Technology

The AI infrastructure powering Takvid's event content aggregation and curation platform.

AI Content Scouting

Automated platform API ingestion with rate-limit-aware crawling. Our scouts discover content from live events, archive past events (2025+), and pre-scout upcoming events worldwide.

Zone Classification

Machine learning pipeline classifies each video by event zone, content category (performance, camping, creator, vibes, reaction), and sentiment — enabling structured navigation.

Article Generation

Per-video AI editorial generation with contextual affiliate recommendations, internal linking (3 same-zone + 2 related-zone links), and SEO-optimized Schema.org markup.

Multi-Event Architecture

Single-domain platform supporting unlimited events via configuration. Each event inherits the full feature set: map, feed, articles, affiliates, and analytics.

Analytics & Tracking

Affiliate click tracking with session and referrer attribution. Real-time analytics for content performance and revenue optimization.

Compliance Engine

Automated FTC disclosure badges on all sponsored content. SEC-compliant investor communications. DMCA-ready content management.

Architecture Overview

Takvid is built on a modern serverless-ready stack with tRPC for type-safe API communication, React 19 for the frontend experience, and a MySQL-compatible database for structured event and content data.

The AI pipeline uses large language models for content classification and article generation, with rate-limit-aware scheduling to ensure sustainable API usage across all covered events. Historical content scouting crawls past events incrementally, while live event coverage operates in near-real-time.