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Rank.ai Index

Cloud platforms prompt Volatility

16 prompts ranked by how much their answers moved since the previous snapshot.
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

150 index_points

Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform? ranks first

Prompt volatility index

16

Prompts ranked

Sep 21

Snapshot recorded

2026 · Rotating schedule

2

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 16 prompts by prompt volatility index

Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform? leads at 150 index_points; the middle of the board sits at 100.

Ahead of second place
44.2
Held by the top three
35%
Middle of the board
100
Below half the leader
7 of 16
Highest 150 index_pointsMiddle 100
1. Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?: 150 index_points2. Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?: 105.833 index_points3. Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.: 104.167 index_points4. Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.: 102.778 index_points5. Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?: 101.667 index_points6. Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.: 101.389 index_points7. Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.: 100 index_points8. Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.: 100 index_points9. What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?: 100 index_points10. Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?: 40 index_points11. How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?: 6.944 index_points12. Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.: 6.667 index_points13. Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?: 3.333 index_points14. Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.: 0 index_points15. What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?: 0 index_points16. Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.: 0 index_points
Rank 1One bar per published rowRank 16

consensus absolute change: 0 on 14 of 16 rows · winner changed: 1 on 9 of 16 rows · 2 checks behind each row.

Cloud platforms prompt Volatility current rankings
RankNamePrompt volatility indexDisagreement absolute changeChangeWhy
01Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?150 index_points66.7 8This rankRun it
02Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?105.833 index_points11.7 1This rankRun it
03Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.104.167 index_points8.3 13This rankRun it
04Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.102.778 index_points5.6 8This rankRun it
05Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?101.667 index_points3.3 3This rankRun it
06Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.101.389 index_points2.8 This rankRun it
07Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.100 index_points0 2This rankRun it
08Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.100 index_points0 1This rankRun it
09What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?100 index_points0 1This rankRun it
10Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?40 index_points46.7 5This rankRun it
11How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?6.944 index_points13.9 This rankRun it
12Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.6.667 index_points13.3 8This rankRun it
13Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?3.333 index_points6.7 1This rankRun it
14Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.0 index_points0 1ShowingRun it
15What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?0 index_points0 13This rankRun it
16Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.0 index_points0 13This rankRun it

Why this rank

Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance. on Cloud Platforms Prompt Volatility

Ranks reviewed prompts by changed leaders and absolute movement between comparable cross-day snapshots.

14

Rank on this board

0 percentage_points

Score

2

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 Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.'s score
ComponentValueContribution
Volatility index00

Moved down since the previous snapshot

-1 places
  1. Disagreement absolute change50 to 0
    -50
  2. Volatility index41.667 to 0
    -41.667
  3. Consensus absolute change33.333 to 0
    -33.333
  4. Winner changed0 to 0
    0

Where each number comes from

4 public records
  • Absolute consensus changeConsensus absolute change · observed Sep 21, 2026, 12:00 AM UTC0 percentage_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-buying-criteria","currentSnapshotId":"969ce611-244e-4583-b0f7-3d4c2d6111b5","previousSnapshotId":"5ae7bdd3-3177-4614-80e9-ae36bb6f60f4"}
    Open the source
  • Absolute disagreement changeDisagreement absolute change · observed Sep 21, 2026, 12:00 AM UTC0 percentage_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-buying-criteria","currentSnapshotId":"969ce611-244e-4583-b0f7-3d4c2d6111b5","previousSnapshotId":"5ae7bdd3-3177-4614-80e9-ae36bb6f60f4"}
    Open the source
  • Prompt volatility indexVolatility index · observed Sep 21, 2026, 12:00 AM UTC0 index_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-buying-criteria","currentSnapshotId":"969ce611-244e-4583-b0f7-3d4c2d6111b5","previousSnapshotId":"5ae7bdd3-3177-4614-80e9-ae36bb6f60f4"}
    Open the source
  • Leading brand changedWinner changed · observed Sep 21, 2026, 12:00 AM UTC0 boolean100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-buying-criteria","currentSnapshotId":"969ce611-244e-4583-b0f7-3d4c2d6111b5","previousSnapshotId":"5ae7bdd3-3177-4614-80e9-ae36bb6f60f4"}
    Open the source
Public Cloud Platforms prompt volatility, version 1-parent-f0e56a0391a3694a64 observations · 1 source · quality passed
Snapshot
c614e668-27f4-40c2-a9f9-7ca258251d8e
Data hash
0b066da21b5c35f5cf9554c841d6b5d7856b94a2da125c5aed32282540e86f8e
Method hash
fe574dc3c52ec5bf20632dee14d695f4e68d41317746113261b7a5dbc967342c

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.