Public AI Visibility · In-house SEO/AEO Lead brand benchmark

Kind

persona_prompt_context

Slug

in-house-seo-aeo-lead

Label

In-house SEO/AEO Lead

Attributes

Persona Role

SEO/AEO Lead

Measurement Mode

explicit_prompt_context

Organization Size

mid-market-to-enterprise

Geolocated Request

false

Disclosure

AI visibility vendors measured across a disclosed buying corpus written for an in-house SEO and answer-engine optimization lead.

• Slug

  best-enterprise-ai-visibility-platform

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What are the best platforms for tracking brand visibility in AI-generated answers?

  Intent

  recommendation

• Slug

  affordable-ai-mention-monitoring

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.

  Intent

  recommendation

• Slug

  answer-engine-share-of-voice

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which software is best for comparing competitor share of voice across answer engines?

  Intent

  recommendation

• Slug

  multi-market-ai-prompt-tracking

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.

  Intent

  recommendation

• Slug

  ai-answer-citation-analysis

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What is the best tool for analyzing the citations and sources that influence AI search responses?

  Intent

  recommendation

• Slug

  enterprise-aeo-governance

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.

  Intent

  recommendation

• Slug

  agency-ai-visibility-platform

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?

  Intent

  recommendation

• Slug

  combined-seo-ai-visibility

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend a platform that combines traditional SEO workflows with generative-search visibility.

  Intent

  recommendation

• Slug

  ai-visibility-platform-pricing

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How much does an AI search visibility platform typically cost for one brand?

  Intent

  commercial

• Slug

  ai-visibility-buying-criteria

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which features matter most when buying software to measure brand presence in AI-generated answers?

  Intent

  commercial

• Slug

  specialist-aeo-vs-seo-suite

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.

  Intent

  commercial

• Slug

  evaluate-ai-visibility-data-quality

  Text

  Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?

  Intent

  commercial

ai-search-visibility-persona-in-house-seo-aeo-lead

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

0.75

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

• This is one daily response per prompt/provider pair; model output can vary between runs.
• The fixed 12-prompt AI Visibility · In-house SEO/AEO Lead category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 14-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27

• Provider

  openai

  Board Slug

  ai-search-visibility-persona-in-house-seo-aeo-lead-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  ai-search-visibility-persona-in-house-seo-aeo-lead-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  ai-search-visibility-persona-in-house-seo-aeo-lead-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  Rank.ai

  Aliases

  • Rank.ai
  • Rank AI

  Entity Slug

  rank-ai

  Primary Domain

  rank.ai

  Citation Domains

  • rank.ai

  Case Sensitive Aliases

• Name

  Profound

  Aliases

  • Profound

  Entity Slug

  profound

  Primary Domain

  tryprofound.com

  Citation Domains

  • tryprofound.com

  Case Sensitive Aliases

• Name

  Scrunch

  Aliases

  • Scrunch
  • Scrunch AI

  Entity Slug

  scrunch

  Primary Domain

  scrunch.com

  Citation Domains

  • scrunch.com

  Case Sensitive Aliases

• Name

  Peec AI

  Aliases

  • Peec AI
  • Peec

  Entity Slug

  peec-ai

  Primary Domain

  peec.ai

  Citation Domains

  • peec.ai

  Case Sensitive Aliases

• Name

  Otterly AI

  Aliases

  • Otterly AI
  • OtterlyAI
  • Otterly

  Entity Slug

  otterly-ai

  Primary Domain

  otterly.ai

  Citation Domains

  • otterly.ai

  Case Sensitive Aliases

• Name

  AthenaHQ

  Aliases

  • AthenaHQ
  • Athena HQ

  Entity Slug

  athenahq

  Primary Domain

  athenahq.ai

  Citation Domains

  • athenahq.ai

  Case Sensitive Aliases

• Name

  Goodie

  Aliases

  • Goodie
  • Goodie AI

  Entity Slug

  goodie

  Primary Domain

  higoodie.com

  Citation Domains

  • higoodie.com

  Case Sensitive Aliases

  • Goodie

• Name

  Evertune

  Aliases

  • Evertune

  Entity Slug

  evertune

  Primary Domain

  evertune.ai

  Citation Domains

  • evertune.ai

  Case Sensitive Aliases

• Name

  Writesonic

  Aliases

  • Writesonic

  Entity Slug

  writesonic

  Primary Domain

  writesonic.com

  Citation Domains

  • writesonic.com

  Case Sensitive Aliases

• Name

  Rankscale

  Aliases

  • Rankscale
  • Rankscale.ai

  Entity Slug

  rankscale

  Primary Domain

  rankscale.ai

  Citation Domains

  • rankscale.ai

  Case Sensitive Aliases

• Name

  Semrush

  Aliases

  • Semrush

  Entity Slug

  semrush

  Primary Domain

  semrush.com

  Citation Domains

  • semrush.com

  Case Sensitive Aliases

• Name

  HubSpot AEO

  Aliases

  • HubSpot AEO
  • HubSpot

  Entity Slug

  hubspot-aeo

  Primary Domain

  hubspot.com

  Citation Domains

  • hubspot.com

  Case Sensitive Aliases

• Name

  Bluefish AI

  Aliases

  • Bluefish AI
  • Bluefish

  Entity Slug

  bluefish-ai

  Primary Domain

  bluefishai.com

  Citation Domains

  • bluefishai.com

  Case Sensitive Aliases

• Name

  Conductor

  Aliases

  • Conductor
  • Conductor Intelligence

  Entity Slug

  conductor

  Primary Domain

  conductor.com

  Citation Domains

  • conductor.com

  Case Sensitive Aliases

  • Conductor

4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

12

Provider Count

3

Required Successful Runs

36

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

36 answers: all 12 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

12 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.