← All casesAI Telegram product · 2026
Unf*cking Horoscope
Daily horoscopes with profanity, memes and affection — delivered at each user’s exact local time.
The challenge
The product needed a recognisable voice, personal delivery and reactive dialogue without turning every user action into a paid LLM request. It also had to run continuously on an inexpensive VPS and remain manageable without server access.
The solution
A nightly content pool generates variants for all twelve signs and five reaction types. During the day, users receive instant responses from PostgreSQL, so API cost depends on the selected ECONOMY or SCALE mode — not audience size. Personal time zones, viral unlocks, smart pauses, three-layer throttling, backups and admin commands complete the operating system.
03 / SYSTEM
Product architecture
The core operating flow connecting the product idea, code and a measurable outcome.04 / MODULES
Inside the system
05 / OUTPUT
A bold content product with fixed AI economics
Verified outcomesregistered users after Telegram-channel acquisition
LLM requests per day in ECONOMY mode
monthly production infrastructure
“API cost follows a chosen operating mode — not the number of people pressing buttons.”
System principle — WeMAIde