Experimental SEO tools
These are some SEO tools that we have built while using AI coding methodologies. Vibe coding has democratized software engineering to a certain degree so this enables us to analyze data and search patterns that weren’t previously possible without the use of expensive SAAS platforms or custom development.
AI Mode Simulator
This Python & Gemini API-based tool simulates Google’s AI Mode to generate synthetic search queries based on the Fan Out Query technique documented in Google’s patent. Content is then analyzed from webpages and converted into vector embeddings which are scored against each query with weighted cosine similarity formulas. The tool visualizes the results in several different ways including heat maps and charts.
The SEO Consultant.ai Chatbot
The SEO Consultant.ai chatbot uses adds RAG-capabilities to ChatGPT to answer your questions.
Google Ads Search Term Analyzer
Upload an Excel file (.xlsx) from your Google Ads search terms report and analyze it. This tool extracts n-grams which can be used to optimize your campaigns. Your paid search data can also be used to inform SEO content strategy if you have a big enough sample size.
Google Algorithm Impact Visualizer
This app loads GA4 data, fits Meta’s Prophet model to display both the actual and forecasted values along with shaded regions representing Google algorithm update periods. The goal here is to visualize the impact of major Google updates on your search traffic. The model accounts for seasonality and holiday effects.