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Buying question

Which criteria expose data portability, migration complexity, and lock-in risk when choosing a marketing automation platform?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 25, 2026. Each category is re-run in rotation, every few weeks.

Commercial

Kind of question

3

Model APIs

0

Brands named

13

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsNamed by

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-4o-miniNone named880fe392b9…e167b
Anthropicanthropic/claude-haiku-4-5None named00905f083d…e530e
Googlegoogle/gemini-2.5-flashNone named99bd94bd09…7b899

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
latentview.comhttps://latentview.com/glossary/data-portability/1OpenAI1
rank.aihttps://rank.ai/prompts/marketing-automation-lock-in1Google1
mattermost.comhttps://mattermost.com/blog/what-is-data-portability-why-should-businesses-care-about-it/2OpenAI · Google2
smithcommerce.comhttps://smithcommerce.com/insights/marketing-automation-platform-migration-checklist/2OpenAI · Google2
link.springer.comhttps://link.springer.com/article/10.1186/s13677-016-0054-z3OpenAI · Google2
databahn.aihttps://databahn.ai/blog/siem-migration-is-harder-than-it-looks-heres-how-databahn-makes-it-simple3Google1
knak.comhttps://knak.com/blog/switching-marketing-automation-platform/4OpenAI · Google2
newbreedrevenue.comhttps://newbreedrevenue.com/blog/6-tips-for-seamless-marketing-automation-platform-migration-0285OpenAI1
logarithmic.comhttps://logarithmic.com/perspectives/enterprise-platform-migration-playbook6Google1
marcloudconsulting.comhttps://marcloudconsulting.com/development/marketing-automation-platform-migration/6OpenAI1
kanerika.comhttps://kanerika.com/blogs/data-migration-framework/7Google1
preset.iohttps://preset.io/blog/migrating-bi-tools-part-one-assessing-the-reasons-and-risks/7OpenAI1
itea.orghttps://itea.org/journals/volume-47-2/avoid-vendor-lock-in-ai-procurement/9Google1
Snapshots
78588723-8347-4570-8e50-01632f2544cb
Question set
marketing-automation-platforms-2026-07-27
Benchmark version
4-marketing-automation-platforms-2026-07-27-models-64232fd32583
What is kept
Measured in Marketing. Full answers are not stored or published, and no customer data is included.

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.