Text In Image Prompts: Copy-Paste AI Image Prompt Library

A good text in image prompt follows these rules: 1) Explicitly mention text inclusion in the prompt; 2) Define exact wording, font style, and placement; 3) Specify colors/contrast against background; 4) Use negative prompts to avoid common text rendering issues; and 5) Choose dedicated text models (Ideogram 3.0, GPT Image 1.5) when possible.

Text inclusion remains one of AI image generation's toughest challenges in 2026, with only a handful of models reliably rendering legible typography. This guide covers prompt formulas that work across platforms, model-specific tweaks, and fixes for common failures.

Quick-start formula: [Subject] with text '[exact wording]' in [font style], [color] on [background color/details], [placement instruction], [lighting condition] --v 6 --style raw

For FluxNote specifically:

1. 1FLUX.2 Pro (18 credits): Best for photorealistic text integration using negative prompts like 'blurry letters, distorted words'
2. 2GPT Image 1.5 (18 credits): Handles complex text layouts best with prompts specifying 'centered typography' or 'neon sign lettering'
3. 3Ideogram 3.0 (14 credits): Dedicated text model that supports multi-line paragraphs with alignment instructions

Negative prompt essentials:

• 'text artifacts, misaligned typography, floating letters, watermark'
• 'nonsense symbols, repeated characters, merged glyphs'

Common fixes:

1. 1Upscale then touch up in Kontext Max editor
2. 2Add '--ar 16:9' for banner text
3. 3Use 'glowing outline' descriptor for low-contrast situations

Example specs:

1. 1'Beach sunset poster with 'Summer Vibes' in bold cursive, white text with blue outline centered on horizon line'
2. 2'Cyberpunk street sign with 'Neo-Tokyo' in glowing kanji-style font, pink on black metal, mounted at 45-degree angle'
3. 3'Medieval parchment with 'Royal Decree' in blackletter calligraphy, sepia tone, coffee stain texture around edges'

• Product mockup: White sneaker with 'FLUX' in graffiti-style text, neon green letters glowing on black rubber sidewall, studio lighting, sharp focus --v 5.2

• Book cover: Thriller novel titled 'Midnight Protocol' in futuristic digital font, letters made of blue binary code against dark server room background, cinematic lighting

• Cafe menu: 'Artisan Coffee' in rustic hand-painted style, brown letters on weathered wooden board, soft morning light, slight paint drip texture --style 4c

• Concert poster: 'JAZZ NIGHT' in 1920s art deco gold foil letters, black velvet background with spotlight effect, subtle paper texture

• Street photography: 'OPEN 24HRS' in crooked red neon sign, partially reflected in rainy pavement, Tokyo alleyway at night --ar 4:3

• Motivational poster: 'DREAM BIG' in 3D extruded gold letters floating above mountain summit at sunrise, volumetric light rays

• Historical document: 'Declaration of Independence' in colonial-era quill pen script, slightly faded ink on aged parchment paper, candle-lit ambiance

• Sports jersey: 'CHAMPIONS' in blocky team font, silver embroidery texture on navy blue fabric, stitched thread details visible

• Food packaging: 'ORGANIC' in earth-toned hand-drawn letters on brown paper bag, crumpled texture, rustic twine accent

• Political cartoon: 'VOTE TUESDAY' in bold newspaper headline font, black on yellow background, carried by cartoon eagle

• Tattoo design: 'Forever Free' in intricate gothic lettering, black ink style with shading highlights, placed on forearm skin texture

• Vintage advertisement: 'Guaranteed Quality!' in 1950s retro script, red and white colors on chrome diner background --style raw

• Video game asset: 'LEVEL COMPLETE' in pixel art 8-bit font, flashing rainbow colors on dark fantasy background --ar 9:16

• Science diagram: 'CELL STRUCTURE' in clean sans-serif font, blue labels with arrow pointers on educational illustration

• Architecture rendering: 'GRAND THEATER' in elegant engraved stone letters above classical building entrance, afternoon shadows

• Romantic greeting: 'I Love You' in delicate cursive, gold foil letters on red rose petals macro shot, shallow depth of field

• Horror concept: 'GET OUT' scratched in blood-like drips on old basement door, dim flashlight illumination --chaos 60

• Tech interface: 'SYSTEM READY' in futuristic HUD font, green glowing text overlay on cybernetic eye close-up

• Fashion magazine: 'SPRING COLLECTION' in modern thin font, oversized letters with model walking through transparent text

• Wedding invitation: 'The Smiths' in ornate script with floral vine embellishments, silver foil on cream cardstock, soft shadow

• Blackboard: 'Lesson 1: Physics' in perfect chalk handwriting, slight dust particles visible, classroom lighting

• Graffiti wall: 'REBEL' in wildstyle spray paint letters, vibrant colors with 3D shadow effect on urban brick texture

• DIY sign: 'Garage Sale' in uneven childlike handwriting, black marker on cardboard, imperfectly held by smiling elderly hands

• Sci-fi prop: 'CAUTION: RADIOACTIVE' in hazard stripe font, weathered metal sign with bolts holding it to containment unit

• Fantasy map: 'Forgotten Forest' in medieval calligraphy with ink blot details, placed over illustrated woodland area

• T-shirt design: 'Music Lover' in distressed band-tour style print, cracked ink texture on gray cotton fabric

• Glass engraving: 'Est. 1890' in precise etched lettering, macro shot showing light refraction through clear crystal awards

• Political protest: 'CHANGE NOW' in hand-held painted cardboard signs, slightly misaligned letters showing human imperfection

• Surreal artwork: 'Question Reality' melting Dali-style letters under desert sun, hyper-detailed oil painting technique

• Film title sequence: 'THE INVESTIGATION' in suspense-thriller suspense font, appearing through fog with dramatic key lighting