AI spend governance · by WitAura
Take control of your AI spend.
Connect your OpenAI or Anthropic account and the platform does everything else — pulls your usage daily, audits it weekly, watches between audits and mails the statement. The audit is step one of taking control. No SDK, no proxy, nothing in your request path.
Start free — 1 audit, no card See how it connects
Token counts only — no prompt or completion text ever reaches us. See a sample report →
Seeded demonstration account — labeled sample data
- Deterministic math — no AI reads your logs
- Counts-only ingestion
- Verified-only headline
The problem
Waste hides in shapes invoices can’t show.
Your AI bill tells you what you spent. It cannot tell you which prompts were paid for twice, which routes ran a frontier model on trivial work, or which agent re-sent the same context a thousand times. The invoice is one number — the waste hides in the millions of calls underneath it. That is the layer this product reads.
of enterprises overran their AI budgets last year
average overspend — even on mature FinOps teams
of FinOps teams now manage AI spend
How it works
Follow a dollar through the loop
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Input
Connect your provider account — one key, used read-only on our side, and we show you exactly where to click.
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Analyze
Six deterministic detectors price every call — rules, not AI guesses.
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Report
Findings ranked by dollars: why, the evidence, the fix, and how you’ll know it worked.
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Act
Mark a fix applied; the next audit re-measures the route and only the verified difference joins your headline.
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Prevent
Alerts watch between audits. They notify you — they never pause, cap or touch your traffic.
Connect once — the heavy lifting happens on our side
Claude Code, Codex, Cursor, LangChain agents — any tool running on your API keys shows up automatically in your provider's usage, so one connection covers all of them. No per-tool setup, ever.
One org key, made in the guided 3-step wizard — we use it read-only. We pull usage daily and audit weekly — you never upload anything.
Same one-key setup. Your first pull and audit run the moment the key validates — numbers this session, not next week.
Start with a free one-off audit instead: drop in a usage file — we show you exactly where to get it, click by click — and the full report lands the same way.
Six kinds of waste it prices, every audit
- Missing prompt cachingThe same prefix paid for again and again.
- Retry stormsNear-identical calls in bursts — one answer, billed repeatedly.
- Oversized modelsFrontier models doing work a cheaper one handles.
- Prompt bloatRoutes sending far more context than their answers use.
- Unbounded output capsmax_tokens set to the moon; latency and reservations pay for it.
- Chatty agent loopsMany tiny calls re-sending shared context where one would do.
The product
What you actually see
Real screens from a seeded demonstration account — labeled sample data, because unlabeled numbers would be a lie.
$1,365.20/mo identified across 4 findings — ranked by dollars, not severity labels.
Exhibit B — the findings ledger · seeded demonstration account
$940.10/mo verified — applied fixes are re-measured by the next audit, and only the proven difference counts.
Exhibit C — the money moment · seeded demonstration account
4 things worth an email — spend spikes, waste above target, new high-impact findings, a soft budget. Nothing is ever paused.
Exhibit D — alerts · seeded demonstration account
The architecture
We run the architecture we audit you toward
TokenOps runs OUTSIDE your infrastructure: managed cloud reading official usage APIs — read-only in, findings out. Nothing installs in your VPC and nothing ever sits in your request path. That is a law of the product's scope, not a roadmap item.
Zero prompt text
The engine stores token counts, timestamps and hashes — never your prompts. There is no prompt text in the usage APIs we read, so there is none in our database either.
Read the privacy terms →Zero trust required
Connections use one provider key, read-only on our side, encrypted on arrival. Revoking deletes the stored key — it is not just disabled.
How connections work →Deterministic math
No AI reads your logs. The analysis is a rules engine with golden-file tests, so the same logs always produce the same dollars.
See it on the sample report →Honest zeros
The headline only counts savings a later audit verified. Missing data degrades to zero — we never invent a number to look better.
The verification method →Where this fits
Where this fits
| How it works | What it costs you | |
|---|---|---|
| Cost dashboards | Integrate an SDK, tag your calls | Engineering time before the first number |
| Model routers | Pick a cheaper model per request | Solves one of the six kinds of waste |
| Gateways & proxies | Sit inside your request path | A new dependency in production |
| TokenOps | Audits the logs you already have | Nothing in your path — read-only, deletable |
Our own audit
We pointed it at the AI agents that built it
67,095 calls · $8,757.75/mo API-equivalent · 32.5% estimated waste
Figures are API-equivalent token value; actual billing depends on your plan.
Plans
Plans
Spending more than $500 a month on AI? Pro pays for itself. Less? Start free — we'll be here when your bill grows.
Global pricing · India pricing
Free
Connect a provider free — your first audit on us. Or drop in a usage file; we show you exactly where to get it. No card. Statements archived in-app; emailed when there's something to show.
Start freePro
Launch price for the first 200 subscribers — $29/mo after.
One connected source, audited weekly, plus a daily spend digest, alerts and your Savings Statement emailed every month.
Covers up to $25K/mo of audited AI spend.
Start with ProScale
Launch price for the first 200 subscribers — $99/mo after.
Five connected sources with priority support.
Covers up to $100K/mo of audited AI spend.
Start with ScaleOne-off audit: $500 — a single full audit of a log file, no subscription. For enterprises, terms here.
Less than a tenth of what observability platforms charge — and it pays for itself in found waste.
Know where the money goes.
The audit is step one. Leave your email for early access.