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Generative AI Blog by Wiro
Top 5 Image Edit APIs for Product Photos (2026): 1 Edit Prompt Each
Top 5 Image Edit APIs for Product Photos (2026): 1 Edit Prompt Each Image editing APIs save a lot of time in…
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Top 5 Text-to-Video APIs in 2026: New Models, 1 Prompt Each
Top 5 Text-to-Video APIs in 2026: New Models, 1 Prompt Each This post updates the previous roundup with newer 2026-era models. I…
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GLM-Image: Text Rendering in 6 Prompt Tests
GLM-Image targets a hard problem in image generation: clean layouts with readable text. This review runs six real prompts that force titles,…
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HiDream I1 Fast: 6 Prompt Tests
Fast text-to-image models live or die by consistency. They need to keep lighting, materials, and composition clean, even when prompts get complex.…
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Speech-to-Text APIs in 2026: One Audio Clip, Two Modern Transcribers
Speech-to-Text APIs in 2026: One Audio Clip, Two Modern Transcribers This post tests two current speech-to-text APIs on Wiro using the same…
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Top 5 Image-to-Video APIs in 2026: 1 Base Image Test
Top 5 Image-to-Video APIs in 2026: 1 Base Image Test Image-to-video gets interesting when you keep the first frame identical. This roundup…
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Wan 2.2 Fast Text-to-Video: 4 Short Prompt Tests (480p)
Wan 2.2 Fast Text-to-Video: 4 Short Prompt Tests (480p) Wan 2.2 Fast is built for quick text-to-video generations. This post runs four…
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Qwen Image Edit Fast: 6 Quick Before/After Edits
Qwen Image Edit Fast: 6 Quick Before/After Edits Qwen Image Edit Fast performs targeted edits on existing photos. These six quick examples…
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Flux Kontext Max Multi: 6 Two-Image Edits
Flux Kontext Max Multi: 6 Two-Image Edits Multi-image editing gets interesting when a prompt can pull details from a second reference without…
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Kolors Text-to-Image: 6 Prompt Tests (1024px)
Kolors Text-to-Image: 6 Prompt Tests (1024px) Kolors is a diffusion-based text-to-image model from the Kuaishou Kolors team. The project highlights strong Chinese…
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Kolors IP-Adapter: 6 Avatar Styles From One Photo
Kolors IP-Adapter: 6 Avatar Styles From One Photo IP-Adapter style transfer can keep a subject consistent while pushing the output into very…
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ACE-Step Image To Song (v1.3-5B): 5 Visual Tests
ACE-Step Image To Song (v1.3-5B): 5 Visual Tests Image-to-song sounds like a gimmick until you try it with clear visuals. This post…
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Polaroid Effect: 4 One-Photo Animations Tested
Polaroid Effect turns a single photo into short, nostalgic polaroid-style clips. This test runs one 1:1 portrait through four presets so you…
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Chatterbox Multilingual: 5 Language TTS Samples
Chatterbox Multilingual is a text-to-speech model that can speak in many languages. This post runs one short delivery update line in five…
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AI Culture Fit Test Generator: 5 Question Sets
This culture fit test generator turns a short culture blurb into a ready-to-use interview question set. I ran five synthetic company cultures…
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AI Pulse Survey Analyzer: Sample Report from a CSV
AI Pulse Survey Analyzer turns raw employee pulse survey data into themes, sentiment, and action items. This post runs one small synthetic…
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Product Ads with Logo: 3 Presets Tested
Product Ads with Logo turns a product photo plus a logo into short animated ad videos. This quick test uses one coffee…
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Product Ads with Caption: 3 Presets Tested
Product Ads with Caption turns a single product photo into short vertical ad videos with animated text. This test uses one coffee…
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FLUX.2 Klein Base 4B: 5 Real Image Tests
FLUX.2 Klein Base 4B: what it is FLUX.2 Klein Base 4B is an open-weight image model from Black Forest Labs. It targets…
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AvatarMotion with Caption: 4 Presets Tested
AvatarMotion with Caption animates a single portrait into a short themed video and overlays a simple caption. This post runs four quick…
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Store Image Generator: 3 Mockups from One Product Photo
Store Image Generator makes storefront and app-screen mockups from a set of product images. This test uses three inputs (product photo, logo,…
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AI Leave Analysis: Sample Report from a CSV
AI Leave Analysis turns leave management CSVs into a structured report with metrics and trends. This post runs a small synthetic CSV…
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