Blog
Generative AI Blog by Wiro
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…
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…
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…
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…
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…
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…
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…
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…
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…
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…
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…
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…
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…
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…
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…
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,…
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…
HiDream I1: Full vs Dev vs Fast — 2 Prompt Comparison
HiDream I1 offers Full, Dev, and Fast variants; this post compares their outputs on two prompts so you can judge quality vs…
Sana 1600M (1024px): 6 Prompt Tests
Sana 1600M (1024px): 6 Prompt Tests Sana is a text-to-image framework built for efficient high-resolution generation. The paper describes design choices like…
Seed-V2-Lite: 6 Prompt Expansions for Brand Assets
Seed-V2-Lite can take a rough creative idea and expand it into a detailed production-ready prompt. I ran six quick prompt-expansion tests for…
UGC Creator: 4 Product Ad Clips
UGC Creator: 4 Product Ad Clips UGC Creator turns product images and short scripts into ready-to-share vertical clips for social ads. This…
Instagram Pose: 4 Before/After Story Presets
Instagram Pose is an image-to-image preset tool for quick, trendy portrait variations. This before/after post runs one input portrait through four story-style…