{"id":845,"date":"2026-02-22T16:19:55","date_gmt":"2026-02-22T16:19:55","guid":{"rendered":"https:\/\/wiro.ai\/blog\/?p=845"},"modified":"2026-02-22T19:58:54","modified_gmt":"2026-02-22T19:58:54","slug":"reve-edit-fast-vs-pruna-p-image-edit-vs-qwen-image-edit-plus-5-prompt-test","status":"publish","type":"post","link":"https:\/\/wiro.ai\/blog\/reve-edit-fast-vs-pruna-p-image-edit-vs-qwen-image-edit-plus-5-prompt-test\/","title":{"rendered":"Reve Edit Fast vs Pruna P-Image-Edit vs Qwen Image Edit Plus: 5 Prompt Test"},"content":{"rendered":"<p>Image editing models live or die on one thing: keeping the photo intact while changing only what was asked. This post tests three Wiro image editors side by side with the same 5 prompts.<\/p>\n<p>Models in this test:<\/p>\n<ul>\n<li><a href=\"https:\/\/wiro.ai\/models\/reve\/edit-fast\">reve\/edit-fast<\/a><\/li>\n<li><a href=\"https:\/\/wiro.ai\/models\/pruna\/p-image-edit\">pruna\/p-image-edit<\/a><\/li>\n<li><a href=\"https:\/\/wiro.ai\/models\/pruna\/qwen-image-edit-plus\">pruna\/qwen-image-edit-plus<\/a><\/li>\n<\/ul>\n<h2>Test setup<\/h2>\n<p>Each prompt starts from the same input image. The edit instruction stays identical across all three models.<\/p>\n<p>pruna\/p-image-edit was run with seed 42. pruna\/qwen-image-edit-plus was run with seed 42. reve\/edit-fast does not expose a seed in the Wiro interface.<\/p>\n<table>\n<thead>\n<tr>\n<th>Model<\/th>\n<th>Inputs supported<\/th>\n<th>Notable knobs in Wiro<\/th>\n<th>Typical time in this test<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a href=\"https:\/\/wiro.ai\/models\/reve\/edit-fast\">reve\/edit-fast<\/a><\/td>\n<td>1 image<\/td>\n<td>Prompt only<\/td>\n<td>About 11 to 15 seconds per edit<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/wiro.ai\/models\/pruna\/p-image-edit\">pruna\/p-image-edit<\/a><\/td>\n<td>1 to 5 images<\/td>\n<td>Aspect ratio, seed, safety checker<\/td>\n<td>About 12 to 16 seconds per edit<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/wiro.ai\/models\/pruna\/qwen-image-edit-plus\">pruna\/qwen-image-edit-plus<\/a><\/td>\n<td>1 to 2 images<\/td>\n<td>Aspect ratio, seed, output format<\/td>\n<td>About 12 to 20 seconds per edit<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>The 5 prompt test<\/h2>\n<h3>Prompt 1: Recolor an object (keep everything else)<\/h3>\n<p><strong>Edit instruction:<\/strong> \u201cChange the red phone booth to a bright blue phone booth. Keep everything else unchanged.\u201d<\/p>\n<table>\n<thead>\n<tr>\n<th>Input<\/th>\n<th>reve\/edit-fast<\/th>\n<th>pruna\/p-image-edit<\/th>\n<th>pruna\/qwen-image-edit-plus<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/in1-phone-scaled.jpg\" alt=\"Original photo of a red phone booth in a garden\"\/><figcaption>Prompt: Change the red phone booth to a bright blue phone booth. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p1-phone-reve.jpg\" alt=\"Edited photo with a bright blue phone booth (Reve Edit Fast)\"\/><figcaption>Prompt: Change the red phone booth to a bright blue phone booth. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p1-phone-pruna.jpg\" alt=\"Edited photo with a bright blue phone booth (Pruna P-Image-Edit)\"\/><figcaption>Prompt: Change the red phone booth to a bright blue phone booth. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p1-phone-qwen.jpg\" alt=\"Edited photo with a bright blue phone booth (Qwen Image Edit Plus)\"\/><figcaption>Prompt: Change the red phone booth to a bright blue phone booth. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>All three models hit the main ask. The cleanest object edges show up when the booth panels stay straight and the garden texture stays unchanged.<\/p>\n<h3>Prompt 2: Remove an object (inpainting)<\/h3>\n<p><strong>Edit instruction:<\/strong> \u201cRemove the cat. Fill the background naturally. Keep everything else unchanged.