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Rank.ai Index

Cloud platforms prompt citation Opportunities

16 prompts ranked by how far the leader is named without its own site being cited.
Recorded Sep 21, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

100 percentage_points

Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications? ranks first

Leading brand owned citation opportunity

16

Prompts ranked

Sep 21

Snapshot recorded

2026 · Rotating schedule

3

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 16 prompts by leading brand owned citation opportunity

Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications? leads at 100 percentage_points; the middle of the board sits at 50.

Ahead of second place
33.3
Held by the top three
32%
Middle of the board
50
Below half the leader
8 of 16
Rank, name and leading brand owned citation opportunityMiddle 50
  1. 1Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?100 percentage_points
  2. 2Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?66.667 percentage_points
  3. 3Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?66.667 percentage_points
  4. 4Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.66.667 percentage_points
  5. 5Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.66.667 percentage_points
  6. 6Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.66.667 percentage_points
  7. 7Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?66.667 percentage_points
  8. 8Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.66.667 percentage_points
  9. 9Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.33.333 percentage_points
  10. 10Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.33.333 percentage_points
  11. 11How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?33.333 percentage_points
  12. 12Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.33.333 percentage_points
  13. 13What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?33.333 percentage_points
  14. 14What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?0 percentage_points
  15. 15Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?0 percentage_points
  16. 16Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.0 percentage_points

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.

leading brand consensus: 66.666667 on 11 of 16 rows · leading brand owned citation coverage: 0 on 11 of 16 rows · 3 checks behind each row.

Cloud platforms prompt citation Opportunities current rankings
RankNameLeading brand owned citation opportunityPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?100 percentage_points11105 8This rankRun it
02Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?66.667 percentage_points5144 1This rankRun it
03Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?66.667 percentage_points9126 1ShowingRun it
04Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.66.667 percentage_points684 2This rankRun it
05Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.66.667 percentage_points10106 2This rankRun it
06Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.66.667 percentage_points5113 2This rankRun it
07Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?66.667 percentage_points1095 3This rankRun it
08Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.66.667 percentage_points673 3This rankRun it
09Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.33.333 percentage_points7106 4This rankRun it
10Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.33.333 percentage_points794 2This rankRun it
11How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?33.333 percentage_points7154 9This rankRun it
12Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.33.333 percentage_points6113 7This rankRun it
13What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?33.333 percentage_points10164 12This rankRun it
14What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?0 percentage_points0120 1This rankRun it
15Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?0 percentage_points0130 1This rankRun it
16Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.0 percentage_points000 This rankRun it

Why this rank

Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control? on Cloud Platforms Prompt Citation Opportunities

Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.

3

Rank on this board

66.667 percent

Score

3

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?'s score
ComponentValueContribution
Leading brand owned citation gap66.66666766.667

Moved up since the previous snapshot

+1 places
  1. Engine disagreement80 to 83.333
    +3.333
  2. Citation URLS9 to 12
    +3
  3. Presence events8 to 9
    +1
  4. Distinct reviewed brands5 to 6
    +1
  5. Leading brand consensus66.667 to 66.667
    0
  6. Leading brand owned citation coverage0 to 0
    0
  7. Leading brand owned citation gap66.667 to 66.667
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 21, 2026, 12:00 AM UTC9 presence_events100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Sep 21, 2026, 12:00 AM UTC12 urls100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 21, 2026, 12:00 AM UTC6 brands100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Sep 21, 2026, 12:00 AM UTC83.333 percent100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Sep 21, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 21, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 21, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-regulated-industries","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["0bd0f4af-1225-40db-b031-b62cff5ea2be","5bcbfb9b-6404-434c-9287-79e6de8664fb","aaea2c81-113c-4bd2-aa5e-c0e60e330d65"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
    Open the source
Public Cloud Platforms prompt leaders, engine disagreement, and citation opportunity, version 2-parent-f0e56a0391a3694a112 observations · 1 source · quality passed
Snapshot
74a29b26-b43d-4460-84f2-032a36ee2341
Data hash
75bddb1577cc215db2d64da3d1eae4872f80b6059192cf0155af15dcffa907e2
Method hash
0de50b574a7497bc5aafb2151c657d78eb0f76b0d391e6f3a3d8056964c9f9bc

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.