Public Marketing Automation brand benchmark
Ranks a reviewed Marketing Automation brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
- Version
- 4-marketing-automation-platforms-2026-07-27-models-64232fd32583
- Published
- Jul 27, 2026
- Live boards
- 7
- Method ID
- public-marketing-automation-platforms
Where the facts come from
- Providers
- 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
- Provider Views
- Provider
openai
- Board Slug
marketing-automation-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
marketing-automation-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
marketing-automation-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
- Provider Matrix Version
64232fd32583
How the order is produced
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
When the method reruns
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Marketing Automation Platform Rankmarketing-automation-platform-brand-rank | public-prompt-brand-recommendation-presence | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Marketing Automation Brand Visibilitymarketing-automation-platforms-brand-visibility | public-prompt-brand-mention-coverage | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Marketing Automation Citation Sharemarketing-automation-platforms-brand-citation-share | public-prompt-brand-citation-share | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Marketing Automation Engine Breadthmarketing-automation-platforms-brand-engine-breadth | public-prompt-brand-engine-breadth | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Marketing Automation Brands in OpenAI Model API Answersmarketing-automation-platforms-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Marketing Automation Brands in Anthropic Model API Answersmarketing-automation-platforms-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Marketing Automation Brands in Gemini Model API Answersmarketing-automation-platforms-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | current | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Prompts
- Slug
best-marketing-automation-platform
- Text
Which marketing automation platforms are best for orchestrating email, messaging, journeys, lead management, and campaign measurement?
- Intent
recommendation
- Slug
b2b-marketing-automation
- Text
Recommend a B2B marketing automation platform for account-based programs, lead scoring, nurture, CRM handoff, and pipeline attribution.
- Intent
recommendation
- Slug
b2c-lifecycle-marketing
- Text
Which customer engagement platforms are strongest for high-volume B2C lifecycle journeys across email, SMS, push, and in-app messaging?
- Intent
recommendation
- Slug
ecommerce-marketing-automation
- Text
Recommend a marketing platform for an ecommerce brand that needs customer profiles, segmentation, product events, email, SMS, and revenue attribution.
- Intent
recommendation
- Slug
enterprise-marketing-automation
- Text
Which marketing automation platforms best support a global enterprise with multiple brands, regions, business units, and governance requirements?
- Intent
recommendation
- Slug
marketing-automation-smb
- Text
Recommend a marketing automation tool for a small business that needs simple campaigns, CRM context, forms, segmentation, and transparent pricing.
- Intent
recommendation
- Slug
marketing-automation-data-personalization
- Text
Which marketing platforms are strongest for real-time customer data, predictive segmentation, personalization, experimentation, and decisioning?
- Intent
recommendation
- Slug
marketing-automation-content-ai
- Text
Which marketing automation platforms provide the strongest governed AI assistance for content, campaigns, audiences, and optimization?
- Intent
recommendation
- Slug
marketing-automation-buying-criteria
- Text
Compare marketing automation platforms on channels, segmentation, journeys, data, attribution, AI, integrations, governance, and support.
- Intent
commercial
- Slug
marketing-automation-pricing
- Text
How should a buyer compare marketing automation pricing across contacts, messages, profiles, channels, data usage, and premium modules?
- Intent
commercial
- Slug
marketing-automation-proof-of-concept
- Text
Create a proof-of-concept scorecard for marketing platforms covering campaign speed, deliverability, personalization, attribution, adoption, and administration.
- Intent
commercial
- Slug
marketing-attribution-comparison
- Text
Compare marketing automation vendors on multi-touch attribution, incrementality, offline conversion data, reporting, and warehouse access.
- Intent
commercial
- Slug
marketing-automation-lock-in
- Text
Which criteria expose data portability, migration complexity, and lock-in risk when choosing a marketing automation platform?
- Intent
commercial
- Slug
marketing-automation-security
- Text
Compare marketing platforms on consent, identity, encryption, auditability, residency, suppression, retention, and privacy compliance.
- Intent
commercial
- Slug
marketing-automation-enterprise-shortlist
- Text
Create a shortlist of marketing automation vendors for a global company consolidating B2B and B2C lifecycle engagement.
- Intent
commercial
- Slug
marketing-stack-consolidation
- Text
When should a company consolidate CRM, customer data, journeys, content, messaging, experimentation, and attribution on one marketing platform?
