[ CASE STUDIES · 2 ANALYSES ]

Public cases,
checked line by line.

Not customer testimonials: we do not have customers yet, and we are not going to invent any. These are analyses of cases documented in public, with the numbers sourced and dated, including the ones that make the story less tidy.

Automation

Latest

Automation saves less time than everyone believes, and the gap has been measured

A randomised trial found experienced professionals were 19% slower with AI tools, while estimating they had been 20% faster. That 39-point gap between what people feel and what a clock shows sits underneath almost every claim made about social media automation. Here is what the evidence actually supports.

Echoia · 2023 – August 2026 · 18 min

Growth

The only hard proof that social media worked came from the month they stopped

Echoia · September 2021 – August 2026 · 17 min

Duolingo

Public cases,checked line by line.

Automation saves less time than everyone believes, and the gap has been measured

The only hard proof that social media worked came from the month they stopped

Public cases,
checked line by line.