Marginal vs OctoLoops

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

Always-on agents that watch for the moment a company becomes worth contacting, find the right person there, and draft the message. Free plan from your URL, no account needed.

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 OctoLoops

Always-on agents that watch for the moment a company becomes worth contacting, find the right person there, and draft the message. Free plan from your URL, no account needed. 01 Fill in your product's URL 02 Get your plan and first opportunities 03 Review, send, and keep them coming. A company that did something this week which makes your product relevant right now: raised a round to enter a new segment, opened a market, took on a reporting obligation it has no tooling for.