kullaagentic framework
Cheapifier calculator
AI cost savings calculator
Result
Safe 95% profileConditional projection
—tokens saved / month— annually
—total token reduction
—example cost saved / year— monthly at $5 input / $15 output per 1M
100%meaning / functionality observedqualified evidence corpus
Cost saved percentage — —
Cumulative token path
| Stage | Tokens | Remaining | Saved |
|---|
Calculation details
Baseline volume—
Qualified input—
Qualified interactions—
Kulla overhead—
Executed workload—
Model routingNot included
Token-only savings—
Routing savings—
Methodology and evidence
Formula: unchanged tokens + locally executed scenario pipeline(deployed input tokens + the selected scenario’s measured per-interaction Kulla overhead). Every stage coefficient comes from that scenario’s actual sequential token totals.
Each workload was run locally through the complete Cheapifier pipeline with the real LLMLingua-2 model. The calculator reproduces all six recorded paths exactly before scaling them to the selected organization. Semantic/functionality retention is observed, not guaranteed: 3,447/3,447 checks passed across 93 cases.
View the complete calculator proof