Prompt Tracking

See exactly how AI answers the questions that matter to your brand

Track the prompts that shape how customers discover, compare and choose brands. ASCEND LLM monitors real AI responses across leading platforms, showing you where your brand appears, how competitors perform and which sources influence the answers.

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Prompt performance

What are the best sustainable skincare brands in the UK?

Updated today
AI platformBrand visibilityPositionCitations
ChatGPTMentioned#24
GeminiMentioned#13
PerplexityNot mentioned-6

Top citation opportunity

Three competitors are supported by the same category guide. Your brand is not currently included in that source.

Track real responses across

ChatGPT
Gemini
Perplexity
Google AI Overviews
Google AI Mode

Why track prompts

Know what AI is saying about your brand

AI search is changing how people find information, research products and make decisions. But AI responses are not fixed. They vary by platform, prompt, market and time.

ASCEND LLM tracks commercially relevant prompts across leading AI platforms, capturing the answers so you can understand visibility, competitors, citations and changes over time.

See the questions. See the answers. See where you stand.

Prompt

Commercial intent

Market

United Kingdom

Frequency

Weekly

Responses

1,240

Mentions

582

Sources

186

Prompt universe

Track the questions that matter

Not every prompt has the same value. Build a prompt set around the questions that matter to your brand, category and customers.

01

Brand prompts

See how AI describes your brand, products and services across different questions and platforms.

02

Category prompts

Track the questions people ask when researching your category and see which brands AI recommends.

03

Comparison prompts

Understand how your brand appears when customers compare you with competitors.

04

Commercial prompts

Monitor questions closest to consideration and purchase, including recommendations and alternatives.

05

Discovery prompts

Identify opportunities to appear in the questions customers ask earlier in their research journey.

Response intelligence

Track real AI responses

See the answers AI platforms actually generate for your tracked prompts. Understand what AI says, whether your brand is mentioned, where it appears and which sources are cited.

This gives you a direct view of how your brand is represented in AI search, rather than relying on traditional search rankings as a proxy.

ChatGPT
Gemini
Perplexity
Google AI Overviews
Google AI Mode

Response detail

ChatGPT - United Kingdom

Mentioned

When comparing sustainable skincare brands, customers should consider ingredient transparency, packaging, independent certification and product suitability. Your brand is recognised for transparent sourcing and strong customer guidance...

Position

#2

Sentiment

Positive

Sources

4

Change over time

See how your AI visibility changes

The brands recommended today may not be recommended tomorrow. Monitor the shifts in answers, competitors and sources that define your AI visibility.

Brand mentions

See when your brand appears, disappears or changes within AI responses.

42+8 this period

Position

Understand how prominently your brand appears compared with competitors.

2.4Average position

Share of voice

See how often your brand appears across tracked prompts relative to other brands.

31%+4 points

Competitors

Identify which competitors are being recommended and where they appear instead of you.

12Brands detected

Sentiment

Understand how AI describes your brand and whether the tone changes.

78%Positive

Citations

See which websites and sources are influencing the answers AI provides.

186Sources mapped

Connected signals

Go beyond visibility

Being mentioned by AI is only part of the picture. Connect every tracked response with the wider signals that explain not just whether you appear, but why.

Visibility

Are you appearing for the questions that matter?

47%

Position

How prominently are you appearing?

2.4

Competitors

Which brands are recommended alongside you?

12

Sentiment

How is AI describing your brand?

Positive

Citations

Which sources are influencing the response?

186

Discover. Track. Diagnose. Prioritise.

From monitoring responses to knowing what to do next

Prompt Tracking is part of a wider ASCEND LLM approach to AI visibility.

01

Discover

Identify the questions your customers ask AI and build a commercially relevant prompt universe.

02

Track

Run those prompts across leading AI platforms and monitor the responses over time.

03

Diagnose

Understand visibility, competitors, citations, sentiment and the sources shaping responses.

04

Prioritise

Identify the opportunities that matter most and turn them into a clear GEO roadmap.

01

Competitor intelligence

Track your competitors at the same time

See which competitors appear most often, where they rank ahead of you, which prompts they perform strongly on and the sources supporting their visibility.

  • Category leader - 26%
  • Challenger brand - 19%
  • Retailer brand - 12%

02

Citation intelligence

Understand the sources behind AI answers

Identify who influences AI answers, which sources are repeatedly cited, where competitors gain authority and which sources offer opportunities.

  • Industry publishers
  • Review websites
  • Brand domains

03

Market intelligence

Track AI visibility across markets

Compare how AI represents your brand across countries and languages, identify local competitors and see how influential sources change by region.

  • United Kingdom
  • United States
  • Local language tracking

Turn tracking into action

One connected view from prompt to performance

ASCEND LLM helps you understand what to do next across the areas that influence AI visibility.

01

Content

Create and optimise content around the questions that matter.

02

Technical optimisation

Make your website and content easier for AI systems to understand and access.

03

Authority

Build the external signals and third-party presence that can influence AI responses.

04

Digital PR

Increase visibility across credible sources AI already relies on.

05

Measurement

Track changes in AI visibility and understand the impact of your GEO activity.

Why prompt tracking matters for GEO

Traditional search tells you where pages rank. AI search requires a different set of questions.

Are you being mentioned?Which competitors are recommended?How does AI describe you?Which sources does it trust?What changes across platforms?

Prompt Tracking gives you the evidence to answer those questions and build a more informed GEO strategy.

Frequently asked questions

Everything you need to know about Prompt Tracking

Prompt tracking monitors how AI platforms respond to specific questions over time. It shows when your brand is mentioned, how competitors perform, which sources are cited and how responses change.

See what AI says about your brand

Understand the prompts that matter, monitor your visibility and discover where there is room to grow.

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