Results: 6 prompt tests<\/h2>\nPrompt 1: minimalist poster headline<\/h3>\n\n ![\"Minimal](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/04\/ovis-1.png\")
Prompt: A clean modern poster on textured paper. Large centered headline text OVIS IMAGE. Smaller subheading text TEXT FIRST. Minimalist layout, black ink typography, crisp edges, high contrast, print design.<\/figcaption><\/figure>\nThe headline reads clean. Spacing stays consistent. The subheading stays intact and does not turn into noise.<\/p>\n
Prompt 2: chalkboard cafe menu<\/h3>\n\n ![\"Chalkboard](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/04\/ovis-2.png\")
Prompt: A chalkboard cafe menu with white chalk lettering. Title MORNING MENU. Items ESPRESSO 2.50, LATTE 3.80, MATCHA 4.20. Hand drawn chalk texture, realistic board, shallow depth of field.<\/figcaption><\/figure>\nThe main lines stay readable and spelled correctly. One detail drifts: the final price appears without a matching item label. This shows a common failure mode when the layout packs several short lines.<\/p>\n
Prompt 3: login UI screen<\/h3>\n\n ![\"Dark](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/04\/ovis-3.png\")
Prompt: A mobile app login screen UI mockup on a dark background. Top title text SIGN IN. Field labels EMAIL and PASSWORD. Button text LOG IN. Small link text FORGOT PASSWORD. Clean UI, flat design, sharp typography.<\/figcaption><\/figure>\nThe layout looks like a real app screen, but spelling slips. The button and the link both pick up typos. UI work often needs small text, and small text still pushes the model.<\/p>\n
Prompt 4: street sign<\/h3>\n\n ![\"Street](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/04\/ovis-4.png\")
Prompt: A street photo of a metal road sign on a pole. Large text BAKER STREET. Smaller text ONE WAY with an arrow. Realistic daylight, sharp focus, slight bokeh background.<\/figcaption><\/figure>\nThis one lands. Both lines read correctly and the sign layout looks standard. Short all-caps words work well here.<\/p>\n
Prompt 5: product label on a bottle<\/h3>\n\n ![\"Shampoo](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/04\/ovis-5.png\")
Prompt: A photorealistic shampoo bottle on a white studio background. Front label text SAMPLE SHAMPOO. Subtext REPAIR AND SHINE. Small text 250 ML. Clean product photography, soft light, sharp readable label.<\/figcaption><\/figure>\nPackaging-style text stays sharp and centered. The small line (250 ML) remains readable. This is a strong fit for mockups and label comps.<\/p>\n
Prompt 6: neon sign lettering<\/h3>\n\n ![\"Neon](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/04\/ovis-6.png\")
Prompt: A neon sign on a brick wall at night. The sign text OPEN 24 HOURS. Pink and blue neon tubes, realistic glow, sharp readable letters, cinematic photo.<\/figcaption><\/figure>\nThe neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
\n\n\nTest<\/th>\n Target<\/th>\n Text accuracy<\/th>\n Notes<\/th>\n<\/tr>\n<\/thead>\n \n\n1<\/td>\n Poster headline<\/td>\n High<\/td>\n Clean layout and spelling<\/td>\n<\/tr>\n \n2<\/td>\n Menu<\/td>\n Medium<\/td>\n One line drifts in structure<\/td>\n<\/tr>\n \n3<\/td>\n UI screen<\/td>\n Low<\/td>\n Typos on small text<\/td>\n<\/tr>\n \n4<\/td>\n Street sign<\/td>\n High<\/td>\n Short all-caps text works well<\/td>\n<\/tr>\n \n5<\/td>\n Product label<\/td>\n High<\/td>\n Small units remain readable<\/td>\n<\/tr>\n \n6<\/td>\n Neon sign<\/td>\n High<\/td>\n Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\n\n- Posters, banners, and simple ad creatives with short headlines<\/li>\n
- Packaging mockups and product label comps<\/li>\n
- Signs, badges, and bold typographic elements<\/li>\n<\/ul>\n
Where it struggles<\/h2>\n\n- UI-like layouts with lots of small text that must be perfect<\/li>\n
- Dense menus and multi-line lists where each line must stay paired with a value<\/li>\n<\/ul>\n
Prompting tips for cleaner text<\/h2>\n\n- Keep the text short. Fewer words usually means fewer typos.<\/li>\n
- Use all caps for signs and headers.<\/li>\n
- Ask for high contrast typography and simple backgrounds.<\/li>\n
- When the layout matters, describe alignment and spacing in plain terms.<\/li>\n<\/ul>\n
The headline reads clean. Spacing stays consistent. The subheading stays intact and does not turn into noise.<\/p>\n
Prompt 2: chalkboard cafe menu<\/h3>\n\n Prompt: A chalkboard cafe menu with white chalk lettering. Title MORNING MENU. Items ESPRESSO 2.50, LATTE 3.80, MATCHA 4.20. Hand drawn chalk texture, realistic board, shallow depth of field.<\/figcaption><\/figure>\nThe main lines stay readable and spelled correctly. One detail drifts: the final price appears without a matching item label. This shows a common failure mode when the layout packs several short lines.<\/p>\n
Prompt 3: login UI screen<\/h3>\n\n Prompt: A mobile app login screen UI mockup on a dark background. Top title text SIGN IN. Field labels EMAIL and PASSWORD. Button text LOG IN. Small link text FORGOT PASSWORD. Clean UI, flat design, sharp typography.<\/figcaption><\/figure>\nThe layout looks like a real app screen, but spelling slips. The button and the link both pick up typos. UI work often needs small text, and small text still pushes the model.<\/p>\n
Prompt 4: street sign<\/h3>\n\n Prompt: A street photo of a metal road sign on a pole. Large text BAKER STREET. Smaller text ONE WAY with an arrow. Realistic daylight, sharp focus, slight bokeh background.<\/figcaption><\/figure>\nThis one lands. Both lines read correctly and the sign layout looks standard. Short all-caps words work well here.<\/p>\n
Prompt 5: product label on a bottle<\/h3>\n\n Prompt: A photorealistic shampoo bottle on a white studio background. Front label text SAMPLE SHAMPOO. Subtext REPAIR AND SHINE. Small text 250 ML. Clean product photography, soft light, sharp readable label.<\/figcaption><\/figure>\nPackaging-style text stays sharp and centered. The small line (250 ML) remains readable. This is a strong fit for mockups and label comps.<\/p>\n
Prompt 6: neon sign lettering<\/h3>\n\n Prompt: A neon sign on a brick wall at night. The sign text OPEN 24 HOURS. Pink and blue neon tubes, realistic glow, sharp readable letters, cinematic photo.<\/figcaption><\/figure>\nThe neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
\n\n\nTest<\/th>\n Target<\/th>\n Text accuracy<\/th>\n Notes<\/th>\n<\/tr>\n<\/thead>\n \n\n1<\/td>\n Poster headline<\/td>\n High<\/td>\n Clean layout and spelling<\/td>\n<\/tr>\n \n2<\/td>\n Menu<\/td>\n Medium<\/td>\n One line drifts in structure<\/td>\n<\/tr>\n \n3<\/td>\n UI screen<\/td>\n Low<\/td>\n Typos on small text<\/td>\n<\/tr>\n \n4<\/td>\n Street sign<\/td>\n High<\/td>\n Short all-caps text works well<\/td>\n<\/tr>\n \n5<\/td>\n Product label<\/td>\n High<\/td>\n Small units remain readable<\/td>\n<\/tr>\n \n6<\/td>\n Neon sign<\/td>\n High<\/td>\n Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\n\n- Posters, banners, and simple ad creatives with short headlines<\/li>\n
- Packaging mockups and product label comps<\/li>\n
- Signs, badges, and bold typographic elements<\/li>\n<\/ul>\n
Where it struggles<\/h2>\n\n- UI-like layouts with lots of small text that must be perfect<\/li>\n
