I found the optimal stack. Jev + Picsart, and it turned into a factory for AI girls on social. before this I was paying $277 a month to keep eleven tabs open. $3,300 a year, most of them idle between projects, all of them billing anyway. but money was never the thing that broke. consistency was. one model makes the face. another makes the body move. a third does the voice. every handoff is an export and a re-upload, and by the fourth post the character is not the same person anymore. that is what kills an account. not quality. drift so I stopped treating it as a prompt problem and built it as a graph. Jev decides. Picsart runs. 188 models from 34 providers behind one bar, and Jev picks which one gets each job instead of me opening another tab. eight seats, one rule each: > BRIEF holds who she is. it never regenerates, everything else reads from it > ROUTER picks the model per job and shows the credit cost before it spends > IMAGE runs 3 directions through 3 different models, side by side, not 9 variations from one > VIDEO only ever inherits an approved frame. it never starts from a fresh guess > AUDIO runs in the same environment, same session, same asset > EDIT transforms without leaving the workspace > REVIEW checks against the brief, not against "does it look cool" EXPORT the rule the whole factory hangs on: never let one generation decide the post. one prompt that returns a finished clip is not a workflow. it is a coin flip with good production values. when the face shifts, you have no idea which stage shifted it. three things that make it actually hold: the approved frame is the contract. video does not get a description of her, it gets the exact image the last stage signed off. that is how the character survives twenty posts instead of three. cost is visible before you commit. change duration or resolution and the credit number updates on the button. you find out what a clip costs before you spend it, not after. output saves with metadata and opens straight in the editor. no export, no re-upload, no asset you cannot trace back to the model that made it. and label the output as AI. the platforms have a flag for it, using it costs nothing, and an account that hides it gets found eventually. what none of this solves: whether she is actually interesting. a factory that makes posting cheap will let you post past the point anyone cares and never mention it. the models make her look real. only you decide if she is worth following. eleven invoices, or one graph