{"id":1298,"date":"2026-02-26T20:18:02","date_gmt":"2026-02-26T20:18:02","guid":{"rendered":"https:\/\/wiro.ai\/blog\/?p=1298"},"modified":"2026-02-26T20:36:12","modified_gmt":"2026-02-26T20:36:12","slug":"p-video-text-to-video-and-image-to-video-in-6-tests","status":"publish","type":"post","link":"https:\/\/wiro.ai\/blog\/p-video-text-to-video-and-image-to-video-in-6-tests\/","title":{"rendered":"P-Video: Text-to-Video and Image-to-Video in 6 Tests"},"content":{"rendered":"<h2>P-Video: text-to-video and image-to-video in 6 tests<\/h2>\n<p>P-Video generates short video clips from a text prompt, and it can also animate from a single input image. This post runs six prompts that look like real production requests: product ads, city b-roll, food motion, and action sports.<\/p>\n<h2>Model link<\/h2>\n<ul>\n<li><a href=\"https:\/\/wiro.ai\/models\/pruna\/p-video\">pruna\/p-video<\/a><\/li>\n<\/ul>\n<h2>Test setup<\/h2>\n<ul>\n<li>Resolution: 720p<\/li>\n<li>FPS: 24<\/li>\n<li>Duration: 5 seconds (one test at 7 seconds)<\/li>\n<li>Three runs were text-to-video. Two runs used a single input image. One run disabled prompt upsampling.<\/li>\n<\/ul>\n<h2>Run time snapshot<\/h2>\n<table>\n<thead>\n<tr>\n<th>Test<\/th>\n<th>Mode<\/th>\n<th>Ratio<\/th>\n<th>Elapsed seconds<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>01<\/td>\n<td>Text-to-video<\/td>\n<td>16:9<\/td>\n<td>18<\/td>\n<\/tr>\n<tr>\n<td>02<\/td>\n<td>Text-to-video<\/td>\n<td>16:9<\/td>\n<td>16<\/td>\n<\/tr>\n<tr>\n<td>03<\/td>\n<td>Text-to-video<\/td>\n<td>9:16<\/td>\n<td>16<\/td>\n<\/tr>\n<tr>\n<td>04<\/td>\n<td>Image-to-video<\/td>\n<td>Input image<\/td>\n<td>25<\/td>\n<\/tr>\n<tr>\n<td>05<\/td>\n<td>Image-to-video<\/td>\n<td>Input image<\/td>\n<td>18<\/td>\n<\/tr>\n<tr>\n<td>06<\/td>\n<td>Text-to-video<\/td>\n<td>16:9<\/td>\n<td>21<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Results<\/h2>\n<h3>Test 01: product ad watch shot<\/h3>\n<p>Prompt:<\/p>\n<pre>Ultra realistic product ad. A stainless steel wristwatch on matte black marble. Slow rotating turntable. Macro lens. Crisp reflections. Subtle dust motes. Camera does a gentle push in. High end studio lighting.<\/pre>\n<figure>\n  <video controls preload=\"metadata\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p-video-test-01-sound.mp4\"><\/video><figcaption>Prompt: product watch ad shot.<\/figcaption><\/figure>\n<p>Quick take: reflective materials look good when the prompt stays simple. Watch hands and bezel edges still need a close look frame by frame.<\/p>\n<h3>Test 02: rainy neon street b-roll<\/h3>\n<p>Prompt:<\/p>\n<pre>Cinematic neon street at night in heavy rain. A dark sedan drives past. Wet asphalt reflections. Neon signs blur in the background. Smooth tracking shot from left to right. Realistic raindrops on the lens.<\/pre>\n<figure>\n  <video controls preload=\"metadata\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p-video-test-02-sound.mp4\"><\/video><figcaption>Prompt: neon night tracking shot.<\/figcaption><\/figure>\n<p>Quick take: motion blur and reflections sell the vibe. Sign shapes and car geometry can wobble under heavy rain effects.<\/p>\n<h3>Test 03: vertical food motion<\/h3>\n<p>Prompt:<\/p>\n<pre>Top down food video. A steaming ramen bowl. Chopsticks lift noodles slowly. Steam swirls. Warm soft lighting. Shallow depth of field. Natural motion. Realistic textures.<\/pre>\n<figure>\n  <video controls preload=\"metadata\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p-video-test-03-sound.mp4\"><\/video><figcaption>Prompt: vertical food clip with chopstick motion.