Published method
Public Marketing Automation brand benchmark
4-marketing-automation-platforms-2026-07-27-models-64232fd32583
Version
Jul 27, 2026
Published
7
Boards
public-marketing-automation-platforms
Method ID
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
- The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
Boards
Boards using this version
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| Marketing automation platform rank | public-prompt-brand-recommendation-presence | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing automation platform rank |
| Marketing automation presence | public-prompt-brand-mention-coverage | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing automation presence |
| Marketing automation citation share | public-prompt-brand-citation-share | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing automation citation share |
| Marketing automation engine breadth | public-prompt-brand-engine-breadth | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing automation engine breadth |
| Marketing platforms in OpenAI model API answers | public-prompt-openai-brand-recommendation-presence | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing platforms in OpenAI model API answers |
| Marketing platforms in Anthropic model API answers | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing platforms in Anthropic model API answers |
| Marketing platforms in Gemini model API answers | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | Sep 25, 2026 | 4-marketing-automation-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Marketing platforms in Gemini model API answers |
Versioned contract
Complete measurement ledger
Cohort
Not specified.
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
- Maximum Daily Provider Attempts Including Retries
72
Limitations
- This is one response per prompt/provider pair in each run; 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.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.