November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT › Cloud and infrastructure › Object storage › Enterprise · November 2026 Edition

Object storage for enterprise buyers

Asked as “object storage service”, and as “S3-compatible cloud storage”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Amazon S315Wasabi Object Storage09Cloudflare R232others

43% of first choices, clear leader.

Since October 2026▼−1Since October 2026: 44% → 43%, −1 point. Inside the 11-point floor: within noise.Amazon S3 held the lead, −1 point on 44%, inside the 11-point floor.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Amazon S343%30%67criticized default▼−1Since October 2026: 44% → 43%, −1 point. Inside the 11-point floor: within noise.44% → 43%
02Wasabi Object Storage15%26%47criticized challenger▼−8Since October 2026: 23% → 15%, −8 points. Inside the 11-point floor: within noise.23% → 15%
03Cloudflare R29%24%37accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
04Cloudian HyperStore6%0%30accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
05Azure Blob Storage6%27%52criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
06Backblaze B26%19%36accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
07Scality RING4%5%19accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
08MinIO AIStor2%18%38accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
09Google Cloud Storage Lab in the set2%25%53accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
10IBM Cloud Object Storage2%6%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the one product at 0%, ordered by negative rate
11NetApp StorageGRID0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.

Google Cloud Storage is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.

Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Amazon S343%
02Wasabi Object Storage15%
03Cloudflare R29%
04Cloudian HyperStore6%
05Azure Blob Storage6%
06Backblaze B26%
07Scality RING4%
08MinIO AIStor2%
09Google Cloud Storage2%
10IBM Cloud Object Storage2%
11NetApp StorageGRID0%

What they warned about

Three of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Amazon S3
30%
20 of 67 labels negative · 12 of 14 models · 4 hard negative
“What to Avoid for Predictability: The Hyperscalers ... AWS S3, Azure Blob, and Google Cloud Storage are powerful but have fragmented, unpredictable cost models” DeepSeek V4 Flash, budget prompt
Wasabi Object Storage
26%
12 of 47 labels negative · 11 of 14 models · 3 hard negative
“This policy is frequently cited as a reason to avoid or be cautious with Wasabi for enterprise use cases” Mistral Small, negative prompt
Azure Blob Storage
27%
14 of 52 labels negative · 9 of 14 models · 3 hard negative
“Why Not AWS S3, Azure Blob, or Google Cloud? ... avoid hyperscalers” Kimi K2, budget prompt
Google Cloud Storage
25%
13 of 53 labels negative · 8 of 14 models · 3 hard negative
“Why Not AWS S3, Azure Blob, or Google Cloud? ... avoid hyperscalers” Kimi K2, budget prompt

What they cite

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.

Sites the answers cite

73 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 916 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 30 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.

vendor site · Cloudian44 answers · 90 citations · 12 models
vendor site · Impossible Cloud23 answers · 58 citations · 11 models
vendor site · Backblaze23 answers · 40 citations · 11 models
vendor site · GitHub23 answers · 26 citations · 10 models
vendor site · Wasabi22 answers · 42 citations · 10 models
vendor site · Amazon20 answers · 29 citations · 10 models
vendor site · G219 answers · 20 citations · 10 models
vendor site · Scality17 answers · 22 citations · 8 models
15 answers · 15 citations · 7 models
publisher (Gane)13 answers · 14 citations · 7 models
vendor site · Cloudflare12 answers · 20 citations · 6 models
vendor site · Internxt12 answers · 16 citations · 6 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best object storage service”, “object storage service”, “object storage services”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsGoogle ads, last 30 daysBest Google position
Amazon parent site
Amazon S3 43%
43%182151,000,0001,380,939
Wasabi Object Storage wasabi.com15%14270113,52676
Cloudflare parent site
Cloudflare R2 9%
9%142550,00010,897
Cloudian HyperStore cloudian.com6%4390051,205108
Azure parent site
Azure Blob Storage 6%
6%122301,00047,904
Backblaze backblaze.com
Backblaze B2 6%
6%15927,100818135,980 company747
Scality RING scality.com4%2630311,46511
MinIO AIStor min.io2%6714007,15226
Google Cloud cloud.google.com
Google Cloud Storage 2%
2%124165,0007,5967,405,3474
IBM parent site
IBM Cloud Object Storage 2%, IBM Storage Ceph 0%
2%18201,00034,098

Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (aws.amazon.com, backblaze.com, cloudian.com). The first result for “best object storage service” is reddit.com.

