First-class product vision · evidence-labelled
Resource intelligence: know what work consumed, what it achieved, and whether a change truly helped.
Quelari’s intended utility includes an in-house calculator and monitoring layer that attributes consumption to tasks, models, retries and verification, then recommends how to obtain more accepted useful work from finite plans and budgets. The calculator below is a browser-only illustration. Live telemetry, account connections and an active optimiser are not available in this preview.
Illustrative calculator conceptComparable-profile calculator
The proposed comparable-profile calculator would compare matching workloads, units and quality requirements, include checking overhead and retain uncertain or negative results. This page demonstrates only the scalar arithmetic below; it does not choose an improved execution.
Product vision · not liveEnd-to-end consumption monitor
Intended to show which task, model, retry, tool call, verification step or failed attempt consumed an allowance or purchased credit, with auditable attribution.
Product vision · not livePlan-efficiency recommendations
Would recommend batching, caching, model choice, retry limits or scheduling only when outcome quality and acceptance stay comparable—and would include the monitor/optimiser’s own overhead.
Calculator rule: net saving = baseline − changed execution − checking/optimisation overhead. Units must match, workload and acceptance quality must be comparable, and estimates must be labelled. All calculator inputs are illustrative matching units. This is not live provider telemetry, invoice evidence, measured physical energy or measured Quelari savings. A negative result means an illustrative resource increase; a zero baseline has no meaningful percentage comparison even though this simple example displays 0%.