Find the cost concentration
Group modeled API costs by project and model. Keep entered provider charges separate from calculated token estimates.
FROM A COST ESTIMATE TO A BUSINESS DECISION
Turn a usage CSV into a clear cost breakdown. Test revenue, growth and cost assumptions. Take an explainable report into your next pricing decision.
Runs locally in your browser · Bring your own rates · No API keys
30-day API cost → contribution after selected costs
Example only. Excludes costs you have not entered. Not accounting profit.
SEE THE DECISION BEFORE YOU BUY
This limited preview uses invented numbers. Adjust the assumptions to see the tradeoff; it does not analyze your files.
Revenue needed = (API + other costs) ÷ (1 − target margin).
Open the sample report ↗A FINITE JOB. A FILE YOU KEEP.
Group modeled API costs by project and model. Keep entered provider charges separate from calculated token estimates.
Change revenue, usage growth, other costs and target margin. Model hypothetical token and rate reductions with explicit assumptions.
Export a portable decision report with the cost breakdown and caveats. Your analysis runs locally, without an API account.
The app accepts a normalized CSV. Use the included preparation tool to map source columns and confirm cache semantics before import. All rates are USD per million tokens, supplied by you.
Download an illustrative CSV ↓project, model, input_tokens, output_tokens,
input_per_million, output_per_millionOptional: cached_input_tokens, cache_read_per_million, requests, actual_cost_usd. Input tokens include cached input. Cache writes, tools, image/audio pricing and tier rules are not separately modeled.
KICKLLM MARGIN STUDIO
For developers and small teams with API usage to audit and a revenue decision to make.
If you only need a quick estimate, the free KickLLM calculator may be enough.
Checkout status is being checked. No payment has been started.
14-day refund requests · Support: support@zovo.one. Internet required for Stripe checkout and download. No subscription or live rate feed is included.
Review license, privacy & purchase terms ↗BEFORE YOU DECIDE
Download the ZIP, double-click it to extract, and open the included index.html in a modern browser. The analysis app works locally after download. The README contains format and usage instructions.
No. You supply rates in the CSV. Sample rates are invented examples, not provider quotes. Verify the rate, units, cache semantics and applicable discounts against your own provider and billing period.
Not necessarily. Entered provider costs and modeled token costs are displayed separately. Taxes, credits, negotiated discounts, tool calls, audio/images, cache writes and pricing tiers can cause differences. It is an analysis aid, not an accounting system.
No. Lower token or rate assumptions create hypothetical scenarios. The included evidence companion summarizes your measured trial costs, acceptance and latency, checks task coverage, and applies your own comparison gates. You must still validate representativeness, eligibility and implementation cost before changing production behavior.
The offline analysis app processes your CSV locally in your browser. Checkout and download use the payment server and Stripe; those services process purchase information. The storefront preview uses synthetic data and does not request your CSV.
You can use any model name with explicit rates, but the columns must match the documented normalized format. The included preparation tool supports manual column mapping and fixed rates; native provider schemas are not automatically verified. Check the downloadable sample before buying.
No. It does not connect to production APIs, enforce budgets, synchronize accounts, or monitor spending in real time. It analyzes the files and assumptions you provide.