Case StudyNDA, anonymized
AI Comment Intelligence Platform: Full Build
Full build of an AI tool that analyzes thousands of social media comments for sentiment and audience insight, serving 50,000+ creators.
Client
Confidential (NDA)
Industry
Creator tools / AI analytics
Engagement
Full project, built end to end
URL
Confidential (NDA)
01
Overview
An AI content-intelligence tool for YouTube and TikTok creators: it ingests thousands of comments per video, runs NLP sentiment and emotion analysis, and turns audience reactions into data-driven content ideas, including viral-potential scoring, trend prediction and competitor gap analysis. We built the entire product.
02
What We Built
- Comment ingestion: platform API integrations pulling comments at scale from YouTube and TikTok
- AI/NLP analysis engine: sentiment and emotion detection across thousands of comments per run
- Insight layer: content idea generation, viral-potential scoring, trend prediction, competitor gap analysis
- Full product: Next.js front end, dashboards, the works, end to end
03
Technical Highlights
- High-volume comment processing pipeline across two platform APIs with rate-limit handling
- NLP sentiment/emotion classification feeding an idea-generation engine
- Full-stack build shipped as a complete product, not a prototype
04
Results (platform scale)
- 50,000+ active creators globally, across 50+ countries
- 2.3M+ content ideas analyzed
- 85K+ viral hits predicted
- Reported 340% average engagement boost for users; creator-reported outcomes include +450% revenue and 20+ hours saved weekly
05
Stack
- Next.js
- AI/NLP
- YouTube API
- TikTok API
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