AI Visibility & Competitor Intelligence Analyzer - Beyond SEO

As AI becomes the new interface for discovery, visibility is no longer about ranking on Google. it’s about being mentioned in AI-generated answers.

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Tech: Python • SQL • FastAPI • AI APIs • Data Visualization

Problem

As search shifts from traditional engines to AI-generated answers, brands are losing visibility without realizing it.

• Users no longer browse links — AI gives final answers and recommendations
• Visibility is no longer about ranking #1 — it’s about being mentioned at all
• Many brands are completely invisible in AI responses despite strong SEO

AI visibility is defined by whether a brand is surfaced, referenced, or included directly in answers — not as a link, but as part of the response itself At the same time:

• Competitors appearing in AI answers are effectively capturing your demand and exposure
• There is no clear system to track, compare, or diagnose this

👉 Result:

Companies are blind to a critical question:

“Are we even being seen in AI?”

Solution

I built an AI Visibility & Competitor Intelligence Analyzer to measure, diagnose, and benchmark brand presence inside AI-generated answers.The system simulates real user prompts and analyzes how large language models (LLMs) respond, focusing on:

• Whether a product is mentioned
• Where it ranks within the answer
• Which competitors are surfaced instead
• Why visibility gaps exist

It translates AI responses into structured, comparable metrics, turning unstructured outputs into actionable insights.

Key Features

1. AI Mention & Visibility Tracking

• Measures how frequently a product appears across AI responses
• Calculates a visibility score based on mention coverage and consistency 

2. Ranking & Position Analysis

• Extracts position within responses (e.g., first recommendation vs. secondary mention)
• Distinguishes between high-impact vs. low-impact visibility

3. Competitor Intelligence Engine

• Identifies which competitors are mentioned instead
• Maps who is capturing the exposure you’re missing

4. AI Visibility Scoring - Data Visualization

• Converts qualitative AI outputs into:
  • Visibility score
  • Ranking score
  • Competitive share of voice

🚀 One-line positioning 

Turning AI answers into measurable market share.

being mentioned in AI-generated answers