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https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT

A collection of automations and experiments exploring the applications of generative AI in Marketing, SEO, and Public Relations
https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT

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A collection of automations and experiments exploring the applications of generative AI in Marketing, SEO, and Public Relations

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# 20+ Free Scripts for Automating SEO, Content Marketing, PR, and Social Media with Artificial Intelligence

This repo contains 20+ Google Colab experiments that leverage AI to partially or fully automate many different discrete Content Marketing, PR, Social Media, and SEO tasks written by Kristin Tynski ([email protected])

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# 🎥 Leveraging SOTA MultiModal AI for Video Understanding - An Iterative Approach to Replicating Viral Success on TikTok 🐍

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automated_TikTok_Video_Understanding_for_Social_Media_Strategy_(public).ipynb)



This script utilizes Apify API for TikTok data collection, OpenAI Whisper for automated transcription, and Vicuna multi-modal AI for video understanding to provide automated and customized analysis of TikTok videos. It identifies key factors for viral success on TikTok and generates a structured report.



🔑 Key features:

- Automated data collection 

- Audio separation and transcription

- Customized video understanding with state-of-the-art AI

- Aggregated analysis to identify viral factors

- Structured report generation



📜 Requirements:

- Apify API key

- OpenAI API key

- Google Colab+



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# 📰 Comprehensive News Media Monitoring & Analysis Using Clustering 📊

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Brand_or_Entity_News_Media_Monitoring_and_Analysis_by_Kristin_frac_tl_(public).ipynb)



This script scrapes Google News for relevant articles, clusters them using sentence embeddings, and analyzes each cluster to identify key narratives, perspectives, biases, etc. using GPT-3.



🔑 Key features:

- Automated news data collection

- Clustering articles using sentence embeddings 

- GPT-3 powered analysis of clusters

- Structured analysis focusing on themes, biases, emotions, etc.

- Final report summarizing key insights



📜 Requirements:

- SerpAPI Key

- OpenAI API Key



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# 📈 Automated Keyword Clustering for Content Gap Analysis 🕵️

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Content_Gap_Report_and_Analysis_With_Clustering_and_Cluster_Descriptions_(Public).ipynb)



This script performs automated keyword research and clustering to identify content gaps. It integrates with SEMrush API, generates embeddings using SentenceTransformers, clusters keywords using K-Means, and generates cluster descriptions using GPT-3.



🔑 Key features:

- SEMrush API integration for keyword data

- Automated embedding generation

- K-Means clustering of keywords

- GPT-3 powered cluster descriptions 

- Content gap identification

- Cluster analysis report 



📜 Requirements:

- OpenAI API Key

- SEMrush API Key



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# 📰 Automated Long-form Article Generation with Semantic SEO Optimization 📝

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Long_Form_Article_Generation_With_Semantic_SEO_Driven_Outlines_and_Iteration_(Public).ipynb)



This script generates high-quality long-form articles leveraging semantic SEO data. It scrapes Google results, performs NLP analysis, generates outlines optimized for semantic SEO metrics, breaks outlines into sections, and iteratively improves content using GPT-3.



🔑 Key features:

- Automated data collection from Google 

- NLP analysis of top results

- Semantic SEO optimized outline generation

- Iterative long-form content generation 

- GPT-3 powered content improvement



📜 Requirements:  

- OpenAI API Key



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# 💡 Automatic Newsjacking Content Ideation using Clustering 💭

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Newsjacking_Ideation_and_Trend_Analysis_(Public).ipynb)



This script collects news articles on a topic, clusters them using sentence embeddings, summarizes clusters using GPT-3, and generates newsjacking content ideas for each cluster.



🔑 Key features:

- Automated news data collection

- Clustering articles using sentence embeddings

- GPT-3 powered cluster summarization

- Structured newsjacking ideation based on clusters



📜 Requirements:

- SerpAPI Key

- OpenAI API Key



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# ⏰️ Automatic TikTok Video Understanding for Social Media Strategy

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automatic_TikTok_Video_Understanding_for_Social_Media_Strategy_(public).ipynb)



This script enables automated analysis of TikTok video content using state-of-the-art AI models. It separates audio, transcribes using Whisper, encodes video understanding with Vicuna, and generates insights tailored to marketing goals. The key features are:



- Automated TikTok data collection 

- Audio separation and transcription

- Video understanding with Vicuna multi-modal AI

- Customized insights for marketing strategy

- Detailed analysis focusing on virality factors, audience segmentation, brand presence, etc.



