---
title: "How Monte Carlo's Daily Revenue Model Rewrote Their Strategy"
description: "Learn how Monte Carlo transformed from annual contracts to daily revenue, pioneering a new SaaS pricing model for data \u0026 AI startups. Key insights for founders."
categories: ["pricing","AI"]
keywords: ["Monte Carlo","daily revenue model","SaaS pricing","Theory Ventures","venture capital","customer alignment","go-to-market strategy","data observability","pricing transformation"]
ai_summary: "Monte Carlo's shift to a daily revenue model redefines SaaS pricing and enhances customer alignment and insights."
date: 2025-05-30
lastmod: 2026-07-17
canonical_url: https://www.tomtunguz.com/moving-to-daily-pricing/
author: "Tomasz Tunguz"
---

Pricing changes are hard. 

Fundamental shifts in go-to-market strategy tied to pricing? Monumentally difficult.

We recently dove deep into one such transformation with Barr Moses, CEO of Monte Carlo, during a [Theory Ventures Office Hours](https://www.youtube.com/watch?v=NcVmzypt4JM&list=PLWyXqNxVbHP2qY4BL40Kst473-kF3TBPN&index=14).  Monte Carlo, a data & AI observability pioneer, moved from traditional annual contracts to a daily revenue model.  


These were the three most important takeaways for me from the conversation:

1. Monte Carlo customers were used to buying usage-based rather than contract-based & the alignment was an important & critical evolution. Ali Ghodsi said the annual contract is "selling like Oracle in the 1980s."

2. The shift to daily revenue was a fundamental cultural change. First Barr asked every functional leader to pick who should own pricing. Ultimately, everybody but product decided it should be product. That settled, the go-to-market team "redefined the job functions for everyone in the go-to-market starting from scratch."

3. Last, the company evolved through a cultural change, pursuing one key metric that everybody could align with : daily revenue. It was clear from our conversation that this is more than just a pivot. It's a fundamental reimagining of the core operations of the company. The company embarked on an internal rebrand including "MCCC - The Monte Carlo Consumption Company."  

    This involved "changing the language both inside of the company & with the board around one key metric."  As a VC, I felt 15 years of education about at ARR & ACV had been rightly thrown out the window.  This daily figure brought "tremendous simplicity" & was crucial for optimizing for learning in the early days.  It became, as Barr termed it, the "ultimate bet on yourself & your team." 


{{< youtube NcVmzypt4JM >}}

https://www.youtube.com/watch?v=list=PLWyXqNxVbHP2qY4BL40Kst473-kF3TBPN&index=16

This move has had profound effects on the company : 

- True Customer Alignment wiht Shared Risk, Shared Success: The model "forces the company to take part in the customer success." 
- Deeper Customer Insight: Success demands understanding customer roadmaps. 
- Product Clarity: Usage focus drove insights, like fixing default permissions that inhibited adoption which wouldn't have been obvious otherwise.
- Enterprise Predictability: Commitment models (RPOs) still offer budget predictability for larger clients particularly with longitudinal data.

Monte Carlo's journey is a powerful testament: pricing reflects your entire GTM philosophy & commitment to customer value. It’s a dare few take so comprehensively, but the rewards in alignment & customer-centricity are immense.