Statistical Intelligence

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Seamless · Statistical Intelligence

Patterns. Insights.
Decisions.

Deep statistical analysis of your historical license costs. Spot anomalies, measure stability, surface optimisation opportunities.

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Licenses Analysed

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Avg Stability Score

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Anomalies Detected

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Vendor Risk Index

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Cost Stability Index

How predictable each license is — score 0–100 based on coefficient of variation across history

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Cost Anomaly Detection

Payments that deviated significantly (z-score > 2) from each license's own historical average

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Vendor Concentration & Risk

How dependent are you on top vendors? Herfindahl-Hirschman Index measures portfolio concentration

Concentration Index (HHI)

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Top spend by license

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Efficiency Quadrants

Each license plotted by cost (X) vs stability (Y). Stars = high stability, low cost. Question Marks = volatile, expensive.

STAR (Cheap + Stable)

CASH COW (Expensive + Stable)

QUESTION MARK (Cheap + Volatile)

DOG (Expensive + Volatile)

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Year-over-Year Comparison

Same month total spend: this year vs last year. Did your costs rise or fall?

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Insights & Recommendations

Plain-English findings auto-generated from your statistical patterns