Attribute AI spend to the model, feature, team, user, and customer driving it — so every dollar of LLM cost has an owner.
StackSpend attributes AI cost by model, feature, team, user, and customer across OpenAI, Anthropic, Claude, Cursor, and more. See which models and features drive spend, allocate cost to the teams and customers responsible, and turn one blended AI bill into accountable, per-owner numbers.
How it works in practice
StackSpend attributes AI spend by model, feature, team, user, and customer so every dollar maps to an owner.
Cost per LLM request and model-mix trends show where spend concentrates and why.
Daily signals and forecasts keep attributed cost current, so budgets and margin stay accountable.
When this use case fires
One model quietly dominates spend with no owner accountable
A single team or user drives most of the AI bill
A customer’s usage erodes their plan margin without attribution
A feature ships on a more expensive model than expected
AI providers bill one blended total, so no model, feature, team, or customer owns the cost they create.
Without attribution, teams cannot allocate AI spend to customers for COGS or to teams for budgets.
A single expensive model or a handful of heavy users can dominate the bill without anyone noticing.
How StackSpend does this
Provider usage dashboards and spreadsheets is built for different jobs. Here is what StackSpend adds.
Provider usage dashboards and spreadsheets
- Cost reported by provider, not by model, feature, team, or customer
- No cost-per-request or per-owner breakdown
- Manual analysis required to allocate spend
- No forecast on attributed cost
StackSpend
- AI spend attributed to model, feature, team, user, and customer
- Cost per LLM request and model-mix trends
- Per-owner cost in one view for budgets and COGS
- Daily signals and pace-to-forecast on attributed spend
What we track
Who uses this
Teams that want daily visibility into spend without manually checking billing portals.
Buyers replacing spreadsheets and fragmented native dashboards with one monitoring workflow.
Operators who need read-only setup, alerts, and forecasting before overrun becomes month-end reality.
Frequently asked
What providers does model cost attribution work with in StackSpend?
How does StackSpend power model cost attribution?
How quickly can I set up model cost attribution?
Set it up in 5 minutes. Know by tonight.
Connect your providers with read-only access. Model Cost Attribution starts from day one — no manual setup, no threshold tuning required.