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AI & GPU · THE INFERENCE BILL

Plan GPU and AI capacity against real demand.

The token got cheaper and the AI bill went up. Before adding a GPU node or a bigger reservation, see what the fleet actually does, hour by hour, and what each model costs to serve.

Scope agreed before analysis. Not a pilot: a standalone deliverable, credited toward your first year.

ai

Know what you serve before you buy more

GPU capacity is bought on peak fear and billed around the clock; utilization is a guess and the cost of a million tokens is nobody's number. Inference routes to whatever was configured first.

The Bunny Lab measures the fleet from the kernel: utilization per node, cost per token and per request by model, tenant and endpoint, then backtests demand and quotes where each workload runs cheapest, on GPU, ARM or x86.

What you get

  • Cost per million tokens, per request and per tenant, reconciled with the bill.
  • GPU fleet capacity and headroom, with the idle nodes priced.
  • A backtested demand forecast and the scenarios that show what breaks first.
  • Placement per run, so inference goes where performance per dollar is best.

How it works

01

We measure the fleet.

Kernel telemetry on every GPU node, joined with the billing API, in 48 hours.

02

We forecast against real numbers.

Demand per model and endpoint, backtested, next to your team's assumptions.

03

You decide with a quote.

Buy, reserve, route or reclaim, each with the number that justifies it.

BEFORE YOU START

Before you start

Which GPUs and clouds?

Any node the agent can see: NVIDIA and AMD on AWS, Azure, Google Cloud, Oracle Cloud, on-prem and neoclouds. Read-only, under 1% CPU overhead.

Do you touch the models or the prompts?

No. We measure execution and cost. Routing decisions are quotes your team applies.

Can this cut the bill without buying hardware?

Usually. Idle GPU capacity and misrouted inference are the first two findings on most estates, and both are recoverable without a purchase.

THE BUNNY LAB

Five stages. One signal.

Compute Intelligence. Accelerated.