# Why Consumption Pricing Makes Forecasting Harder with Devavrat Shah

Page: https://stenobird.com/podcast/revenue-builders-5006014/why-consumption-pricing-makes-forecasting-harder-with-devavrat-shah
Text version: https://stenobird.com/podcast/revenue-builders-5006014/why-consumption-pricing-makes-forecasting-harder-with-devavrat-shah.md
Podcast: [Revenue Builders](https://stenobird.com/podcast/revenue-builders-5006014)
Published: 2026-05-17T12:00:00+00:00
Episode link: https://www.forcemanagement.com/revenue-builders-podcast
Audio file: https://dts.podtrac.com/redirect.mp3/cdn.simplecast.com/media/audio/transcoded/48383ae7-381a-43cf-bfb7-ac27bf106e90/43cdadc3-19af-415e-aa1e-49c2410d98ad/episodes/audio/group/2f9203a2-e260-45a5-9d94-0d701d1285de/group-item/e60f8cd8-15dc-4f50-9938-a5fae3aba1d1/128_default_tc.mp3?aid=rss_feed&feed=0ZQTlM6I
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JSON: https://stenobird.com/v1/public/podcasts/revenue-builders-5006014/episodes/why-consumption-pricing-makes-forecasting-harder-with-devavrat-shah
Duration seconds: 382

## Resource

In this replay segment, Devavrat Shah explains how AI can help teams learn across cohorts, spot patterns in uneven data, and create more trust in a forecast that would otherwise depend on isolated judgment calls.

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## Transcript

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