Monthly active users up 360%, to 1.7k

2026 · CLYTE

Sophie 5.0

Sophie rebuilt from the ground up for user experience and reliability, doubling down on image analysis. The update spiked monthly active users by 360%, to 1.7k.

LOG · WHAT IT IS AND WHAT IT DOES

Sophie 5.0 is a full rebuild of the app around user experience and reliability, doubling down on image analysis. The whole lab sits on one floor: rooms that measure (scratch assay, cell count, colony count, tube formation and western blot), a bench of calculators, three experts with their sources (the chat, literature, and the Architect for FDA questions), and every result kept as a record that can be shared inside a lab and between labs.

WHY

With the underlying technicals working well, we wanted to recreate the app with user experience and reliability in mind, so we redesigned the whole app. Since the 4.0 version we were running internal surveys and fake door analysis in our systems to learn what else users are interested in, and we added those additional features, doubling down on image analysis, as it seems to be the winner and the thing our users keep coming back to.

WHAT I WORKED ON

Everything: a Node.js and React frontend, Firestore, and a Firebase backend, built on the Cloud Run services and engines.

WHAT CAME OF IT

This update caused a 360% spike in our monthly active users, now at 1.7k MAUs.

OBJECT
M49
YEAR
2026
CONTEXT
CLYTE
CATEGORY
work
TYPE
software
STATE
out in the world
TOPICS

PLATES · 10

  • PLATE IYour lab, on one floor

  • PLATE IILab images into numbers you can check

  • PLATE IIIFive rooms that measure

  • PLATE IVA bench for the maths

  • PLATE VThree experts, each with its sources

  • PLATE VIEvery result, kept as a record

  • PLATE VIIYour lab, in one place

  • PLATE VIIIRun several at once

  • PLATE IXThree ways in, on any screen

  • PLATE XStart with the free parts

DEMO · 1

  • Scratch assay analysis, records and FDA answers in one place | Soφ (Sophie)ON YOUTUBE

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