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    Calculator suite

    Research-backed tools for measuring what matters. Every formula cites its published sources.

    Formulas draw on 40 published sources, use conservative estimates, and are free to use.

    Choose a calculator

    Each tool uses research-backed formulas with conservative assumptions.

    Municipal AI ROI

    Calculate chatbot value for 311 and citizen services. Buenos Aires handles 2M queries/month with 50% burden reduction.

    12 sources · Goldman Sachs, MIT

    Process cycle efficiency

    Identify waste in workflows using value stream mapping. Studies document 99.987% waste in typical government processes.

    5 sources · Indonesian Transport Ministry

    Permit queue optimization

    Reduce wait times using Little's Law (L = λW) and M/M/1 mathematical queue models.

    4 sources · Operations Research

    Staff capacity analysis

    Balance workload using Toyota Production System principles adapted for government services.

    6 sources · Toyota, Public Admin

    Six Sigma defect reduction

    Calculate quality improvements using NASA-validated DPMO methodology applied to municipal operations.

    6 sources · NASA, NIH

    Wait time satisfaction

    Model citizen satisfaction with virtual queuing. Research shows 30-50% no-show reduction with appointment systems.

    4 sources · Healthcare, Gov

    Code enforcement ROI

    Technology investment returns for enforcement operations. Mobile tech delivers 25-30% efficiency gains.

    3 sources · Municipal Tech

    Research-backed methodology

    Every approach we use is validated through published research.

    The calculators draw on 40 published sources in 7 research categories: journal articles, conference papers, government reports, and industry studies. Open a category to see its sources.

    Process cycle efficiency · 5 sources
    Queue theory · 4 sources
    Takt time analysis · 6 sources
    Six Sigma quality · 6 sources
    Wait time satisfaction · 4 sources
    Code enforcement ROI · 3 sources
    Municipal AI and chatbots · 12 sources

    AI-powered citizen services show 15-40% productivity gains. Buenos Aires handles 2M queries/month with 50% burden reduction.

    Sources

    The research comes from organizations such as NASA, Toyota, Goldman Sachs, MIT, NIH, the Australian Government, and leading universities. We use the lower bound of published ranges; if research shows 15-25% improvement, we use 15%.

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    Tell us about your organization, the workflow or service involved, and what you want to improve. We can help frame a useful next step.

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