Marginal vs Vidmoat

Track every LLM call's cost and slice it by customer, feature, model, any field you define.

Vidmoat is an AI video editor with an agent that reads your footage, cuts the dead air, writes captions, removes backgrounds, and ships shorts to every platform, from one...

About Marginal

Track every LLM call's cost and slice it by customer, feature, model, any field you define. Marginal tracks the cost of every LLM call and slices it by the fields you care about, customer, feature, model. Cost is computed server-side, usage in, dollars out. Every API request is logged with its outcome, accepted counts, rejected events and why, stripped keys, unpriced models. The SDKs are zero-dependency, buffered, fire-and-forget: track() never throws and never blocks your request path.

About Vidmoat

Vidmoat is an AI video editor with an agent that reads your footage, cuts the dead air, writes captions, removes backgrounds, and ships shorts to every platform, from one prompt. Tell the agent "make this a punchy TikTok" and it reads your footage, writes the captions, cuts the dead air, and grades the color, step by step, out loud, until it's done. Connect Claude Code, Cursor, or your own agents over Model Context Protocol, they import footage, edit the timeline, look at the frames they made, and render finished MP4s.