AI content-viralization SaaS — score videos for break-out potential before they pop.
In active build
Claude-API virality scoring against algorithm-gate heuristics (hook, payoff, retention shape) — content scored for break-out before it pops, not after.
Overview
A SaaS for YouTube / Instagram / TikTok creators that scores content for virality and surfaces emerging trends. Uses the Claude API for content-DNA scoring against algorithm gates (hook, payoff, retention shape) and visualises portfolio-level momentum across channels. Pulls live YouTube data via googleapis. Next.js 16 dashboard with workspace + multi-channel support, NextAuth + Prisma adapter, and a Recharts-based analytics layer.
Highlights
- 01Claude-API virality scoring against algorithm-gate heuristics (hook, payoff, retention)
- 02Multi-platform: YouTube (live googleapis pull), Instagram, TikTok
- 03Workspace + multi-channel portfolio model on Prisma 7 + Postgres
- 04Trend-snapshot pipeline tracking emerging signals over time
- 05Next.js 16 + Tailwind v4 dashboard with Recharts analytics
Stack
TypeScriptNext.js 16Prisma 7 + PostgreSQLClaude API (@anthropic-ai/sdk)NextAuth + Prisma adaptergoogleapis (YouTube)RechartsTailwind v4