- Dense menus and multi-line lists where each line must stay paired with a value<\/li>\n<\/ul>\n
Prompting tips for cleaner text<\/h2>\n\n- Keep the text short. Fewer words usually means fewer typos.<\/li>\n
- Use all caps for signs and headers.<\/li>\n
- Ask for high contrast typography and simple backgrounds.<\/li>\n
- When the layout matters, describe alignment and spacing in plain terms.<\/li>\n<\/ul>\n
The main lines stay readable and spelled correctly. One detail drifts: the final price appears without a matching item label. This shows a common failure mode when the layout packs several short lines.<\/p>\n
Prompt 3: login UI screen<\/h3>\n\n Prompt: A mobile app login screen UI mockup on a dark background. Top title text SIGN IN. Field labels EMAIL and PASSWORD. Button text LOG IN. Small link text FORGOT PASSWORD. Clean UI, flat design, sharp typography.<\/figcaption><\/figure>\nThe layout looks like a real app screen, but spelling slips. The button and the link both pick up typos. UI work often needs small text, and small text still pushes the model.<\/p>\n
Prompt 4: street sign<\/h3>\n\n Prompt: A street photo of a metal road sign on a pole. Large text BAKER STREET. Smaller text ONE WAY with an arrow. Realistic daylight, sharp focus, slight bokeh background.<\/figcaption><\/figure>\nThis one lands. Both lines read correctly and the sign layout looks standard. Short all-caps words work well here.<\/p>\n
Prompt 5: product label on a bottle<\/h3>\n\n Prompt: A photorealistic shampoo bottle on a white studio background. Front label text SAMPLE SHAMPOO. Subtext REPAIR AND SHINE. Small text 250 ML. Clean product photography, soft light, sharp readable label.<\/figcaption><\/figure>\nPackaging-style text stays sharp and centered. The small line (250 ML) remains readable. This is a strong fit for mockups and label comps.<\/p>\n
Prompt 6: neon sign lettering<\/h3>\n\n Prompt: A neon sign on a brick wall at night. The sign text OPEN 24 HOURS. Pink and blue neon tubes, realistic glow, sharp readable letters, cinematic photo.<\/figcaption><\/figure>\nThe neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
\n\n\nTest<\/th>\n Target<\/th>\n Text accuracy<\/th>\n Notes<\/th>\n<\/tr>\n<\/thead>\n \n\n1<\/td>\n Poster headline<\/td>\n High<\/td>\n Clean layout and spelling<\/td>\n<\/tr>\n \n2<\/td>\n Menu<\/td>\n Medium<\/td>\n One line drifts in structure<\/td>\n<\/tr>\n \n3<\/td>\n UI screen<\/td>\n Low<\/td>\n Typos on small text<\/td>\n<\/tr>\n \n4<\/td>\n Street sign<\/td>\n High<\/td>\n Short all-caps text works well<\/td>\n<\/tr>\n \n5<\/td>\n Product label<\/td>\n High<\/td>\n Small units remain readable<\/td>\n<\/tr>\n \n6<\/td>\n Neon sign<\/td>\n High<\/td>\n Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\n\n- Posters, banners, and simple ad creatives with short headlines<\/li>\n
- Packaging mockups and product label comps<\/li>\n
- Signs, badges, and bold typographic elements<\/li>\n<\/ul>\n
Where it struggles<\/h2>\n\n- UI-like layouts with lots of small text that must be perfect<\/li>\n
- Dense menus and multi-line lists where each line must stay paired with a value<\/li>\n<\/ul>\n
Prompting tips for cleaner text<\/h2>\n\n- Keep the text short. Fewer words usually means fewer typos.<\/li>\n
- Use all caps for signs and headers.<\/li>\n
- Ask for high contrast typography and simple backgrounds.<\/li>\n
- When the layout matters, describe alignment and spacing in plain terms.<\/li>\n<\/ul>\n
The layout looks like a real app screen, but spelling slips. The button and the link both pick up typos. UI work often needs small text, and small text still pushes the model.<\/p>\n
