Notion has over 30 million users and is one of the most widely used knowledge management platforms in tech. In 2023 and 2024, the meeting intelligence category exploded: Otter.ai crossed 25 million users, Microsoft pushed Copilot Recap to 145 million Teams users, and Fireflies raised at a $500M+ valuation.

Notion faced a clear strategic choice: let meeting intelligence live in a separate tool (fragmenting the workspace), or bring it natively inside Notion (making the workspace the single system of record for work and the conversations that drive it).

Notion AI Meetings is the answer. The launch challenge is not a feature announcement. It is a category positioning challenge: how do you convince teams that meeting intelligence belongs inside their workspace, not in a separate tab?

That positioning challenge is what makes this an interesting PMM case study.

Snowflake is in the middle of the most consequential competitive shift in its history. The company built its reputation as the best cloud data warehouse in the world. That positioning worked from 2018 through 2022. It does not work anymore.

The market has moved. Buyers no longer ask "which data warehouse should we use?" They ask "which platform will be the foundation of our AI strategy?" That question puts Snowflake in direct, technical, and increasingly hostile competition with Databricks, Google BigQuery, Amazon Redshift, and Microsoft Fabric, each of which is investing heavily in AI capabilities and showing up in Snowflake's active pipeline.

This CI package was built to give Snowflake's enterprise sales team a single, authoritative source of truth heading into Q4: the highest-pressure quarter for quota attainment and the quarter where competitive deals are most likely to stall or defect.