Hey Stelian! Welcome 🔥

Hey Carlos! Welcome 👋 Great to have you here 😊

I want to give you a straightforward answer - not based on "viral" videos from AI influencers, but based on actual business experience. First, let's separate two things that people keep conflating: quality production and factory automation. They're different jobs and they need different tools. Higgsfield is your quality/control layer - not your factory engine. The reason we use Higgsfield is the web interface: Cinema Studio camera control, Relight, Inpaint, Soul ID for character consistency. That's where you get output that actually looks directed - not randomly generated. That level of control doesn't exist in any API right now. You use it for the work that has to be right. The hero clip. The brand-locked scene. The deliverable that goes to a client. But here's something worth knowing before you try to run automation through Higgsfield's API specifically: the API has high failure rates and does not refund credits on failed generations. That means every failed call is a paid call. At any real volume, that cost adds up fast and makes it more expensive than any other solution on the market - not because the per-credit price is high, but because you're paying for failures you can't recover. For factory use it's a not the best solution For the actual factory layer - you need a separate API stack. Here's what's worth knowing right now: fal.ai - strongest option for video generation at volume. Supports Kling, Minimax and others under one API. This is the one built for production throughput. Runway ML API - solid for specific motion tasks, more predictable output on certain styles, but more limited model selection. Kling API (direct) - high quality, good for realistic motion, but can be slow at scale. claude API - this is your creative/text layer. Use it to generate prompt batches, hook variants, scene briefs, storyboard structures. Feed those outputs into your video API. That's the right job for it. So the actual content factory stack looks like this: