License Predictor
Selected Feature

64801INVPROSA_HSMWU_F

AutoDesk [licsrv058;adskflex]

Rows: 203 rows. Time: date. Data columns: used_licenses, max_available, elapsed_time.

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Forecast
Forecast trains on the full selected history and projects future periods. Use it when you need the next days, weeks, or months.
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Evaluate
Evaluate trains on the first part of the history and tests against the held-out actuals. Use it to compare model accuracy before forecasting.
Latest record

Forecast - FastTree

90 future steps - saved Aug 9, 2026 11:24 PM

Prediction Insights
Peak capacity diff
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Peak capacity difference
The peak forecasted usage compared with the most recent max_available licenses. Negative means peak usage is below available licenses; positive means it may exceed available licenses.
-100.0% Below capacity
Confidence
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Forecast confidence
Confidence is high because the model trust score is 78/100. The score combines internal model diagnostics, confidence-band behavior, available history, and historical stability.
High trust 78/100
Baseline
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Max available baseline
The baseline uses the most recent max_available value available in the input data (500). The peak capacity difference compares the maximum forecasted usage (0) against that available-license baseline.
500 most recent max_available
Period history
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Period history
This compares historical records that match the forecast period, such as the same month, quarter, or time-of-year. Calculation: matching-period average 0 compared with typical usage 0, which is +0.0% versus typical usage. Recorded high: 0 on Aug 26, 2020. Recorded low: 0 on Aug 26, 2020.
+0.0% vs typical
Peak forecasted used licenses is expected to be lower than the most recent max available licenses by about 100.0% in Sep 2 to Nov 30, 2020.
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Peak capacity difference
The peak forecasted usage compared with the most recent max_available licenses. Negative means peak usage is below available licenses; positive means it may exceed available licenses.
Forecast confidence is high based on a model trust score of 78/100.
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How confidence is calculated
Confidence is high because the model trust score is 78/100. The score combines internal model diagnostics, confidence-band behavior, available history, and historical stability.
Max available baseline is 500, based on most recent max_available.
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Max available baseline
The baseline uses the most recent max_available value available in the input data (500). The peak capacity difference compares the maximum forecasted usage (0) against that available-license baseline.
In matching historical periods, usage averaged 0 versus typical usage of 0, a +0.0% difference.
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Matching historical periods
This compares historical records that match the forecast period, such as the same month, quarter, or time-of-year. Calculation: matching-period average 0 compared with typical usage 0, which is +0.0% versus typical usage. Recorded high: 0 on Aug 26, 2020. Recorded low: 0 on Aug 26, 2020.
Action: Forecasted used licenses are near zero compared with the most recent max available licenses. Treat this as a drop-or-suspend candidate: confirm business ownership, shared-pool dependencies, contract minimums, and early actual usage, then remove temporary capacity or exclude the license from renewal where allowed.
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