AI Search Visibility
Is Measurable.
Traditional rank tracking is dead for LLMs. To win in 2026, B2B SaaS brands must track Share of Citation and Sentiment across answer engines.
The "Black Box" of Answer Engines
In traditional SEO, you track a rank (1-10). In AI Search (GEO), there are no pages. There is only the Answer. If your brand isn't cited in the generated response, you are invisible.
Rank is Obsolete
Being "Position 1" in search results doesn't matter if ChatGPT summarizes the top 5 results and excludes you.
Context is King
LLMs understand intent. They recommend tools based on specific use cases, not just keyword matching.
Citations Drive Traffic
The new click-through is the "Learn More" citation link. Tracking these requires a new set of metrics.
The New Metrics
for 2026
Stop reporting on "rankings". Start reporting on visibility. These are the four core metrics every B2B SaaS marketing team needs to track.
Pro Tip
Combine these metrics into a single "AI Visibility Score" to track progress over time.
01. Share of Citation (SoC)
The percentage of times your brand is mentioned in response to category-defining prompts.
02. Sentiment Score
Is the AI recommending you, neutral, or warning against you? Scored from -100 to +100.
03. Feature Association
How accurately does the LLM describe your core features? Critical for product-led growth.
04. Comparative Win Rate
In "X vs Y" queries, how often is your solution recommended as the superior choice?
The Tracking Workflow
A repeatable 3-step process to audit your AI visibility.
Define Your Prompt Set
You cannot track everything. Focus on 3 types of prompts that map to the buyer journey.
Discovery Prompts
"Best CRM for small agencies" Tests category presence.
Comparison Prompts
"HubSpot vs Salesforce for startups" Tests competitive positioning.
Audit Across Engines
Run these prompts through the major LLMs. Results vary wildly between models due to different training data cutoffs and retrieval mechanisms (RAG).
Score & Analyze
Manually or programmatically score the responses. Look for:
- ✓ Direct Citation: Is your brand named in the list?
- ✓ Link Presence: Is there a clickable citation source?
- ✓ Adjective Analysis: Are you "expensive", "complex", or "user-friendly"?
Stop Tracking Manually.
Anymorph automates the entire visibility tracking workflow. Get real-time alerts when your Share of Citation drops or sentiment shifts.