01
What was unclear
The hard part was not generating text. It was working out how a reply could sound like the creator, stay fast enough for daily use, and sit inside a real product with separate accounts and usage state.
SaaS · Fullstack · 2025
AI replies that sound human. Growth tool for creators on X.

A growth tool for creators on X: generated replies that carry the creator's own voice, built for crypto and creator audiences. Auth, API layer and account state included.
Visit live siteRole
Fullstack, auth, API layer, UI
Stack
Year
2025
The problem
Reply-based growth on X works, but generic AI output reads like a bot and costs creators credibility.
The approach
The messy middle
01
The hard part was not generating text. It was working out how a reply could sound like the creator, stay fast enough for daily use, and sit inside a real product with separate accounts and usage state.
02
I designed the prompt and context layer around voice, reduced the interaction to tone, options, edit, and post, then connected authentication, the API layer, and usage handling around it.
03
A complete SaaS surface for creators on X, including account access, voice-aware reply generation, usage state, and a focused compose experience.
The result
Replies that read as human, tuned for crypto and creator niches.
Full SaaS surface: auth, generation, account state.
Continue through the work