Skip to content

Airbais/intent-tools

Repository files navigation

Airbais Tools

Welcome to Airbais, dedicated to helping businesses improve their presence and visibility in Large Language Models (LLMs) and AI agents. As AI becomes increasingly integrated into how people search for information and make decisions, it's crucial for businesses to understand and optimize how they appear in these systems.

Our Mission

Airbais provides practical tools and solutions to help businesses:

  • Understand how LLMs interpret their content
  • Optimize their digital presence for AI-driven discovery
  • Measure and improve their visibility in AI-powered search and recommendations
  • Ensure their brand message is accurately conveyed through AI interactions

Intents

At Airbais we understand that the days of search keywords and SEO are fading fast. Now it's all about deeply understanding customer intents and communicating those intents to the LLMs. Language models and AI agents are all about interpreting what users are asking, and responding with the most relevant content. If you want your brand to appear as part of those responses, you must be able to align to the intent of the question being asked. Our tools are designed to help you do that so you can make the right content adjustments and insure that AI recommends your brand when the intents match.

Tools

IntentCrawler

Intentcrawler is our foundational tool that helps businesses understand how their current website content is interpreted by LLMs and AI agents. Intentcrawler looks at your website and provides an interpretation of the intents that AI is seeing when it looks at your site. You can then start to make informed decisions about whether those intents align to your expectations, and adjust accordingly.

Key Features:

  • Intelligent Web Analysis: Crawls your website respectfully while extracting the user intents conveyed to AI systems
  • Advanced Intent Discovery: Uses machine learning techniques including topic modeling and semantic clustering to automatically discover what users are trying to accomplish on your site
  • LLM-Ready Outputs: Generates summaries in the standardized llmstxt format for optimal AI comprehension
  • Interactive Dashboard: Visualize discovered intents, analyze site structure, and track changes over time
  • Actionable Insights: Understand gaps between your intended message and what AI systems perceive

IntentCrawler helps you answer critical questions like:

  • What do AI systems think my website is about?
  • Which user intents are clearly communicated vs. missed?
  • How can I improve my content structure for better AI understanding?

Learn more about IntentCrawler →

LLM Evaluator

LLM Evaluator helps you understand how your brand is actually mentioned and represented in Large Language Model responses. By testing real prompts across multiple LLMs, you can see whether AI systems recommend your brand, how they describe it, and what sentiment they associate with it.

Key Features:

  • Multi-LLM Testing: Evaluate brand mentions across OpenAI, Anthropic, and other major LLM providers simultaneously
  • Sentiment Analysis: Advanced hybrid sentiment analysis using both traditional NLP and LLM-based approaches
  • Context Detection: Identifies whether mentions are recommendations, comparisons, examples, or explanations
  • Comparative Analytics: Compare how different LLMs perceive and present your brand
  • Brand Monitoring: Track competitor mentions and market positioning in AI responses

LLM Evaluator helps you answer questions like:

  • How often do LLMs mention my brand in relevant contexts?
  • What sentiment do AI systems associate with my brand?
  • How does my brand compare to competitors in AI recommendations?
  • Which LLMs are most likely to recommend my products or services?

Learn more about LLM Evaluator →

GEO Evaluator

GEO Evaluator analyzes how well your website and brand perform in location-based searches and recommendations by AI systems. As AI becomes increasingly important for local discovery, this tool helps you understand and optimize your geographical presence.

Key Features:

  • Location-Based Analysis: Tests how AI systems respond to location-specific queries about your business
  • Geographical Coverage: Evaluates your brand's visibility across different cities, regions, and countries
  • Local Intent Mapping: Discovers which local intents your brand successfully addresses
  • Competitor Geographic Analysis: Compare your local AI presence against regional competitors
  • Location-Specific Recommendations: Get targeted insights for improving local AI visibility

GEO Evaluator helps you understand:

  • How well does my brand appear in location-based AI queries?
  • Which geographical areas have strong vs. weak AI representation?
  • What local intents is my brand missing in AI responses?
  • How do I compare to local competitors in AI-powered recommendations?

Learn more about GEO Evaluator →

GRASP Evaluator

GRASP Evaluator provides comprehensive content quality assessment using five key dimensions that matter for both user experience and AI comprehension. GRASP stands for Grounded, Readable, Accurate, Structured, and Polished - the essential qualities that make content effective for modern AI-driven discovery.

Key Features:

  • Multi-Dimensional Analysis: Evaluates content across five critical quality metrics with weighted scoring
  • AI-Powered Intent Alignment: Uses advanced LLM analysis to measure how well content addresses customer intents
  • Readability Assessment: Ensures content matches your target audience's reading level using multiple algorithms
  • Structure Analysis: Evaluates HTML semantic structure, schema markup, and heading hierarchy for optimal LLM understanding
  • Actionable Recommendations: Provides detailed, prioritized improvement suggestions with implementation timelines

GRASP Evaluator helps you answer:

  • How well does my content align with customer intents and questions?
  • Is my content readable and accessible to my target audience?
  • How fresh and accurate is my content from an AI perspective?
  • Is my HTML structure optimized for LLM comprehension?
  • What specific steps can I take to improve my content quality score?

Learn more about GRASP Evaluator →

LLMS.txt Generator

LLMS.txt Generator creates standardized LLMS.txt files that help Large Language Models better understand and reference your website content. Following the llmstxt.org specification, this tool automatically crawls any website and generates structured summaries optimized for AI comprehension.

Key Features:

  • Universal Compatibility: Works with any website type - documentation, e-commerce, corporate sites, blogs
  • Dynamic Section Detection: Automatically discovers content categories from URL patterns rather than hardcoded templates
  • Multiple Output Formats: Generates .txt, .md, and .json versions with comprehensive metadata
  • AI-Enhanced Descriptions: Optional AI-powered generation of page descriptions for better context
  • Intelligent Categorization: Groups content by discovered sections with configurable filtering

LLMS.txt Generator helps you:

  • Create AI-friendly summaries of your website structure and content
  • Ensure LLMs can easily navigate and understand your site
  • Generate standardized documentation that improves AI recommendations
  • Optimize your content organization for better AI comprehension

Learn more about LLMS.txt Generator →

Getting Started

Each tool in this repository includes its own documentation and setup instructions. Navigate to the specific tool directory for detailed information.

Contact

For more information about Airbais and our tools, please visit our website at https://airbais.com.


Airbais - Helping businesses thrive in the age of AI

About

Tools for intent analysis and recommendations

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors