Problem
Generic AI music tools did not understand the sound, language, and cultural expectations of a specific genre audience.
AI Product
Manele.io
20k+ organic users
Prompt-to-audio platform built for a specific cultural genre, scaled to 20k+ users with zero marketing spend.
Role: Founder, product engineer, infrastructure owner
Next.jsAI audioCloud infraPrompt systems
Solution
Built a focused generation experience with prompt shaping, audio pipeline tuning, and product flows optimized for fast experimentation.
Outcome
Reached 20k+ users without a marketing budget, proving both demand and distribution efficiency.
Product notes
Technical and market highlights
- Designed the prompt-to-audio loop from user input to generated track.
- Managed infrastructure scaling and cost pressure as organic traffic grew.
- Kept acquisition fully organic by leaning on shareability and cultural specificity.