canvas, grid, panel count, and reading order. Give each panel one visual beat, shot or composition, and any exact dialogue. Repeat a compact continuity lock for recurring characters, wardrobe, props, and location details, then check that the sequence reads correctly without the prompt.
Identify the base image, say what to change and where, then list the identity, geometry, composition, crop, lighting, text, and surrounding objects to preserve. Use a focused “change only X; keep Y unchanged” instruction and make additional revisions one at a time.
Only as long as the artifact requires. Dense infographics and multi-panel designs need more structure than a single portrait. Remove repeated style words, contradictory instructions, and details that do not affect the result; labeled sections can make a long prompt easier to debug.
Yes. Reuse the structural pattern—deliverable, layout, text hierarchy, scene direction, and constraints—then replace the subject, facts, copy, and brand rules with your own. Treat every example as a starting point and validate the generated image for your specific use case.
How this guide was built
This guide was synthesized from recurring patterns in a representative popular sample of Topview’s GPT Image 2 prompt library, including infographics, app and web mockups, product marketing, posters, character sheets, storyboards, comics, portraits, and reference-based edits. The sample showed frequent use of reusable variables, explicit regions or grids, literal text, count constraints, product or character locks, and change-versus-preserve language. The editorial structure was cross-checked against OpenAI’s GPT Image generation prompting guidance and the search intent covered by current GPT Image 2 guide pages, then rewritten specifically for Topview users. The examples are instructional patterns, not guarantees of model behavior; output quality can vary with the source assets, generation settings, prompt complexity, and later model updates. Verify factual claims, typography, brand details, and customer-facing content before use.
| Render the uploaded kiosk sketch as a believable retail concept while preserving the exact footprint, counter height, shelves, signage zones, and camera perspective; add pale oak, brushed steel, and soft mall lighting, with no new fixtures. |