See what AI says. Understand why. Know what to do next.
Track how your brand appears across AI Search, uncover the prompts, competitors and sources shaping those answers, and turn every insight into managed GEO action.
Tracked across
AI visibility
47%
+9 pts
Share of voice
31%
+4 pts
Average position
2.4
+0.6
Sentiment
78% pos
+6 pts
Citation authority
64
+11
Opportunity score
82
High
AI visibility trend
You vs category averageShare of voice
248 promptsYour complete AI-search presence in one platform.
Monitor how your brand appears, how competitors perform, how AI describes you and which sources influence every answer.
+9 pts vs last quarter
Share of tracked AI responses that mention your brand.
+4 pts vs last quarter
Your mentions relative to tracked competitors.
up from 3.0
How prominently you appear inside AI answers.
+6 pts positive
How favourably AI platforms describe your brand.
+11 points
Strength of the sources citing you in AI answers.
12 priority actions
Estimated headroom across prompts, content and authority.
From customer questions to measurable opportunity.
ascend LLM discovers what customers ask AI, measures how platforms respond and identifies the actions most likely to improve visibility and commercial performance.
Find the questions that influence buying decisions.
Identify the discovery, comparison and purchase questions customers ask when researching your market, products and competitors.
See how AI platforms answer.
Monitor whether your brand appears, how prominently it is positioned and which competitors are recommended across important prompts.
Understand why competitors are winning.
Analyse mentions, sentiment, citations and source authority to reveal the signals shaping each AI-generated answer.
Turn intelligence into a focused GEO roadmap.
Prioritise content, technical and authority opportunities according to visibility potential, commercial relevance and expected impact.
Discover what your customers ask AI.
Build a commercially relevant prompt universe using your website, market, competitors, search behaviour and customer intent. Track the questions shaping awareness, comparison and purchase decisions.
- Generate relevant prompts from website content
- Discover related customer questions
- Group prompts by topic and intent
- Classify prompts by funnel stage
- Compare prompt coverage with competitors
- Track prompts by country and language
- Add suggested prompts to monitoring
- Prioritise prompts by commercial relevance
Track where your brand appears - and where it does not.
Monitor commercially important prompts across leading AI platforms. Compare mentions, rankings and share of voice against competitors and see how performance changes over time.
- Brand and competitor mention tracking
- Average position and share of voice
- Prompt-level and platform-level performance
- Historical trends and full response capture
- Market and language comparison
- Visibility alerts when answers shift
Visibility trend
Share of voice
Captured answer - ChatGPT
“For UK shoppers looking for a barista-style oat drink, Your Brand is usually recommended alongside the category leader. Reviewers highlight its taste, B Corp credentials and wide availability in Tesco and Ocado…”
Measure perception, not just presence.
See whether AI platforms describe your brand positively, neutrally or negatively - and understand the topics, comparisons and claims shaping that perception.
- Positive, neutral and negative sentiment
- Sentiment by AI platform and prompt group
- Competitor sentiment comparison
- Positive and negative themes
- Sentiment change over time
- Response-level supporting evidence
- Brand-risk monitoring
Positive themes
- Taste and texture
- Clean ingredient list
- Wide supermarket availability
Negative themes
- Price per litre vs own label
- Outdated nutrition information
- Packaging recyclability
Sentiment by platform vs category leader
Reveal the sources AI trusts.
Identify the websites, publishers and pages influencing AI answers. Find citation gaps, competitor advantages and the third-party authority opportunities most likely to improve visibility.
- Top cited domains and individual URLs
- Citation frequency and position
- Competitor citation sources
- Your most cited pages
- Missing high-authority sources
- Outdated, inaccurate or negative sources
- Citation opportunity scoring
Citation gaps and authority targets
goodhousekeeping.com
Cites 3 rival brands, never you
Retailer product listing
Outdated product description
Mumsnet and Reddit UK threads
Absent from 7 high-citation posts
Citation gaps become digital PR and off-site authority briefs in your managed GEO roadmap.
The platform finds the opportunity. Our specialists deliver it.
Tracking alone does not improve AI visibility. ascend LLM turns prompt, visibility, sentiment and citation intelligence into a prioritised GEO roadmap - then delivers the content, technical and authority improvements required to increase performance.
Insight
Identify the prompts, competitors, sources and performance gaps that matter.
Prioritised roadmap
Rank opportunities by commercial relevance, expected impact and delivery effort.
Managed execution
Our specialists deliver content, technical optimisation, structured data and authority-building activity.
Measured growth
Track the effect on AI visibility, citations, referral traffic, retailer click-outs and sales.
Track your brand across the AI journeys that matter.
AI platform
Six supported answer engines
Country
Market-level tracking per project
Language
Prompts tracked in your target language
Prompt group
Grouped by topic, intent and funnel stage
Competitor
Benchmarked on the same prompt set
Interface variation
Desktop and mobile answer formats
Scheduled tracking
Recurring runs on a fixed cadence
Historical comparison
Period-over-period trend analysis
Understand exactly what the platform measures.
Clear definitions and repeatable tracking help teams interpret changes confidently and make better decisions.
View full methodologyPrompt sets are generated from your website content, competitor positioning, customer intent, search behaviour data and manual research by our specialists. You approve every prompt before it enters tracking.
One platform. Different teams. Shared intelligence.
SEO and content teams
Find prompt opportunities, monitor performance and prioritise content that improves AI visibility.
- Prompt research
- Content-gap analysis
- Competitor tracking
- Optimisation roadmaps
Brand and communications teams
Track sentiment, citations and the external sources shaping how AI describes your brand.
- Brand perception
- Citation analysis
- Reputation monitoring
- Digital PR opportunities
Leadership and growth teams
Benchmark competitors and connect AI visibility with traffic, retailer click-outs and sales.
- Executive reporting
- Share of voice
- Commercial attribution
- Market-level performance
What teams need to know about ascend LLM.
The prompts your customers ask AI, whether your brand is mentioned, how prominently it appears, how it is described, which competitors are recommended and which sources are cited in each answer.
See where your brand stands in AI Search.
Get a benchmark of your visibility, competitors, sentiment and citation sources - plus a prioritised view of the opportunities most likely to drive growth.
We will review your AI visibility, competitive position and key opportunities before your strategy session.
Book an AI strategy session