Marginal vs Scalix World

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

Scalix World is the AI-native neocloud: database, AI inference, functions, containers, and storage on one platform, operable by humans and AI agents.

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 Scalix World

Scalix World is the AI-native neocloud: database, AI inference, functions, containers, and storage on one platform, operable by humans and AI agents. And it speaks MCP, so your AI agents can set up, deploy, and run everything for you, not just write the code. Every Scalix service is exposed through the Model Context Protocol: 50 tools covering database, computers, services, storage, functions, KV, events, cron, domains, builds, and auth. Provision a database branch, run migrations, and query it, in one agent session .