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 compares Seedream V5 Lite against Seedream v3 and…
Seedream V5 Lite aims at one annoying problem: models that can draw nice images but fail on text. This 5 prompt test compares Seedream V5 Lite against Seedream v3 and…
DreamActor turns a single photo plus a driving video into a new clip. This review runs 5 tests and shows the raw outputs. Model link: What this test covers…
AI video generation has officially grown up. What began as short, silent clips a few years ago has evolved into cinematic scenes with dialogue, ambient sound, and realistic motion. Two…
ByteDance Seedream V5 Lite targets a simple promise: better prompt following and cleaner edits, without turning every request into a long prompt engineering session. This review runs 6 tests that…
Product photography breaks for boring reasons: lighting, reflections, background clutter, and inconsistent angles. Product Photoshoot tries to fix that with one input image and a few dropdowns. This guide runs…
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 tests and shows the exact outputs. The model…
E-commerce creative automation now looks like a pipeline, not a single tool. One decent product photo can turn into a studio shot, a homepage hero, and a short video ad….
Shopify Template Generator can take one product photo and spit out a storefront-ready layout in seconds. It targets the boring part of e-commerce design: getting from a clean product shot…
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 6 prompts and shows the raw outputs. Test…
LongCat Image Edit: 6 Before and After Text Replacements LongCat Image Edit performs precise text edits inside images. This post shows six real before and after examples that change only…
Z-Image Turbo aims at one thing: fast text-to-image with very few steps. That makes it a good fit for high-volume workflows, where a prompt needs lots of variations fast. This…
FLUX.2 Klein 4B looks like the right kind of model for fast marketing assets: labels, badges, UI mockups, and other text-heavy images. This post runs 10 prompts through FLUX.2 Klein…
FireRed Image Edit: 6 Before and After Edits FireRed Image Edit handles instruction based edits without masks. This post shows six before and after examples on real images. Model used…
FLUX.2 Klein 9B: Sub Second Image Generation FLUX.2 Klein 9B generates images fast while keeping high visual quality. The model targets real time tools and rapid iteration. This review shows…
GLM-Image vs Ovis-Image-7B vs FLUX.2 Dev Turbo: 5 Prompt Text-to-Image Test GLM-Image vs Ovis-Image-7B vs FLUX.2 Dev Turbo face the same five prompts. This test focuses on text rendering, labels,…
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…
FLUX.2 Pro vs FLUX.2 Flex vs FLUX.2 Dev sounds like a small naming detail. It changes how you ship images in production. This post runs the same 4 prompts on…
Seedream v3 is a strong baseline for text-to-image. But fast models can surprise. This 5 prompt test compares Seedream v3, Pruna P-Image, and Wan Image Small with the same prompts….
Reve Edit vs Reve Edit Fast vs Qwen Image Edit Plus is a clean way to see edit speed and precision. This post runs the same 5 prompts on the…
By late 2025, generative AI reached a pivotal inflection point, marked not by linear progression but by a strategic bifurcation. Google’s Gemini 3 Pro Image Preview and Gemini 2.5 Flash…
AI video generation has officially entered its cinematic era.What started as experimental motion clips has evolved into full-length, audio-synced scenes with complex lighting, sound design, and multi-shot storytelling. And at…
Through our experiments, we enjoy challenging models with real tasks. Recently, we tested three models which are Qwen Image Edit Fast powered by Pruna AI, Nano Banana, and Flux Kontext…
In today’s content-driven world, creators and businesses need AI tools that balance quality with speed. While traditional editors remain powerful, they are often slow, particularly when handling multilingual text corrections…
LLM evaluation is complex and evolving. From MMLU to Chatbot Arena, benchmarks attempt to measure reasoning, accuracy, and human preference. Wiro AI’s Machine Learning Team explores the reality of evaluating large language models today.
AI in Human Resources is reshaping how companies recruit, engage, and retain employees. Wiro AI’s advanced infrastructure streamlines hiring, automates routine HR tasks, and provides data-driven insights to improve productivity and well-being—helping HR teams focus on building stronger, more resilient workforces.