All work

Social Computing · Product

Tremer

Six redesigns, logs from 2,013 devices, and the day I retracted my own findings

Role
Founder · product design · log analysis
Period
Nov 2025 – Present
tremer.xyz
Tremer
2,013
Devices analysed
behavioural logs
10s
Engagement threshold
found in the logs
6
Redesign rounds
ending in a B2B pivot
6
Metrics retracted
traced to artifacts

Tremer was redesigned six times. What moved it was not my intuition but merchant interviews — the same gap kept surfacing between what users enjoyed and what businesses would pay for, and it eventually pushed the product to B2B.

The retraction

My early analysis reported that people lingered on the screen: a median of 38 seconds. It was a flattering number, which is exactly why it deserved suspicion. Digging back into the logs surfaced the cause — background timeouts. Time spent with the app backgrounded was being counted as dwell time.

median dwell time
Change the measurement definition
As reported38.0s

Time spent with the app in the background was being counted as dwell.

Reported 38.0s → re-analysed 1.5s. This single fault contaminated six reported metrics. All of them were retracted and the analysis was re-run.

Cross the threshold yourself

The ten seconds came out of the logs, but to a reader it is just a number. So it runs here instead — this is how long you have stayed with this block.

Below the threshold0s
10s

This is counted in your browser only — nothing is sent or stored. This project retracted six metrics over a measurement artifact, so the measuring done here holds to the same standard.

What survived re-analysis

A 10-second engagement threshold

10s
threshold

Across logs from 2,013 devices, sessions that crossed ten seconds behaved distinctly differently from those that dropped before it.

Browsing and sign-up ran in reverse

It was not that heavy browsing led to sign-up; signing up led to heavier browsing. I had been reading the funnel backwards.

Shipped screens

The fun of a game collects the data; the authority of a finance terminal hands it back.

Trend World Cup — a bracket that captures relative preference
ShippedTrend World Cup — a bracket that captures relative preference
Viral Ranking — memes as tickers, with live yield per country
ShippedViral Ranking — memes as tickers, with live yield per country
Prediction — “rising / dying” over a live trend graph
ShippedPrediction — “rising / dying” over a live trend graph
How B2C play is refined into B2B data
How B2C play is refined into B2B data

The better a number looks, the earlier it deserves suspicion. Killing your own finding is part of the work.