Run Analysis

Upload your billing CSV or use a sample dataset to see margin analysis in action.

Drop your CSV here, or browse

Billing export with columns: customer, model/service, revenue, cost, period

Explore with realistic billing data — no upload required.

AI SaaS Startup (47 customers)

Multi-model AI startup with GPT-4, Claude, and embedding costs across enterprise and growth tiers.

2,840 rows·30 days

API Platform (120 customers)

Usage-based API platform with per-request and per-token billing across multiple service tiers.

8,200 rows·90 days

Hybrid Billing Co (23 customers)

Seat-based pricing with usage overages. Mix of LLM inference and fine-tuning costs.

1,560 rows·30 days

Local-first analysis

Your data stays in the browser. No uploads to external servers.

Multi-model support

GPT-4, Claude, Mistral, embeddings, fine-tuning — all in one view.

Actionable insights

Not just numbers — specific leakage hotspots with remediation paths.