Calculators

TokenOps Savings Calculator

Six intelligent calculators: blended savings, RAG cost, model routing, budget burn rate, prompt caching ROI, and total cost of ownership.

Baseline monthly$20,250
Optimized monthly$6,447
Monthly savings$13,803
Savings rate68.2%
Payback1.8 months
At 3,000,000 monthly requests, this scenario lowers run-rate by 68.2% while preserving a clear optimization audit trail.

RAG Pipeline Cost Estimator

Model the true cost of retrieval-augmented generation including chunk context, system prompts, and cache hit rates.

Input tokens / query2,950
Cost per query$0.0148
Daily cost$178
Monthly (no cache)$5,346
Monthly (with cache)$2,940
Cache savings$2,406

Model Routing Savings

Calculate monthly and annual savings from routing a fraction of traffic to cheaper models.

Baseline / month$31,500
Optimised / month$10,427
Monthly savings$21,074
Annual savings$252,882
Savings rate66.9%
Excellent

Budget Burn Rate Monitor

Project end-of-month spend from current burn, flag warnings, and compute daily budget targets.

Daily burn$1,867
Recommended daily$1,667
Projected month-end$56,000
Budget utilisation112.0%
Days until budget hit11
over-budget

Prompt Caching ROI

Quantify savings from Anthropic or OpenAI prompt caching given hit rate, write cost, and call volume.

Baseline daily$150
Cached daily$66.75
Daily savings$83.25
Monthly savings$2,498
Break-even calls—

LLM Feature TCO & ROI

Go beyond token cost — include infra, engineering, and ops to compute true ROI and payback period.

Total monthly cost$74,800
Total monthly benefit$215,000
Net cashflow / mo$140,200
ROI187.4%
Token cost share60.2%
Payback1 mo
Strong ROI