Prompt 4: street sign<\/h3>\n\n Prompt: A street photo of a metal road sign on a pole. Large text BAKER STREET. Smaller text ONE WAY with an arrow. Realistic daylight, sharp focus, slight bokeh background.<\/figcaption><\/figure>\nThis one lands. Both lines read correctly and the sign layout looks standard. Short all-caps words work well here.<\/p>\n
Prompt 5: product label on a bottle<\/h3>\n\n Prompt: A photorealistic shampoo bottle on a white studio background. Front label text SAMPLE SHAMPOO. Subtext REPAIR AND SHINE. Small text 250 ML. Clean product photography, soft light, sharp readable label.<\/figcaption><\/figure>\nPackaging-style text stays sharp and centered. The small line (250 ML) remains readable. This is a strong fit for mockups and label comps.<\/p>\n
Prompt 6: neon sign lettering<\/h3>\n\n Prompt: A neon sign on a brick wall at night. The sign text OPEN 24 HOURS. Pink and blue neon tubes, realistic glow, sharp readable letters, cinematic photo.<\/figcaption><\/figure>\nThe neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
\n\n\nTest<\/th>\n Target<\/th>\n Text accuracy<\/th>\n Notes<\/th>\n<\/tr>\n<\/thead>\n \n\n1<\/td>\n Poster headline<\/td>\n High<\/td>\n Clean layout and spelling<\/td>\n<\/tr>\n \n2<\/td>\n Menu<\/td>\n Medium<\/td>\n One line drifts in structure<\/td>\n<\/tr>\n \n3<\/td>\n UI screen<\/td>\n Low<\/td>\n Typos on small text<\/td>\n<\/tr>\n \n4<\/td>\n Street sign<\/td>\n High<\/td>\n Short all-caps text works well<\/td>\n<\/tr>\n \n5<\/td>\n Product label<\/td>\n High<\/td>\n Small units remain readable<\/td>\n<\/tr>\n \n6<\/td>\n Neon sign<\/td>\n High<\/td>\n Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\n\n- Posters, banners, and simple ad creatives with short headlines<\/li>\n
- Packaging mockups and product label comps<\/li>\n
- Signs, badges, and bold typographic elements<\/li>\n<\/ul>\n
Where it struggles<\/h2>\n\n- UI-like layouts with lots of small text that must be perfect<\/li>\n
- Dense menus and multi-line lists where each line must stay paired with a value<\/li>\n<\/ul>\n
Prompting tips for cleaner text<\/h2>\n\n- Keep the text short. Fewer words usually means fewer typos.<\/li>\n
- Use all caps for signs and headers.<\/li>\n
- Ask for high contrast typography and simple backgrounds.<\/li>\n
- When the layout matters, describe alignment and spacing in plain terms.<\/li>\n<\/ul>\n
This one lands. Both lines read correctly and the sign layout looks standard. Short all-caps words work well here.<\/p>\n
Prompt 5: product label on a bottle<\/h3>\n\n Prompt: A photorealistic shampoo bottle on a white studio background. Front label text SAMPLE SHAMPOO. Subtext REPAIR AND SHINE. Small text 250 ML. Clean product photography, soft light, sharp readable label.<\/figcaption><\/figure>\nPackaging-style text stays sharp and centered. The small line (250 ML) remains readable. This is a strong fit for mockups and label comps.<\/p>\n
Prompt 6: neon sign lettering<\/h3>\n\n Prompt: A neon sign on a brick wall at night. The sign text OPEN 24 HOURS. Pink and blue neon tubes, realistic glow, sharp readable letters, cinematic photo.<\/figcaption><\/figure>\nThe neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
\n\n\nTest<\/th>\n Target<\/th>\n Text accuracy<\/th>\n Notes<\/th>\n<\/tr>\n<\/thead>\n \n\n1<\/td>\n Poster headline<\/td>\n High<\/td>\n Clean layout and spelling<\/td>\n<\/tr>\n \n2<\/td>\n Menu<\/td>\n Medium<\/td>\n One line drifts in structure<\/td>\n<\/tr>\n \n3<\/td>\n UI screen<\/td>\n Low<\/td>\n Typos on small text<\/td>\n<\/tr>\n \n4<\/td>\n Street sign<\/td>\n High<\/td>\n Short all-caps text works well<\/td>\n<\/tr>\n \n5<\/td>\n Product label<\/td>\n High<\/td>\n Small units remain readable<\/td>\n<\/tr>\n \n6<\/td>\n Neon sign<\/td>\n High<\/td>\n Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\n\n- Posters, banners, and simple ad creatives with short headlines<\/li>\n