📜 Requirements:

- Apify API Key

- OpenAI API Key

- Google Colab + A100 GPU



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# 📣 Automatic Newsjacking Ideation and Trend_Analysis

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automatic_Newsjacking_Ideation_and_Trend_Analysis_(Public).ipynb)



This script enables automated newsjacking ideation by collecting Google News articles on a topic, clustering them using sentence embeddings, summarizing clusters with GPT-3, and generating tailored content ideas. Key features:



- News data collection from Google 

- Clustering articles using sentence embeddings

- Summarizing clusters with GPT-3

- Structured newsjacking ideation based on clusters

- Automated tailored content creation



📜 Requirements:  

- SerpAPI Key

- OpenAI API Key



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# ⛓️ Automated Onsite SEO Link Optimizations

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automated_Onsite_SEO_Link_Optimizations_(Public).ipynb)



This script automates analysis of on-page links to provide SEO optimization recommendations. It scrapes specified URLs, analyzes linked page content with Newspaper3k, generates anchor text recommendations with GPT-3, and outputs results to a CSV.



🔑 Key features:

- Automated on-page link analysis

- Content scraping with Newspaper3k 

- GPT-3 powered anchor text recommendations

- SEO optimization suggestions

- CSV output of results



📜 Requirements:

- OpenAI API Key



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# 💭 Automated Subreddit and Post Title Recommendations Based on Any Article

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automated_Subreddit_and_Post_Title_Recommendations_Based_on_Any_Article_(Public).ipynb)



This script analyzes an article and generates subreddit and post title recommendations using GPT-3. It summarizes the article, recommends target subreddits, and creates tailored titles for each subreddit.



🔑 Key features:

- Article summarization

- GPT-3 based subreddit recommendations 

- Custom post titles optimized for each subreddit



📜 Requirements:

- OpenAI API Key

- Reddit API Credentials



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# 💡 Automatic Article Outline Generation by Analyzing The Article Text of Top Ranking Pages for a Given Keyword

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automatic_Article_Outline_Generation_by_Analyzing_The_Article_Text_of_Top_Ranking_Pages_for_a_Given_Keyword_(Public).ipynb)



This script scrapes and analyzes top-ranking pages for a keyword to generate automated article outlines optimized for SEO. Key features:



- Scrapes and analyzes Google results

- NLP analysis of top pages  

- GPT-3 outline generation optimized for SEO metrics

- Automated end-to-end outline creation



📜 Requirements:

- OpenAI API Key



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# 🎥 Automated Video Translation with LipSync

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automated_Video_Translation_with_LipSync_Public_Kristin_frac_tl.ipynb)



This script enables automated video translation with lip sync using OpenAI Whisper for speech-to-text and Wav2Lip for lip generation. Key features:



- Video download from YouTube link

- Speech extraction and translation by Whisper  

- Generating new translated speech audio

- Lip sync using Wav2Lip machine learning model

- Automated end-to-end video translation



📜 Requirements:

- OpenAI API Key

- Wav2Lip, FFmpeg



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# 📑 Automatically Generate a Summary, Article Outline, Long form Article, and Tweet Thread from a Youtube URL

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Automatically_Generate_a_Summary,_Article_Outline,_Long_form_Article,_and_Tweet_Thread_from_a_Youtube_URL_(Public).ipynb)



This script automatically generates a summary, outline, article, and tweet thread from a YouTube video transcript using GPT-3. Key features:



- Transcript extraction using youtube-dl

- Text truncation to fit GPT-3 limits  

- Summary generation with T5 or GPT-3

- Tweet thread creation with GPT-3

- Outline creation for a long-form article

- Automated article section writing with GPT-3

- Structured output for all generated text



📜 Requirements:

- OpenAI API Key

- youtube-dl



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# 🤖 Exploring Multi Agent AI Collaboration for Iterative Invention, Critique, and Synthesis

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Exploring_Multi_Agent_AI_Collaboration_for_Iterative_Invention,_Critique,_and_Synthesis_Public_By_Kristin_Frac_tl.ipynb)



This explores using multiple AI agents to iteratively generate, critique, refine, and evaluate invention ideas. Key features:



- Idea generation with GPT-4  

- Critiquing ideas with GPT-3.5

- Idea refinement and synthesis with GPT-4

- Scoring ideas on multiple metrics with GPT-3.5

- Image prompting and rendering with Stability AI

- Iterative looping until criteria met

- Markdown rendering of the final synthesized idea



📜 Requirements:

- OpenAI API Key

- Stability AI API Key



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# 🧔 Automatic Intent, Persona ,and Buyer Inference

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Intents,_Personas,_and_Buyer_Inference_(Public).ipynb)



This script predicts search intents from keywords, generates corresponding personas, and has GPT-3 infer buyer needs and marketing tactics per persona. Key features:



- Intent prediction using GPT-3

- Persona profiling with GPT-3 

- Concurrent questions to GPT-3  

- Buyer needs, objections, and marketing tactics

- Structured DataFrame output

- Ideal for SEO and marketing strategy



📜 Requirements:

- OpenAI API Key



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# 🔎 Large Language Model Search Optimization

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Large_Language_Model_Search_Optimization_(Public).ipynb)



This script optimizes search analysis using large language models like GPT-3. It generates queries, analyzes brand mentions, and creates natural language reports. Key features:



