Company case study · 2 podcast episodes

Handshake

Handshake: Initially a job board for recent college graduates, Handshake pivoted to providing services for data annotation roles. It came up on 2 podcast episodes (My First Million) between June 25, 2025 and March 19, 2026. As told on the show: Expected to reach $100 million in revenue within a short timeframe after the pivot.

At a glance

Handshake at a glance
Discussed on2 episodes: My First Million
First and latestJune 25, 2025 to March 19, 2026
Revenue and tractionExpected to reach $100 million in revenue within a short timeframe after the pivot.
CategorySaaS

Figures and claims are as told on the episodes, summarized from the transcript. Check the date: they describe the company at the time it aired.

What My First Million said

This guy cured his dog’s cancer with ChatGPT + 4 other crazy AI stories · aired March 19, 2026 · hosted by Sam Parr and Shaan Puri

Why it works

It addresses the needs of college graduates and employers by connecting them directly, which is a relevant service.

The playbook

They pivoted to provide curated training data for AI labs, leveraging their existing database of students.

Also mentioned

They recognized the potential of their platform in the AI space, transforming their service into a valuable asset.

What My First Million said

Business as a sport, Surge AI, and Waymo vs. Robotaxi · aired June 25, 2025 · hosted by Sam Parr and Shaan Puri

Why it works

The company quickly adapted to market needs by leveraging its existing platform to cater to the demand for data annotators, which has led to rapid growth.

Revenue and traction

Expected to reach $100 million in revenue within a short timeframe after the pivot.

The playbook

Pivoting quickly to meet market demands and utilizing their existing platform to create a new revenue stream.

Also mentioned

The company has evolved from a college job board to a key player in the data annotation market.

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