- Packaging mockups and product label comps<\/li>\n
- Signs, badges, and bold typographic elements<\/li>\n<\/ul>\n
Where it struggles<\/h2>\n\n- UI-like layouts with lots of small text that must be perfect<\/li>\n
- Dense menus and multi-line lists where each line must stay paired with a value<\/li>\n<\/ul>\n
Prompting tips for cleaner text<\/h2>\n\n- Keep the text short. Fewer words usually means fewer typos.<\/li>\n
- Use all caps for signs and headers.<\/li>\n
- Ask for high contrast typography and simple backgrounds.<\/li>\n
- When the layout matters, describe alignment and spacing in plain terms.<\/li>\n<\/ul>\n
Packaging-style text stays sharp and centered. The small line (250 ML) remains readable. This is a strong fit for mockups and label comps.<\/p>\n
Prompt 6: neon sign lettering<\/h3>\n\n Prompt: A neon sign on a brick wall at night. The sign text OPEN 24 HOURS. Pink and blue neon tubes, realistic glow, sharp readable letters, cinematic photo.<\/figcaption><\/figure>\nThe neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
\n\n\nTest<\/th>\n Target<\/th>\n Text accuracy<\/th>\n Notes<\/th>\n<\/tr>\n<\/thead>\n \n\n1<\/td>\n Poster headline<\/td>\n High<\/td>\n Clean layout and spelling<\/td>\n<\/tr>\n \n2<\/td>\n Menu<\/td>\n Medium<\/td>\n One line drifts in structure<\/td>\n<\/tr>\n \n3<\/td>\n UI screen<\/td>\n Low<\/td>\n Typos on small text<\/td>\n<\/tr>\n \n4<\/td>\n Street sign<\/td>\n High<\/td>\n Short all-caps text works well<\/td>\n<\/tr>\n \n5<\/td>\n Product label<\/td>\n High<\/td>\n Small units remain readable<\/td>\n<\/tr>\n \n6<\/td>\n Neon sign<\/td>\n High<\/td>\n Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\n\n- Posters, banners, and simple ad creatives with short headlines<\/li>\n
- Packaging mockups and product label comps<\/li>\n
- Signs, badges, and bold typographic elements<\/li>\n<\/ul>\n
Where it struggles<\/h2>\n\n- UI-like layouts with lots of small text that must be perfect<\/li>\n
- Dense menus and multi-line lists where each line must stay paired with a value<\/li>\n<\/ul>\n
Prompting tips for cleaner text<\/h2>\n\n- Keep the text short. Fewer words usually means fewer typos.<\/li>\n
- Use all caps for signs and headers.<\/li>\n
- Ask for high contrast typography and simple backgrounds.<\/li>\n
- When the layout matters, describe alignment and spacing in plain terms.<\/li>\n<\/ul>\n
The neon tubing stays legible and the spacing holds. The model keeps both words and numbers clean, even with glow and bloom.<\/p>\n
Quick scorecard<\/h2>\n
| Test<\/th>\n | Target<\/th>\n | Text accuracy<\/th>\n | Notes<\/th>\n<\/tr>\n<\/thead>\n |
|---|---|---|---|
| 1<\/td>\n | Poster headline<\/td>\n | High<\/td>\n | Clean layout and spelling<\/td>\n<\/tr>\n |
| 2<\/td>\n | Menu<\/td>\n | Medium<\/td>\n | One line drifts in structure<\/td>\n<\/tr>\n |
| 3<\/td>\n | UI screen<\/td>\n | Low<\/td>\n | Typos on small text<\/td>\n<\/tr>\n |
| 4<\/td>\n | Street sign<\/td>\n | High<\/td>\n | Short all-caps text works well<\/td>\n<\/tr>\n |
| 5<\/td>\n | Product label<\/td>\n | High<\/td>\n | Small units remain readable<\/td>\n<\/tr>\n |
| 6<\/td>\n | Neon sign<\/td>\n | High<\/td>\n | Glow does not break letters<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nWhen Ovis Image 7B fits<\/h2>\nWhere it struggles<\/h2>\nPrompting tips for cleaner text<\/h2>\n |