Side-by-side comparisons
Direct, opinionated comparisons. Each one ends in a verdict — no fence-sitting, no affiliate bias. Updated regularly as tools ship new versions.
Eliminate, then choose
Each comparison starts with hard constraints—platform, model support, privacy, VRAM, pricing, and exportability—before weighing convenience or editorial scores. The detailed pages now include who should choose each option and the switching costs that a feature grid usually hides.
These are documentation-led editorial comparisons, not hands-on performance benchmarks. Changing prices and requirements should be confirmed at the linked official project before purchase or migration.
Published comparisons
ComfyUI vs AUTOMATIC1111 vs InvokeAI
Which diffusion workflow engine should you commit to?
ComfyUI wins on flexibility and new-model support. A1111 wins on extension breadth. InvokeAI wins on production polish and canvas-first work.
Wan 2.2 vs HunyuanVideo vs LTX-Video
Local video diffusion at three VRAM tiers.
Wan 2.2 is the new open-weight quality leader. Hunyuan still has the most cinematic motion. LTX-Video is the only one that's practical on a 16 GB card.
Ollama vs LM Studio vs llama.cpp
The three serious ways to run LLMs locally.
Ollama is the fastest path to a working OpenAI-compatible server. LM Studio is the best GUI, especially on Apple Silicon. llama.cpp gives you full control and weirdest quants.
Local video diffusion vs Runway Gen-4
When does paying per credit beat owning a 4090?
For occasional polished shots, Runway is cheaper than buying a workstation GPU. For iteration-heavy work or non-public projects, local Wan/Hunyuan pays for itself in months.