<\/figcaption><\/figure>\n<p>Quick take: steam and liquid motion usually look best at shorter durations. Fingers and chopsticks are a common failure point in many video models.<\/p>\n<h3>Test 04: image-to-video action sports<\/h3>\n<p>Prompt:<\/p>\n<pre>Action sports. A snowboard instructor carves down a bright slope. Smooth dynamic tracking shot behind the rider. Crisp daylight. Snow spray in slow motion.<\/pre>\n<figure>\n  <video controls preload=\"metadata\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p-video-test-04-sound.mp4\"><\/video><figcaption>Prompt: image-to-video snowboard tracking shot.<\/figcaption><\/figure>\n<p>Quick take: image-to-video helps lock the starting composition. Fast motion still risks warping around boards and boots.<\/p>\n<h3>Test 05: image-to-video city street pan<\/h3>\n<p>Prompt:<\/p>\n<pre>Cinematic urban street at dusk. A sleek dark sedan moves across frame. Background traffic approaches camera. Warm street lamps. Slow steady pan tracking the sedan. Photorealistic.<\/pre>\n<figure>\n  <video controls preload=\"metadata\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p-video-test-05-sound.mp4\"><\/video><figcaption>Prompt: image-to-video sedan pan at dusk.<\/figcaption><\/figure>\n<p>Quick take: pans often stay stable if the prompt avoids extra scene changes. Watch for wheel rotation and headlight flicker.<\/p>\n<h3>Test 06: hard prompt, fantasy wildlife<\/h3>\n<p>Prompt:<\/p>\n<pre>High fantasy documentary. A majestic stag with mossy antlers in a foggy redwood forest. Bioluminescent spores floating. Slow camera push in from wide to medium close up. Golden hour god rays. Shallow depth of field.<\/pre>\n<figure>\n  <video controls preload=\"metadata\" src=\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/02\/p-video-test-06-sound.mp4\"><\/video><figcaption>Prompt: hard prompt with fog, rays, and subject detail.<\/figcaption><\/figure>\n<p>Quick take: this prompt stacks multiple effects. The most common issue is temporal consistency on fine details like antlers and drifting particles.<\/p>\n<h2>Takeaways<\/h2>\n<ul>\n<li>Short prompts with clear camera motion cues work best.<\/li>\n<li>Image-to-video can stabilize the first frame and composition.<\/li>\n<li>High detail + fog + particles pushes temporal consistency hardest.<\/li>\n<\/ul>\n<h2>Try it<\/h2>\n<p><a href=\"https:\/\/wiro.ai\/models\/pruna\/p-video\">Run P-Video on Wiro<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>P-Video: text-to-video and image-to-video in 6 tests P-Video generates short video clips from a text prompt, and it can also animate from&hellip;<\/p>\n","protected":false},"author":4,"featured_media":1299,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[52],"tags":[58,114,93,57],"class_list":["post-1298","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-model-reviews","tag-image-to-video","tag-p-video","tag-pruna","tag-text-to-video"],"_links":{"self":[{"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts\/1298","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=1298"}],"version-history":[{"count":3,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts\/1298\/revisions"}],"predecessor-version":[{"id":1308,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/posts\/1298\/revisions\/1308"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/media\/1299"}],"wp:attachment":[{"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/media?parent=1298"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/categories?post=1298"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wiro.ai\/blog\/wp-json\/wp\/v2\/tags?post=1298"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}