Public AI Visibility · Agency Owner brand benchmark

Kind

persona_prompt_context

Slug

agency-owner

Label

Agency Owner

Attributes

Persona Role

Agency Owner

Measurement Mode

explicit_prompt_context

Organization Size

agency

Geolocated Request

false

Disclosure

AI visibility vendors measured across a disclosed buying corpus written for an agency owner serving multiple client brands.

• Slug

  best-enterprise-ai-visibility-platform

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What are the best platforms for tracking brand visibility in AI-generated answers?

  Intent

  recommendation

• Slug

  affordable-ai-mention-monitoring

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which software is best for comparing competitor share of voice across answer engines?

  Intent

  recommendation

• Slug

  multi-market-ai-prompt-tracking

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.

  Intent

  recommendation

• Slug

  ai-answer-citation-analysis

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.

  Intent

  recommendation

• Slug

  agency-ai-visibility-platform

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform that combines traditional SEO workflows with generative-search visibility.

  Intent

  recommendation

• Slug

  ai-visibility-platform-pricing

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How much does an AI search visibility platform typically cost for one brand?

  Intent

  commercial

• Slug

  ai-visibility-buying-criteria

  Text

  Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?

  Intent

  commercial

ai-search-visibility-persona-agency-owner

• 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 · Agency Owner 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-agency-owner-2026-07-27

• Provider

  openai

  Board Slug

  ai-search-visibility-persona-agency-owner-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  ai-search-visibility-persona-agency-owner-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  ai-search-visibility-persona-agency-owner-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-agency-owner-b5df22d710b5ad5a

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.