oppalerts.com →
Marketing Automation Software

Neutral

LLM Fanout Queries
Dominant · Search Engine Appearances ρ=0.687

AI recommendation signal analysis across 58 domains for the Neutral persona in Marketing Automation Software.

58Domains Tracked
26.6MReddit Posts
4,911Wikipedia Articles
5.5MOpen Web Matches
Neutral_persona.report
QueryLLMs
best marketing automation platforms 2025 comparison reviews
1.0
best marketing automation software 2026
1.0
best marketing automation software 2026 g2 gartner hubspot marketo klaviyo activecampaign mailchimp brevo
1.0
g2 best marketing automation software hubspot marketo activecampaign klaviyo
1.0
marketing automation software reviews comparison 2026 pcmag forbes advisor
1.0
Want a custom AI visibility audit for Marketing Automation Software?

This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.

Get in touch
About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

See the searches AI runs for itself

When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.

How It's Calculated

Where the numbers come from

During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.

Overview

What's on this page

A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.

Model Comparison

Compare two models' fanout queries

The exact web searches each model ran while answering Neutral questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.

  1. best marketing automation software 2026 G2 Gartner HubSpot Marketo Klaviyo ActiveCampaign Mailchimp Brevo
  2. marketing automation software reviews comparison 2026 PCMag Forbes Advisor
  3. G2 best marketing automation software HubSpot Marketo ActiveCampaign Klaviyo
  1. top marketing automation software platforms 2026
Full Results

All fanout queries

Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.

QueryLLM CountLLMs
best marketing automation platforms 2025 comparison reviews1DeepSeek V4 Pro
best marketing automation software 20261Claude Sonnet 5
best marketing automation software 2026 g2 gartner hubspot marketo klaviyo activecampaign mailchimp brevo1GPT 5.5
g2 best marketing automation software hubspot marketo activecampaign klaviyo1GPT 5.5
marketing automation software reviews comparison 2026 pcmag forbes advisor1GPT 5.5
top 10 marketing automation software 2025 best recommendations1DeepSeek V4 Pro
top marketing automation platforms comparison1Claude Sonnet 5
top marketing automation software 20261Claude Haiku 4.5
top marketing automation software platforms 20261Gemini 3.5 Flash