- Intent
commercial
Category
marketing-automation-platforms
Providers
- 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 Policy
- Cost Basis
Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.
- Maximum Daily Billed Cost Usd
2.00
- Maximum Daily Provider Calls
60
Limitations
- This is one daily response per prompt/provider pair; model output can vary between runs.
- The fixed 16-prompt Marketing Automation category does not estimate general market share or brand awareness.
- Presence share and citation share are relative only to the reviewed 12-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.
Rank Formula
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
Answer Policy
- 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
Corpus Version
marketing-automation-platforms-2026-07-27
Provider Views
- Provider
openai
- Board Slug
marketing-automation-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
marketing-automation-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
marketing-automation-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
Runner Version
4
Canonical Brands
- Name
HubSpot Marketing Hub
- Aliases
- HubSpot Marketing Hub
- Marketing Hub
- Entity Slug
hubspot-marketing-hub
- Primary Domain
hubspot.com
- Citation Domains
- hubspot.com
- knowledge.hubspot.com
- Case Sensitive Aliases
- Marketing Hub
- Name
Adobe Marketo Engage
- Aliases
- Adobe Marketo Engage
- Marketo Engage
- Marketo
- Entity Slug
adobe-marketo-engage
- Primary Domain
adobe.com
- Citation Domains
- adobe.com
- experienceleague.adobe.com
- Case Sensitive Aliases
- Marketo
- Name
Salesforce Marketing Cloud
- Aliases
- Salesforce Marketing Cloud
- Marketing Cloud
- Entity Slug
salesforce-marketing-cloud
- Primary Domain
salesforce.com
- Citation Domains
- salesforce.com
- help.salesforce.com
- Case Sensitive Aliases
- Marketing Cloud
- Name
Braze
- Aliases
- Braze
- Entity Slug
braze
- Primary Domain
braze.com
- Citation Domains
- braze.com
- Case Sensitive Aliases
- Name
Klaviyo
- Aliases
- Klaviyo
- Klaviyo B2C CRM
- Entity Slug
klaviyo
- Primary Domain
klaviyo.com
- Citation Domains
- klaviyo.com
- help.klaviyo.com
- developers.klaviyo.com
- Case Sensitive Aliases
- Name
Iterable
- Aliases
- Iterable
- Entity Slug
iterable
- Primary Domain
iterable.com
- Citation Domains
- iterable.com
- support.iterable.com
- Case Sensitive Aliases
- Name
Mailchimp
- Aliases
- Mailchimp
- Intuit Mailchimp
- Entity Slug
mailchimp
- Primary Domain
mailchimp.com
- Citation Domains
- mailchimp.com
- Case Sensitive Aliases
- Name
ActiveCampaign
- Aliases
- ActiveCampaign
- Entity Slug
activecampaign
- Primary Domain
activecampaign.com
- Citation Domains
- activecampaign.com
- help.activecampaign.com
- Case Sensitive Aliases
- Name
Oracle Eloqua
- Aliases
- Oracle Eloqua
- Eloqua
- Entity Slug
oracle-eloqua
- Primary Domain
oracle.com
- Citation Domains
- oracle.com
- docs.oracle.com
- Case Sensitive Aliases
- Eloqua
- Name
Customer.io
- Aliases
- Customer.io
- Entity Slug
customer-io
- Primary Domain
customer.io
- Citation Domains
- customer.io
- docs.customer.io
- Case Sensitive Aliases
- Name
Brevo
- Aliases
- Brevo
- Entity Slug
brevo
- Primary Domain
brevo.com
- Citation Domains
- brevo.com
- help.brevo.com
- Case Sensitive Aliases
- Name
Constant Contact
- Aliases
- Constant Contact
- Entity Slug
constant-contact
- Primary Domain
constantcontact.com
- Citation Domains
- constantcontact.com
- knowledgebase.constantcontact.com
- Case Sensitive Aliases
Benchmark Version
4-marketing-automation-platforms-2026-07-27-models-64232fd32583
Evaluation Surface
- 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.
Strict Completeness
- Prompt Count
16
- Provider Count
3
- Required Successful Runs
48
Measurement Semantics
- 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
48 answers: all 16 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
16 prompts for the named configured model API provider.
- Provider Recommendation Presence Denominator
8 recommendation-intent prompts for the named configured model API provider.
Provider Matrix Version
64232fd32583
Recommendation Semantics
Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.