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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 8ShowingRun 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 1This rankRun 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

Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform? on Cloud Platforms Prompt Volatility

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

1

Rank on this board

150 index_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 Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?'s score
ComponentValueContribution
Volatility index150150

Moved up since the previous snapshot

+8 places
  1. Disagreement absolute change0 to 66.667
    +66.667
  2. Volatility index100 to 150
    +50
  3. Consensus absolute change0 to 33.333
    +33.333
  4. Winner changed1 to 1
    0

Where each number comes from

4 public records
  • Absolute consensus changeConsensus absolute change · observed Sep 21, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-migration-lock-in","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 UTC66.667 percentage_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-migration-lock-in","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 UTC150 index_points100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-migration-lock-in","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 UTC1 boolean100% confidence
    Source
    Rank.ai Cloud Platforms Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"cloud-platform-migration-lock-in","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.