CREATOR LENS

Comparative Social Video Analytics Platform

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Primary DomainAI Engineering • Video Analytics
Tech Stack
FastAPINext.jsRAGLangChainPython

About The Project

Creator Lens is a multimodal Retrieval-Augmented Generation (RAG) platform tailored for content creators, social media analysts, and agencies.

Unlike standard SaaS dashboards, Creator Lens adopts a bold, data-forward aesthetic inspired by high-end typography and terminal clarity. By ingesting two distinct social video URLs (YouTube or Instagram), it processes video structures, engagement stats, and spoken transcripts—giving you a dedicated chat interface to query, compare, and break down why one video outperformed the other.

🎨 Aesthetic & Design Spec: • Zero Border Radius (0px): Sharp corners on every panel, card, button, and text area for a rigid, structured look. • Minimalist Color System: True near-black depth (#0A0A0A base, #111111 surfaces) paired with the signal accent Electric Lime (#D4FF00) for principal CTAs and highlighted winners. • Video Coherence: Video A is consistently represented in Blue (#60A5FA), and Video B in Pink (#F472B6) across charts, badges, metrics, and transcript citation pills. • Monospace Typography: DM Mono governs all controls, data numbers, and body text. Syne brings power to displays and headers, while Instrument Serif italic adds humanistic flair to video titles. • Zero-Bubble Chat: Chat panels omit traditional text bubbles, displaying conversation as flat, clean copy with inline citation badges.

⚙️ Key Features & Architecture

Cookies Routing System

Splits credentials dynamically between YouTube and Instagram to bypass scraper blocking

YouTube Transcript Strategy Chain

A robust three-tier recovery chain using yt-dlp subtitles, API transcription, and fallback APIs

Metadata Resilience Pipeline

Uses customized yt-dlp configurations to retrieve engagement stats even on age-restricted or regional clips

Comparative Chat Sandbox

Flat, zero-bubble conversation environment to query, compare, and contrast videos

Aesthetic Interface Design

Dark editorial Bloomberg-style grid layout with 0px border radius and monospace typography

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