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Party.Camera Cohort Analysis Julesy's Weekend Nights 2024 + 2026

3 Cameras, 75% Conversion — Simplest Flywheel in the Dataset

Julesy hosted 3 Saturday/Friday night cameras across 2 years and converted 3 of 4 guests. Hamish converted before joining (already hosting), Bonnie in parallel, and Stu eventually. Australian social names. The simplest flywheel in the dataset: small group, high conversion, long time horizon.

Cameras hosted
3
Nov 2024 + Mar 2026
Guest → host rate
75%
3 of 4 guests converted
Time span
16 months
Nov 2024 → Mar 2026
Group size
3 guests
Tight friend group
New users
1
Gem gem
01

Network + Timeline

Social graph and event history — who joined, who converted.

Network Graph
Host
Converted guest
Active guest
New user
Timeline
Ju
Nov 2, 2024
Saturday Night
First camera. 3 guests: Hamish, Bonnie, and one more.
T+0 · Origin
H
Oct 31, 2024 · pre-existing
Hamish already hosting
Hamish was already a host before joining. The cluster was primed.
Already converted
Ju
Nov 15, 2024
Friday
2 guests join. Stu appears.
Second event
Bo
Nov 14, 2024 · parallel
Bonnie hosts in parallel
Bonnie is hosting cameras in the same period. Active peer flywheel.
Parallel host
Ju
Mar 7, 2026
Saturday Night
16 months later — Julesy is still hosting. 2 guests return.
16 months later
02

The Flywheel

Party! The Flywheel 1. HOST creates camera 2. GUESTS join via link 3. REVEAL photos unlock 4. CONVERTS guests→hosts 5. GROWTH new users 75% convert reveal triggers desire to host
03

The Cohort

★ Host
Julesy
Cameras hosted3
ActiveNov 2024 + Mar 2026
3 cameras, 16 months apart. Simple, consistent. The lowest-volume host with the highest conversion rate.
→ Converted
Hamish
Cameras hosted4
Cameras joined9
4 cameras hosted — most prolific convert. Was already hosting before joining Julesy's camera.
→ Converted
Bonnie
Cameras hosted2
Cameras joined9
Hosting in parallel. This is a mutual flywheel — everyone shoots together, everyone hosts.
→ Converted
Stu
Cameras hosted2
Cameras joined4
Eventually converted. 2 cameras hosted independently.
New User
Gem gem
Cameras joined1
Brand new. The one non-converter in the group.
04

Key Signals

75% in 3 Cameras
The smallest host cohort in the analysis also has the highest conversion rate (tied with Tristan). Tight friend groups where everyone already knows each other convert at rates the product average can't touch.
Dormant Then Return
Nov 2024, then nothing until Mar 2026. Julesy returned after 16 months. The product hadn't changed. The social occasion arose, and Julesy reached for Party.Camera again. This is the definition of genuine product-market fit.
The Mutual Flywheel
Hamish and Bonnie were hosting cameras in the same period as Julesy. The group hosts for each other — there's no single hub. Everyone is both host and guest. This is the end-state of the flywheel: fully distributed.