AiSource

The honest use case for AiSource is the two minutes before you commit a prompt to one engine. Instead of generating in three services and comparing from memory, you get them in one frame. That's a small thing that saves an annoying amount of time if you do it often. We'd reach for it during style discovery. Early in a project, when you don't yet know whether a prompt wants a painterly engine or a photographic one, running it across several at once answers the question faster than sequential testing. The prompt history compounds this: refine the wording, rerun, compare the new row against the old. Watch the credits. A comparison view multiplies every prompt by the number of engines behind it, so a single idea can burn several generations. That's the trade — you pay in volume for the convenience of one screen. Budget accordingly before batch generation tempts you into running everything twice. Pass on this if your work happens after generation. There's no advanced editing here, no fine-grained control over output, and nothing for programmatic pipelines. If you need images inside a build, call the engine APIs directly instead. If you need to retouch what comes out, you'll be exporting into something else anyway. The closest alternative isn't another wrapper — it's the engines themselves, or a broader creative platform with community and batch features. Those give you depth on one model; AiSource gives you breadth across several. Pick based on whether your bottleneck is choosing a model or producing with one. One practical gap: nothing here is built for teams. No shared workspace, no approval flow, so solo creators get the full benefit and groups less so. The searchable gallery is the sleeper feature — once you've generated a few hundred images, being able to find the