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Generative AI Blog by Wiro
Wan2.2 Animate vs VACE vs Hailuo 2.3: Six Motion Tests
Wan2.2 Animate vs VACE vs Hailuo 2.3: Six Motion Tests Three motion-first video models were tested across six prompts to compare motion…
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VibeVoice Realtime: Real-time TTS in 6 Tests
VibeVoice Realtime: real-time TTS in 6 tests VibeVoice Realtime is a text-to-speech model that targets low-latency voice output and long-form stability. This…
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Translate Gemma Image: OCR Translation in 6 Screenshot Tests
Translate Gemma Image: OCR translation in 6 screenshot tests Translate Gemma Image tries to translate straight from an image: no separate OCR…
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Translate Gemma 4B vs 12B vs 27B: 6 Prompt Translation Test
Translate Gemma models ship as open translation models from Google. Wiro lists three sizes: 4B, 12B, and 27B. This post runs a…
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VoxCPM: Voice Cloning and TTS in 6 Tests
VoxCPM is a text-to-speech model that can also do zero-shot voice cloning from a short reference clip. This review runs 6 tests…
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Qwen3-ASR-1.7B: Speech-to-Text in 6 Audio Tests
Qwen3-ASR-1.7B is a lightweight speech-to-text model on Wiro. This post runs 6 repeatable audio tests and shows the transcripts it returned. Model…
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Product Studio: 3 Effects Tested on One Product Photo
Product Studio turns a single product photo into short videos for listings and ads. This review runs all three built-in effects in…
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AvatarMotion Multi: 6 Two-Photo Animations Tested
AvatarMotion Multi takes two photos and generates a short animation. This post runs 6 polaroid style effects and shows the raw videos.…
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Kling V3 vs Veo 3.1 Fast: 5 Prompt Video Test
Kling V3 and Veo 3.1 Fast both aim at the same thing: clean 6 second clips from a single prompt. This post…
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P-Video: Text-to-Video and Image-to-Video in 6 Tests
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…
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Nano-Banana-2: 6 Before/After Image Edits
Nano-Banana-2: 6 before/after image edits Nano-Banana-2 targets fast image editing from a reference image plus a plain-English prompt. This post pushes six…
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Top 5 Text-to-Speech APIs in 2026
Text-to-speech moved past demo voices. The hard part now is shipping audio that stays clear across numbers, brand names, and short UI…
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Seedream V5 Lite vs Seedream v3 vs P-Image: 5 Prompt Text Test
Seedream V5 Lite aims at one annoying problem: models that can draw nice images but fail on text. This 5 prompt test…
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DreamActor: Image-to-Video Motion Transfer in 5 Tests
DreamActor turns a single photo plus a driving video into a new clip. This review runs 5 tests and shows the raw…
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Veo 3 vs Sora 2 Pro: The New Era of AI Video Generation With Sound
AI video generation has officially grown up. What began as short, silent clips a few years ago has evolved into cinematic scenes…
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Seedream V5 Lite: Text Rendering and Edit Quality in 6 Tests
ByteDance Seedream V5 Lite targets a simple promise: better prompt following and cleaner edits, without turning every request into a long prompt…
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Product Photoshoot: 12 Shot Recipes from One Product Image
Product photography breaks for boring reasons: lighting, reflections, background clutter, and inconsistent angles. Product Photoshoot tries to fix that with one input…
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Virtual Try-On V2: 6 Before/After Outfit Tests
Virtual Try-On V2 takes a model photo plus garment images and generates a new on-model try-on shot. This post runs 6 before/after…
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E-commerce Creative Automation: From Product Photo to Landing Page and Video Ad
E-commerce creative automation now looks like a pipeline, not a single tool. One decent product photo can turn into a studio shot,…
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Shopify Template Generator: 7 Storefront Layouts from One Product Photo
Shopify Template Generator can take one product photo and spit out a storefront-ready layout in seconds. It targets the boring part of…
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HunyuanWorld Text-to-Panorama: 6 Prompt Test
Panoramas break most text-to-image workflows. The aspect ratio changes composition, and seams can ruin the illusion fast. This post tests tencent/HunyuanWorld-text-to-panorama with…
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LongCat Image Edit: 6 Before and After Text Replacements
LongCat Image Edit: 6 Before and After Text Replacements LongCat Image Edit performs precise text edits inside images. This post shows six…
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