This is a Next.js project bootstrapped with create-next-app.

First, run the development server:

npm run dev
# or
yarn dev
# or
pnpm dev
# or
bun dev

Open http://localhost:3000 with your browser to see the result.

You can start editing the page by modifying app/page.tsx. The page auto-updates as you edit the file.

This project uses next/font to automatically optimize and load Geist, a new font family for Vercel.

To learn more about Next.js, take a look at the following resources:

• Next.js Documentation - learn about Next.js features and API.
• Learn Next.js - an interactive Next.js tutorial.

You can check out the Next.js GitHub repository - your feedback and contributions are welcome!

The easiest way to deploy your Next.js app is to use the Vercel Platform from the creators of Next.js.

Check out our Next.js deployment documentation for more details.

• 1 frame per 2 seconds: Videos are now analyzed more thoroughly with frame extraction every 2 seconds
• Progress tracking: Real-time progress bar shows frame extraction and analysis status
• Better coverage: Ensures comprehensive analysis of video content

• Google Search Integration: Validates place names by searching online to distinguish between:
  • Real business names (e.g., "Cali Spartan Restaurant")
  • Account names (e.g., "@calispartan")
  • Generic terms that aren't specific places
• Context Analysis: Uses location hints like "san jose", "bay area" to improve place identification
• Confidence Scoring: Each identified place gets a confidence score based on search results

• Context Clues: Extracts location hints from tags and captions
• Multiple Validation: Combines visual analysis with online search validation
• Geocoding: Provides real addresses and coordinates for validated places

To enable Google search validation, add your SerpAPI key to your environment variables:

SERPAPI_KEY=your_api_key_here

Note: The system will work without the API key but place validation will be limited.