AI Coding Spend Allocator

Know exactly what your team spends on AI coding tools and charge it back per project

Problem

Small teams subscribe to Claude Code, Codex, Cursor, and WorkDaddy at once, but can't tell which project or agent burned the quota. A single heavy month already hurts, yet nobody can attribute it to a client or repo.

Solution

Import billing exports and usage logs from each AI coding subscription, normalize them into real dollars, automatically attribute spend to projects, repos, and agent sessions, and produce per-client cost cards with alerts.

Users

3–20 person outsourcing shops, indie engineering studio leads, and developers who need to bill AI costs to clients

MVP

Manual CSV/email-screenshot import for major vendors; one-pass attribution by repo/session; monthly project cost report; budget threshold alerts; exportable client-facing breakdown.

Revenue

Per-team subscription ($9–29/mo) or tiered by number of attributed projects; upsell read-only share links for clients.

Why now

AI coding subscriptions and quotas change constantly, team spend is climbing fast, yet no cross-vendor attribution tool exists. A solo dev can build the billing layer without competing on the model side.