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Data & Insight

AI Visibility Tracking

Measures how often and how favourably AI assistants mention you for the questions that matter.

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TRIGGER Prompt set scheduled runs DATA STEP Ask AI engines same questions, many models DATA STEP Parse answers mentions and sources AI STEP Classify position and sentiment DATA STEP Trend store compare over time RESULT Visibility report wins and gaps TRIGGER Prompt set scheduled runs DATA STEP Ask AI engines same questions, many models DATA STEP Parse answers mentions and sources AI STEP Classify position and sentiment DATA STEP Trend store compare over time RESULT Visibility report wins and gaps
TriggerData stepAI stepHuman checkpointResult

Aggregated main logic. Real projects add error handling, retries and logging around every step.

The problem

Customers increasingly ask AI assistants instead of searching - and few companies know what those assistants say about them.

  1. You define the questions your customers ask; they run on a schedule.
  2. Answers are parsed for mentions, ranking and cited sources.
  3. A model classifies sentiment and positioning.
  4. Trends show whether your content work changes what AI assistants say.

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