Start from the business baseline
Record the workload volume, current provider or infrastructure spend, successful-task rate, latency or throughput targets, operational constraints and any quality requirements that cannot move. Use a normal production-like sample rather than a specially selected example. A baseline with explicit assumptions gives engineering, finance and procurement the same reference point and makes later results easier to challenge or reproduce.
Evaluate representative workloads
Use several workloads that reflect light, normal and heavy usage. Include cases that historically create retries, long sessions, high spend or capacity pressure. Keep model, provider and workload assumptions documented. Compare the outcome using consistent success criteria and reject improvements that depend on an unacceptable change in output quality, reliability or user experience.
Cost calculator
Enter your current rates and measured average. Nothing is uploaded.
Make the rollout decision from evidence
Translate the observed result into a conservative business case. Apply measured gains only to traffic that resembles the tested workload, include operational overhead and avoid extending one benchmark percentage to every request. A commercial pilot should end with a clear go, expand, revise or stop decision, plus the evidence needed to explain why that decision was made.
Measurement checklist
- Choose a representative completed task, not an artificial one-line prompt.
- Record the selected model, provider input, cached input, output, retries and final result.
- Change one optimization mechanism at a time so the cause remains visible.
- Verify required identifiers, tool calls, code changes or business fields.
- Keep passthrough available when the reduced request does not pass.
Varion commercial evaluation
Varion keeps proprietary product implementation details private. Evaluate Token Optimisation on representative traffic and judge it by the measured commercial result. New verified users receive 100,000 processed input tokens and 50 local test runs.
Frequently asked questions
Should LLM cost management be judged from one benchmark?
No. Use multiple representative workloads and repeat the comparison before making a production or financial commitment.
Does Varion publish its proprietary implementation details?
No. Public Varion product pages focus on validated outcomes, commercial boundaries and customer testing. Proprietary engine implementation details remain private.