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Buying question

Which criteria expose data-platform migration complexity, egress cost, proprietary interfaces, skills risk, workload portability, and vendor lock-in?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 20, 2026. Each category is re-run in rotation, every few weeks.

Commercial

Kind of question

3

Model APIs

1

Brands named

11

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 APIsMentionsOwn-site citationsNamed by
1Oracle Autonomous Databaseoracle.com101OpenAI

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-miniOracle Autonomous Database7799d4b872…1f7f6
Anthropicanthropic/claude-haiku-4-5None named00ea066f48…41726
Googlegoogle/gemini-2.5-flashNone named44268855ca…f896e

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
rank.aihttps://rank.ai/boards/data-platforms-prompt-volatility?explain=data-platforms-prompt-data-platform-proof-of-concept-scorecard1OpenAI1
stackable.techhttps://stackable.tech/en/blog/how-do-you-assess-data-platform-migration-complexity/1Google1
aerospike.comhttps://aerospike.com/blog/cloud-egress-costs-explained/2OpenAI1
montecarlo.aihttps://montecarlo.ai/blog-data-migration-risks-checklist2Google1
couchbase.comhttps://couchbase.com/blog/data-migration-strategy/3Google1
groundcover.comhttps://groundcover.com/learn/cost-optimization/data-egress-costs3OpenAI1
boomi.comhttps://boomi.com/blog/data-migration-types/4Google1
unitrends.comhttps://unitrends.com/blog/data-egress/4OpenAI1
alatech.medium.comhttps://alatech.medium.com/my-rant-on-cloud-egress-transfer-costs-77e94f0f594a5OpenAI1
oracle.comhttps://oracle.com/cloud/data-egress-costs/6OpenAI1
hbs.nethttps://hbs.net/blog/cloud-egress-fees7OpenAI1
Snapshots
c7011ebb-7703-42dc-b378-c1c99e48412d
Question set
data-platforms-2026-07-27
Benchmark version
4-data-platforms-2026-07-27-models-64232fd32583
What is kept
Measured in Data. 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.