How many apps does it take to build an app?
A reflection on what I have built so far. How many connected things had to work in unison in order for the choir to shine as a whole.
Knoli Blog
Product updates, perspectives on polling, and ideas on how crowd-sourced opinions shape the world.
A reflection on what I have built so far. How many connected things had to work in unison in order for the choir to shine as a whole.
Designing a recommendation algorithm for polls is surprisingly different from content feeds. Here's the thinking behind Knoli's weighted scoring system.
Social desirability bias is one of the most underappreciated problems in survey research. Here's why we made anonymity a core design principle at Knoli.
I built a recommendation feed designed for millions. It fell apart with fifteen users. Here's exactly what went wrong.
The moment I introduced financial incentives, I had to fundamentally change the system. What was previously supposed to be a straightforward feedback loop becomes something people will try to game.
We built Knoli to solve a simple problem — people's opinions have real value, but they're almost never compensated for sharing them. That changes today.
On paper, push notifications feel simple. In reality, it's a tangled system of moving parts where anything can (and will) break.
I scrapped the swipe-card style layout and pivoted toward something more familiar. Here's why different doesn't always mean better.
We rebuilt the feed for the third time. We'll do it a fourth time if we have to. Here's what went wrong and what we did about it.
Already running into some interesting challenges with response calculations in what initially felt like a simple poll app. It's a small detail, but one that can have a real impact on how data is interpreted and presented.
Test polls are fun, but what if we used them to gather something more meaningful? Quick taps. Real responses. Useful data.
This started with a simple idea: ask better questions and get clearer answers. Simple questions. Real answers.