How Toren Tracks AI Visibility
Toren runs structured prompts across leading AI systems, analyzes where your brand and competitors appear, and turns the results into clear reporting and prioritized opportunities.
Built for brands that need to understand how AI includes, compares, and recommends them.
Prompt → Analysis → Opportunity
Structured prompt set
Discovery, recommendation, comparison, and brand interpretation prompts.
Competitive analysis
Brand and competitor inclusion measured across answer environments.
Actionable output
Signals, dashboards, reports, and priority opportunities.
AI visibility works differently than search visibility.
Traditional search ranks pages. AI-generated answers select, summarize, and recommend brands directly.
Search Visibility
AI Visibility
Also available, local business solution!
Toren Local
Toren Local shows how your local business appears in AI-generated recommendations, which local competitors are being mentioned, and what practical steps can improve your visibility.
Built for single-location and service-area businesses. Multi-location pricing available by request.
From prompts to priorities
Toren turns structured AI testing into clear competitive intelligence your team can understand and act on.
1
Build structured prompt sets
Toren creates prompt sets based on your category, competitors, and the questions buyers are likely to ask.
2
Run prompts across leading AI systems
Prompts are tested across major AI platforms to understand how your brand appears across different answer environments.
3
Identify brand and competitor inclusion
Toren detects whether your brand appears, which competitors appear, and how AI systems position each brand.
4
Measure visibility, perception, and gaps
Results are translated into signals like recommendation rate, share of voice, market position, topic clusters, and competitive gaps.
5
Turn findings into action
Toren highlights the opportunities most likely to improve AI inclusion, from content gaps to authority signals and category positioning.
The signals behind AI visibility
Toren measures the inclusion, competitive, and perception signals that show whether your brand is being selected in AI-generated answers.
Presence
Where your brand appears across AI prompts and answer types
Recommendation Rate
How often AI systems explicitly recommend your brand.
Share of Voice
How often your brand appears compared to competitors.
Perception
How AI describes, frames, and positions your brand.
Market Map
Where you sit in the competitive AI perception landscape.
Gap Detection
Where competitors appear and your brand does not.
Topic Clusters
The themes and questions shaping AI-generated answers.
Trend Tracking
How visibility changes as additional runs accumulate.
Clear reporting your team can act on
Toren turns AI response data into dashboards, summaries, and prioritized recommendations that help teams understand what changed, what matters, and what to do next.
AI Presence Dashboard
See where your brand appears across discovery, recommendation, comparison, and interpretation
AI Perception & Competition
Understand how AI positions your brand against competitors and where others are being selected instead.
AI Opportunity Engine
Identify priority actions that can improve inclusion across the prompts and topics that matter most.
Visibility is becoming selection.
As more buyers use AI systems to research products, compare vendors, and narrow options, brands need to know whether they are being included before the click ever happens.
AI answers shape consideration sets
Buyers may form a shortlist before they ever reach a search result or brand website.
Competitors can win without outranking you
A brand may rank well in search and still be absent when AI systems recommend options.
Tracking creates a path to improvement
Monthly visibility monitoring helps teams understand what changed and what to prioritize next.
Methodology questions
How are prompts created?
Prompt sets are based on your category, competitors, customer questions, and common discovery or comparison scenarios.
Which AI systems does Toren evaluate?
Toren is designed to evaluate visibility across leading AI systems and answer environments. These include ChatGPT, Claude, Gemini, Perplexity, and Copilot.
Is this the same as SEO tracking?
No. SEO tracks rankings and pages. Toren tracks brand inclusion, recommendation, and competitive presence in AI answers.
Can results change over time?
Yes. AI systems can shift based on model behavior, available content, citations, and changing category signals.
What do I do with the results?
Use Toren to identify where your brand is missing, which competitors are being selected, and what improvements to prioritize.
How often does Toren run analysis?
Most packages are built around monthly analysis, with custom frequency available for expanded coverage. Drift can send false positives/negatives if runs are too frequent.
See how AI systems include your brand.
Request a demo and we’ll show how Toren turns AI visibility data into clear competitive insight and next steps.