- Query generation with GPT-3

- Concurrent requests for speed

- Brand extraction and analysis

- Query response summarization 

- Natural language report generation

- Structured DataFrame output



📜 Requirements:

- OpenAI API Key



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# ⚡️ Prompt Chaining Instant Content Plan

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Prompt_Chaining_Instant_Content_Plan_(Public).ipynb)



This script instantly generates a structured SEO content plan by chaining prompts to GPT-3. Key features:  



- Automated subtopic generation

- Automated subsubtopic generation

- Title generation for subsubtopics  

- Concurrency for speed

- Structured output as DataFrame

- Rapid automated content planning



📜 Requirements:

- OpenAI API Key



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# 📰 Prompt Chaining For Press Earning Data Journalism Stories

[Google Colab](https://raw.githubusercontent.com/ktynski/Marketing_Automations_Notebooks_With_GPT/main/Prompt_Chaining_Press_Earning_Data_Journalism_Stories_(Public).ipynb)



This script generates viral data journalism story ideas by chaining GPT-3 prompts for subtopics, data sources, and narratives. Key features:



- Automated subtopic generation  

- Data source identification

- Story narrative generation

- Structured DataFrame output 

- Optimized for press pitching 

- Requires only a seed keyword



📜 Requirements:

- OpenAI API Key



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# ✍️ The Ultimate AI Researcher

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/The_Ultimate_AI_Researcher_(Public).ipynb)



- Automates academic literature research using ArXiv, semantic search, summaries, and natural language generation.

- ArXiv paper querying and download

- GPT-3 relevance scoring

- Text summarization with POE

- Concurrency for speed

- Natural language report generation

- Automates the literature review process



📜 Requirements:

- OpenAI API Key



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# 👥 Automated Content and Keyword Clustering Descriptions with HuggingFace Embeddings, Agglomerative Clustering, and GPT-3

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Content_and_Keyword_Clustering_Descriptions_with_HuggingFace_Embeddings,_Agglomerative_Clustering_and_GPT_3_(Public).ipynb)



- Simplifies content and keyword clustering using HuggingFace embeddings for keywords, agglomerative clustering for content, and GPT-3 for enhanced cluster descriptions.

- Provides more insightful and organized cluster analysis.



📜 Requirements:

- OpenAI API Key



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# ⏰️ Automatic Deep TikTok Insights with GPT and Whisper

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Deep_TikTok_Insights_with_GPT_and_Whisper_Public.ipynb)



- Feed it a seed keyword, it will leverage the #Apify #TikTokScraper to extract associated search keywords in a recursive manner as per your specifications, and then download all related videos.

- Transforms videos to audio, transcribes using Whisper, and translates non-English videos to English. 🌎

- Cleans and preps transcripts.

- Prompts to GPT-4 for in-depth analysis of transcripts in batches.

- GPT-4 unearths elements propelling engagement. 📊

- Collates the most recurrent and poignant insights from all batches

- Synthesizes a report outlining key recommendations. 📝



📜 Requirements:

- OpenAI API Key



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# 🕵 Automatic Persona and Motivation Research

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Persona_and_Motivation_Research_(public).ipynb)



- Takes a list of keywords

- Runs each keyword through 28 different evaluations predicting answers about the person searching and their goals when searching with a given keyword

- Generating a csv that contains the answers to all the evaluations for each keyword.



📜 Requirements:

- OpenAI API Key



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# ❓ Automatic Question Expander ala AnswerThePublic

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Question_Expander_ala_AnswerThePublic_(Public).ipynb)



-Takes a given topic

-Generates sub topics related to the topic

-Generates sub-sub topics related to the subtopic and primary topic

-Generates 30 relevant questions for each sub-sub topic.

-Collates everything into a well organized dataframe for export to CSV.



📜 Requirements:

- OpenAI API Key



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# 📈 Automatic Reddit Trend Research with GPT3

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Reddit_Trend_Research_with_GPT3_(Public).ipynb)



- Takes a given keyword and scrapes all Reddit posts that match that keyword for a given number of posts and a date range.

- Runs the set of Reddit posts scraped in the last step through 11 different prompts that analyze the corpus of post titles and give a readout of what they are generally about, main points, and other important takeaways.

- Generates two CSVs, one that is the output of the Reddit scrape, and one that is the analysis/readout of those posts.



📜 Requirements:

- OpenAI API Key

-  Reddit api credentials



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# 📰 Automatic Schema Improvements with GPT4

[Google Colab](https://github.com/ktynski/Marketing_Automations_Notebooks_With_GPT/blob/main/Automatic_Schema_Improvements_with_GPT4_(Public).ipynb)



- Extracts relevant information from a given URL using the newspaper3k library.

- Analyzes the content and determines the appropriate schema type using #GPT4.

- Extracts relevant data points based on the determined schema type.

- Generates JSON-LD schema markup using the extracted data points.

- Outputs the enhanced HTML with schema markup applied.



📜 Requirements:

- OpenAI API Key