AI is already shaping how customers discover and choose products. Understand why AI recommends one product over another. Study how AI evaluates your brand across customer decision scenarios.

Visibility

AI topic coverage

Topic coverage groups your tracked prompts into the subjects your category is made of — warranty, price, efficiency, financing, installation — and scores your visibility inside each one. It shows the topics engines already reach for your brand on, and the ones with the most room left in them.

Visibility by topic

What you get

Your category, split into subjects

Prompts cluster into the themes buyers ask about, so strength and opportunity show up as a topic rather than scattered across a prompt list.

Topic by engine

Engines weigh subjects differently. The heatmap puts every topic against every engine, so you can see exactly where a topic is already working.

Rankings inside each topic

Every topic carries its own leaderboard, naming the brands engines favour there and where you sit among them.

Straight into the fix list

A topic with room in it becomes a ranked item with the prompts and sources that will move it attached.

How it works

  1. 1

    Prompts are clustered by subject

    Tracked questions are grouped automatically, and you can merge, split, rename or add a topic at any time.

  2. 2

    Each topic is scored

    Your visibility inside that cluster, the prompt count behind it, and the same figures for every competitor.

  3. 3

    Opportunities become work

    Topics with headroom are pushed into the fix list with the reason and the evidence attached.

Questions

How are topics decided?

They are clustered from your tracked prompts and then handed to you to shape. You can merge two topics, split one, rename it, or add a topic you know matters before a prompt has covered it.

How many topics should I track?

Most categories settle between six and twenty. That range keeps each topic broad enough to act on and specific enough that the score points at a clear piece of work.

Can I see topic coverage by engine?

Yes. The topic-by-engine heatmap is a standing view, and it is usually where the most useful finding sits — engines lean on different sources, so a topic can be strong on one and wide open on another.

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