Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
https://shakticloud.ai/blog-comparing-kubernetes-vs-slurm-for-ai-workloads-when-to-use-what-on-shakti-clusters/ as a canonical citation page in Rank.ai's public AI answer benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_pagesBest citation position | 3 positionmeasured |
| public_prompt_pagesCited answers | 1 answersmeasured |
| public_prompt_pagesCited-answer coverage | 2.78 percentderived |
| public_prompt_pagesEngine breadth | 1 enginesmeasured |
| public_prompt_pagesMean citation position | 3 positionderived |
| public_prompt_pagesMedian citation position | 3 positionderived |
| public_prompt_pagesPrompt breadth | 1 promptsmeasured |
Every currently published position, as of Aug 9, 2026 · 100% confidence · methodology v1-parent-c13d7518a32be52c.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #55 | Most-cited pages in Cloud GPU Platforms answers | 2.78 | Explain Most-cited pages in Cloud GPU Platforms answers rank → |
Ranks privacy-safe canonical citation pages in the complete public prompt benchmark without additional provider calls.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
100% confidence · 41% component coverage · as of Aug 9, 2026, 12:00 AM UTC
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | 309129dc1a8eca22489a5d6345b2e20ca6c3ae6307f5fb38d6ac5a257991e4ad | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 36 | Unavailable | 36 | 0 | unavailableno_public_frozen_evidence |
7 published observations for shakticloud.ai/blog-comparing-kubernetes-vs-slurm-for-ai-workloads-when-to-use-what-on-shakti-clusters/, all at 100% confidence, as of Aug 9, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| Prompt breadthpublic-prompt-page-prompt-breadth | 1prompts | measured | View source
|
| canonicalHostname |
|---|
| shakticloud.ai |
| Unavailable |
| — |
| 0 |
| unavailableno_public_frozen_evidence |
| canonicalPageUrl | https://shakticloud.ai/blog-comparing-kubernetes-vs-slurm-for-ai-workloads-when-to-use-what-on-shakti-clusters/ | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| engineDenominator | 3 | Unavailable | 3 | 0 | unavailableno_public_frozen_evidence |
|---|
| positionDenominator | 1 | Unavailable | 1 | 0 | unavailableno_public_frozen_evidence |
|---|
| positionNumerator | 3 | Unavailable | 3 | 0 | unavailableno_public_frozen_evidence |
|---|
| promptDenominator | 12 | Unavailable | 12 | 0 | unavailableno_public_frozen_evidence |
|---|
| public prompt page answer coverage | 2.777778 | 100% | 2.778 | 1 | available |
|---|
| public prompt page best position | 3 | 0% | 0 | 1 | available |
|---|
| public prompt page cited answer count | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page engine breadth | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page mean position | 3 | 0% | 0 | 1 | available |
|---|
| public prompt page median position | 3 | 0% | 0 | 1 | available |
|---|
| public prompt page prompt breadth | 1 | 0% | 0 | 1 | available |
|---|
| queryStringsPublished | 0 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| sourceVisibilityOnly | 1 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["ae239b46-cb28-49e4-8f00-823417951a59","0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","678c1437-61a8-4854-87a7-67ae8087efe0","6c06c701-80e8-4dbe-8da5-ff63fe02b6e5","92ca9a7f-e420-4ea5-97ae-ff5e838eb0b3","84c9bed4-87a2-4301-874e-37af40dd5ec9","316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","b159e8af-40e6-4cd1-bedc-166a3bf67cb0","f6e70342-d46e-44f7-b5f9-5abf136d0dc1","67aef8b9-aae0-44f3-ba88-880d0ba4439b","5d0c4cc6-6fb5-42b0-a5b0-25b8b40be47d","3f7f021c-394a-4275-9c14-1f1a56362f73","1cc75dcd-d1a0-4cc3-9264-233f3be14219","c266c6ef-521a-44f2-9dc5-cc27357ea11f","fc12d824-a92a-48eb-9a2a-24effa3bf4f3","48fc2777-7c24-4312-a210-fcb5f0617fa6","1b29c1c5-f6d9-498e-aab9-64daac60dc03","08f48382-bb45-41da-9c74-c64e7828e6b3","0453e165-42b1-4be2-925d-87f6a9480ae4","1bba8ff2-2cb8-429c-944d-160d221a01f2","516ecdff-bf27-41cc-b066-954b1de777e6","128fc09b-b440-4b1c-89d4-1d7c5d03944e","e9cea62a-b8d2-4606-adf8-fa3d1ee3f2df","d46bab48-adbc-4c21-88ad-e9c97e0c9d91","917db833-bb1a-4667-9c65-6c855549a759","85386268-0739-46da-9a7c-d1539e767b11","27e69f2e-85b2-47fb-a8cc-b45e37d5fc32","3c09360c-4d5f-41fd-a71c-c14e0dcd4b74","665dfa52-2929-49e5-9e95-e8298586c757","554baf5d-f975-46ea-bdca-13348587e9e0","77556d47-d639-463c-b6b6-aa68d44aaf53","07460255-3dec-459a-a16b-e9b2103ff2ef","d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e"],"benchmarkVersion":"4-cloud-gpu-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}| Median citation positionpublic-prompt-page-median-position | 3position | derived | View source
|
|---|
| Engine breadthpublic-prompt-page-engine-breadth | 1engines | measured | View source
|
|---|
| Best citation positionpublic-prompt-page-best-position | 3position | measured | View source
|
|---|
| Mean citation positionpublic-prompt-page-mean-position | 3position | derived | View source
|
|---|
| Cited answerspublic-prompt-page-cited-answer-count | 1answers | measured | View source
|
|---|
| Cited-answer coveragepublic-prompt-page-answer-coverage | 2.7778percent | derived | View source
|
|---|