\u201d<\/p>\n<table>\n<thead>\n<tr>\n<th>Input<\/th>\n<th>reve\/edit-fast<\/th>\n<th>pruna\/p-image-edit<\/th>\n<th>pruna\/qwen-image-edit-plus<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/in2-cat.jpg\" alt=\"Original photo with a cat in the scene\"\/><figcaption>Prompt: Remove the cat. Fill the background naturally. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p2-cat-reve.jpg\" alt=\"Cat removed with natural background fill (Reve Edit Fast)\"\/><figcaption>Prompt: Remove the cat. Fill the background naturally. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p2-cat-pruna.jpg\" alt=\"Cat removed with natural background fill (Pruna P-Image-Edit)\"\/><figcaption>Prompt: Remove the cat. Fill the background naturally. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p2-cat-qwen.jpg\" alt=\"Cat removed with natural background fill (Qwen Image Edit Plus)\"\/><figcaption>Prompt: Remove the cat. Fill the background naturally. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This prompt punishes sloppy texture synthesis. Look at repeating patterns and edge halos where the cat used to be.<\/p>\n<h3>Prompt 3: Add a new subject (match lighting)<\/h3>\n<p><strong>Edit instruction:<\/strong> \u201cAdd a dolphin jumping out of the water in the center-left foreground. Match lighting and perspective. Keep everything else unchanged.\u201d<\/p>\n<table>\n<thead>\n<tr>\n<th>Input<\/th>\n<th>reve\/edit-fast<\/th>\n<th>pruna\/p-image-edit<\/th>\n<th>pruna\/qwen-image-edit-plus<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/in3-dolphin-scaled.jpg\" alt=\"Original seascape photo with boats\"\/><figcaption>Prompt: Add a dolphin jumping out of the water in the center-left foreground. Match lighting and perspective. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p3-dolphin-reve.jpg\" alt=\"Seascape with an added jumping dolphin (Reve Edit Fast)\"\/><figcaption>Prompt: Add a dolphin jumping out of the water in the center-left foreground. Match lighting and perspective. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p3-dolphin-pruna.jpg\" alt=\"Seascape with an added jumping dolphin (Pruna P-Image-Edit)\"\/><figcaption>Prompt: Add a dolphin jumping out of the water in the center-left foreground. Match lighting and perspective. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p3-dolphin-qwen.jpg\" alt=\"Seascape with an added jumping dolphin (Qwen Image Edit Plus)\"\/><figcaption>Prompt: Add a dolphin jumping out of the water in the center-left foreground. Match lighting and perspective. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This is a realism trap. The splash, waterline, and scale must match the camera.<\/p>\n<h3>Prompt 4: Swap a material (texture fidelity)<\/h3>\n<p><strong>Edit instruction:<\/strong> \u201cReplace the brick wall with a smooth concrete wall. Keep everything else unchanged.\u201d<\/p>\n<table>\n<thead>\n<tr>\n<th>Input<\/th>\n<th>reve\/edit-fast<\/th>\n<th>pruna\/p-image-edit<\/th>\n<th>pruna\/qwen-image-edit-plus<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/in4-wall.jpg\" alt=\"Original photo with a brick wall\"\/><figcaption>Prompt: Replace the brick wall with a smooth concrete wall. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p4-wall-reve.jpg\" alt=\"Brick wall replaced by smooth concrete wall (Reve Edit Fast)\"\/><figcaption>Prompt: Replace the brick wall with a smooth concrete wall. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p4-wall-pruna.jpg\" alt=\"Brick wall replaced by smooth concrete wall (Pruna P-Image-Edit)\"\/><figcaption>Prompt: Replace the brick wall with a smooth concrete wall. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p4-wall-qwen.jpg\" alt=\"Brick wall replaced by smooth concrete wall (Qwen Image Edit Plus)\"\/><figcaption>Prompt: Replace the brick wall with a smooth concrete wall. Keep everything else unchanged.<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This prompt shows how well a model preserves edges around subjects while repainting a big area.