FP&A Use-case Deepdive

Sales pipeline progression analysis

Build a model to show deal level pipeline progression by comparing pipeline snapshots over two distinct periods using an AI native approach

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Outputs we will build

Waterfall chart to show change in pipeline from one period to the next across 7 deal categories.

Heatmap based matrix of deals (and $ values) by starting & ending stage to track movement.

List of deals & key metrics by category.

Objectives

  • Connect to CRM based pipeline snapshots across week 8 and week 10 of the quarter.
  • Clean, prepare and harmonize the data.
  • Classify all deals into 9 distinct categories.
  • Create waterfall chart to show change in pipeline from one period to the next across all deal categories.
  • Create deal lists for all deal categories with relevant attributes.
  • For open deals, show "to / from" stage progression heatmap on a deal count and ACV basis across periods.
  • Create dynamic inputs to zoom in of specific areas like regions, segments and sales groups.
  • Identify at-risk deals based on bespoke business specific context e.g. deal type + days in stage + deal value etc.
  • Build easy-to-understand charts and convert the model to an interactive surface (App) for easy sharing with stakeholders.