This repository offers a suite of over 20 Google Colab notebooks designed for marketing, SEO, and public relations professionals. It provides practical, AI-powered automations for tasks such as content generation, keyword research, media monitoring, and social media analysis, aiming to streamline workflows and uncover data-driven insights.

How It Works

The notebooks leverage a combination of state-of-the-art AI models, including GPT-3/GPT-4 for text generation and analysis, OpenAI Whisper for transcription, and multimodal models like Vicuna for video understanding. They integrate with various APIs (Apify, SerpAPI, SEMrush, Reddit) and utilize libraries like SentenceTransformers and Newspaper3k for data collection, embedding, clustering, and content extraction. This approach enables automated, in-depth analysis and content creation tailored to specific marketing objectives.

Quick Start & Requirements

• Installation: Primarily run within Google Colab.
• Prerequisites:
  • OpenAI API Key (required for most notebooks)
  • Apify API Key (for TikTok analysis)
  • SerpAPI Key (for Google News scraping)
  • SEMrush API Key (for keyword research)
  • Reddit API Credentials (for Reddit analysis)
  • Google Colab+ (some notebooks may benefit from GPU acceleration, e.g., A100 for TikTok analysis)
  • Wav2Lip, FFmpeg (for video translation)
• Setup: Requires obtaining and configuring API keys. Estimated setup time is minimal once keys are available.
• Links: Google Colab

Highlighted Details

• Automates complex tasks like video understanding for TikTok virality, news media monitoring with bias detection, and semantic SEO-optimized long-form article generation.
• Employs prompt chaining and multi-agent AI collaboration for iterative content refinement and idea generation.
• Offers tools for intent, persona, and buyer inference, as well as automatic schema improvements for web content.
• Includes notebooks for generating content plans, data journalism stories, and automating academic literature reviews.

Maintenance & Community

The repository is maintained by Kristin Tynski. Further community engagement details (e.g., Discord, Slack) are not explicitly mentioned in the README.

Licensing & Compatibility

The repository's licensing is not specified in the provided README. Users should verify compatibility for commercial use and closed-source linking.

Limitations & Caveats

Many notebooks are experimental and rely heavily on external API availability and pricing. The effectiveness of AI-generated content and analysis can vary, and some tasks may require significant manual review or iteration. Specific hardware requirements (e.g., GPUs) are noted for certain advanced notebooks.