<\/p>\n<h3>Prompt 5: Add a friend (small composition change)<\/h3>\n<p><strong>Edit instruction:<\/strong> \u201cAdd a second penguin friend standing next to the penguin. Keep the style and background unchanged.\u201d<\/p>\n<table>\n<thead>\n<tr>\n<th>Input<\/th>\n<th>reve\/edit-fast<\/th>\n<th>pruna\/p-image-edit<\/th>\n<th>pruna\/qwen-image-edit-plus<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/in5-penguin-scaled.jpg\" alt=\"Original photo of a penguin on snow near water\"\/><figcaption>Prompt: Add a second penguin friend standing next to the penguin. Keep the style and background unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p5-penguin-reve.jpg\" alt=\"Two penguins standing together on snow (Reve Edit Fast)\"\/><figcaption>Prompt: Add a second penguin friend standing next to the penguin. Keep the style and background unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p5-penguin-pruna.jpg\" alt=\"Two penguins standing together on snow (Pruna P-Image-Edit)\"\/><figcaption>Prompt: Add a second penguin friend standing next to the penguin. Keep the style and background unchanged.<\/figcaption><\/figure>\n<\/td>\n<td>\n<figure>\n          <img decoding=\"async\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p5-penguin-qwen.jpg\" alt=\"Two penguins standing together on snow (Qwen Image Edit Plus)\"\/><figcaption>Prompt: Add a second penguin friend standing next to the penguin. Keep the style and background unchanged.<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This test checks character placement and shadowing. Small mistakes stand out fast on clean snow.<\/p>\n<h2>Verdict<\/h2>\n<p>All three models can follow direct edit instructions. The biggest differences show up in how well they preserve texture in untouched areas.<\/p>\n<p>Quick pick guide:<\/p>\n<ul>\n<li>If the goal is fast, simple single image edits with minimal settings, start with <a href=\"https:\/\/wiro.ai\/models\/reve\/edit-fast\">reve\/edit-fast<\/a>.<\/li>\n<li>If the workflow needs 1 to 5 reference images and repeatable runs via seed, try <a href=\"https:\/\/wiro.ai\/models\/pruna\/p-image-edit\">pruna\/p-image-edit<\/a>.<\/li>\n<li>If the edit needs multi image control (up to 2) and strong prompt control, test <a href=\"https:\/\/wiro.ai\/models\/pruna\/qwen-image-edit-plus\">pruna\/qwen-image-edit-plus<\/a>.<\/li>\n<\/ul>\n<p>Try the models here:<\/p>\n<ul>\n<li><a href=\"https:\/\/wiro.ai\/models\/reve\/edit-fast\">reve\/edit-fast<\/a><\/li>\n<li><a href=\"https:\/\/wiro.ai\/models\/pruna\/p-image-edit\">pruna\/p-image-edit<\/a><\/li>\n<li><a href=\"https:\/\/wiro.ai\/models\/pruna\/qwen-image-edit-plus\">pruna\/qwen-image-edit-plus<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Image editing models live or die on one thing: keeping the photo intact while changing only what was asked. This post tests&hellip;<\/p>\n","protected":false},"author":4,"featured_media":958,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[51],"tags":[72,73,61,60],"class_list":["post-845","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-model-comparison","tag-benchmark","tag-comparison","tag-image-editing","tag-image-to-image"],"_links":{"self":[{"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts\/845","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/comments?post=845"}],"version-history":[{"count":1,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts\/845\/revisions"}],"predecessor-version":[{"id":846,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts\/845\/revisions\/846"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/media\/958"}],"wp:attachment":[{"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/media?parent=845"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/categories?post=845"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/tags?post=845"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}