Your LLM bill is visible.
The real cost drivers usually are not.
You can see total spend, but not unit economics.
You know what OpenAI or Anthropic charged last month. You still cannot clearly answer which feature, workflow, customer segment, or prompt pattern is destroying margin.
Premium models become the default and never get revisited.
Teams ship fast with frontier models, large context windows, and generous retries. Months later, those launch decisions are still running in production.
Everyone suspects waste, but nobody has time to prove it.
Caching, batching, prompt trimming, model downgrades, fallback logic — all sound promising. The problem is ranking what is actually worth changing first.
Finance wants answers before the platform work is done.
Leadership asks hard questions about gross margin, cost per seat, and pricing leverage. Most teams are still too early for a full observability rollout.
TokenTune is a manual LLM cost audit for teams that need savings now.
We review your provider exports, logs, prompts, and architecture, then deliver a clear picture of where spend is going and what your team should change first.
This is not another dashboard. It is a fixed-scope audit built to help an engineering leader make cost decisions quickly.
Three steps. Seven days.
Concrete engineering output.
Share the data
We collect the minimum inputs needed to understand your current spend: provider exports, logs or traces, prompt examples, and a short architecture walkthrough.
TokenTune analyzes where margin is leaking
We segment spend by provider, model, feature, and traffic pattern, then isolate the biggest optimization opportunities across routing, context size, retries, caching, and batchable workloads.
Your team gets a prioritized savings plan
You receive a concise audit readout, the top opportunities ranked by ROI and implementation difficulty, and a 30-day action plan for engineering.
Pick the right starting point.
Start with a quick automated report or jump straight to a full manual audit — both deliver actionable savings opportunities.
Automated analysis of your LLM prompts and usage patterns. Get a prioritized cost-savings report delivered in 48 hours — no calls, no commitment.
Manual deep-dive by a human analyst. Full review of your prompts, routing logic, and usage patterns — with ROI estimates and an implementation guide.
Not sure which to pick? Email us and we'll recommend the right fit.
Common questions
Get a free savings estimate.
Tell us about your setup and we'll send you a rough estimate of what a full audit could save you — no commitment required.