AI‑powered insights across claims, narratives, trends, and sentiment
Understand Health Narratives on YouTube with AI
Our platform uses advanced AI models to analyze YouTube health content at scale: extracting claims, mapping narratives, tracking trends, and evaluating sentiment across thousands of videos and comments.
What the platform does
A dashboard for exploring AI‑generated insights from health videos, claims, narratives, and trends.
The YouTube Health Intelligence Platform uses a hybrid AI pipeline to break down health content at scale. Gemini extracts structured claims from video transcripts. Ollama cluster those videos into narratives, detect emerging themes, and analyze both video and comment sentiment. Instead of manually watching hours of content, you get an instant, AI‑generated map of what people are saying and how those ideas spread.
Video Analysis
Browse AI‑enriched video metadata, summaries, and context.
AI Claim Extraction
Gemini identifies and summarizes health claims from transcripts.
Narrative Clustering
Ollama groups related claims and videos into evolving narratives.
Trend Tracking
Visualize how narratives rise, fall, and shift over time.
Dashboard Preview
Move seamlessly between videos, claims, narratives, and trends.
Cold Plunging for Better Health?
HealthHub
Jan 12, 2024 • 128,492 views
Claims
- Cold plunges boost your immune system
- Cold exposure increases metabolism
Narratives over time
Why this matters
Health information online spreads quickly and not always accurately. Our plaform makes it possible to analyze thousands of videos at once, revealing:
- • Which health claims are most common across creators and topics
- • How AI‑clustered claims form larger narratives within the health ecosystem
- • How narratives change over time as new videos and claims appear each month
- • How viewers respond to videos through comment sentiment
By combining claim extraction, narrative clustering, trend tracking, and sentiment analysis, the platform gives researchers, journalists, public health teams, and health-conscious viewers a clear view of the conversations shaping health beliefs online.
Start exploring the data
Explore the AI‑powered dashboard or check out the open‑source repository.