How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHide
ModelDirect“What is the best object storage service for an enterprise B2B company?”Paraphrase“Which S3-compatible cloud storage would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade object storage services and how do they differ?”Budget-constrained“What is the best object storage service for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an object storage service. What should we look at?”Negative“Which object storage services should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Amazon S3
Two alternativesAzure Blob Storage, Google Cloud Storage
Amazon S3Held
Four alternativesBackblaze B2, DigitalOcean Spaces, MinIO AIStor, Wasabi Object Storage
Amazon S3
Six alternativesAzure Blob Storage, Cloudian HyperStore, Dell ObjectScale, MinIO AIStor, NetApp StorageGRID, Scality RING
Wasabi Object Storage
One alternativeBackblaze B2
against: Amazon S3
no first choicenothing named
GPT-5.4 miniAmazon S3
Three alternativesAzure Blob Storage, Google Cloud Storage, MinIO AIStor
MinIO AIStorChanged
Two alternativesBackblaze B2, Wasabi Object Storage
Amazon S3
Three alternativesAzure Blob Storage, Google Cloud Storage, IBM Cloud Object Storage
Google Cloud Storage
Two alternativesAmazon S3, Azure Blob Storage
no first choicenothing named
Gemini 3.5 FlashAWS Simple Storage Service
Five alternativesAzure Blob Storage, Cloudflare R2, Google Cloud Storage, MinIO AIStor, Wasabi Object Storage
Amazon S3Changed
Three alternativesCloudflare R2, MinIO Enterprise Object Storage, Wasabi Object Storage
Amazon S3
Five alternativesAzure Blob Storage, Cloudflare R2, Dell ObjectScale, Google Cloud Storage, MinIO AIStor
Wasabi Object Storage
Two alternativesBackblaze B2, Cloudflare R2
against: Amazon S3, Azure Blob Storage, Google Cloud Storage
no first choiceagainst: Backblaze B2, Ceph, Garage, IDrive e2, MinIO AIStor, SeaweedFS, Wasabi Object Storage
Perplexity SonarAmazon S3
Eight alternativesAzure Blob Storage, Backblaze B2, Cloudflare R2, Cloudian HyperStore, Google Cloud Storage, MinIO AIStor, NetApp StorageGRID, Wasabi Object Storage
Amazon S3Held
Four alternativesBackblaze B2, Cloudflare R2, Cloudian HyperStore, Wasabi Object Storage
against: MinIO AIStor
no first choice
Nine alternativesAmazon S3, Azure Blob Storage, Ceph, Cloudian HyperStore, Dell, Google Cloud Storage, MinIO AIStor, NetApp, Scality RING
Cloudian HyperStore
Two alternativesCloudflare R2, IONOS Object Storage
against: Amazon S3
no first choiceagainst: Akamai, Cloudflare R2, DigitalOcean Spaces, Linode Object Storage, MinIO AIStor, OVHcloud Object Storage, Wasabi Object Storage
Grok 4.20Amazon S3
Four alternativesAzure Blob Storage, Cloudian HyperStore, Google Cloud Storage, MinIO AIStor
against: Backblaze B2, Cloudflare R2
Wasabi Object StorageChanged
One alternativeBackblaze B2
against: Amazon S3, Ceph, Cloudflare R2, Cyfuture, DigitalOcean Spaces, MinIO AIStor, Oracle Cloud Infrastructure Object Storage
Amazon S3
Six alternativesAzure Blob Storage, Cloudian HyperStore, Google Cloud Storage, MinIO AIStor, Scality RING, Weka
Wasabi Object Storage
Two alternativesBackblaze B2, Cloudflare R2
against: Amazon S3, Azure Blob Storage, Google Cloud Storage, Oracle Cloud Infrastructure Object Storage, Storj
Amazon S3, Azure Blob Storage
Three alternativesBackblaze B2, MinIO AIStor, Wasabi Object Storage
against: Amazon S3, Azure Blob Storage, Backblaze B2, Filecoin, Google Cloud Storage, IDrive e2, Sia, Storj, Wasabi Object Storage
Mistral SmallAmazon S3
Two alternativesCloudflare R2, Wasabi Object Storage
Amazon S3, Cloudflare R2Changed
Three alternativesBackblaze B2, MinIO AIStor, Scality RING or Scality ADI
Amazon S3, Azure Blob Storage, Google Cloud Storage
Four alternativesCloudian HyperStore, Cohesity, IBM Cloud Object Storage, Wasabi Object Storage
IBM Cloud Object Storageagainst: Amazon S3, Azure Blob Storage, Google Cloud Storageno first choiceagainst: Amazon S3, Azure Blob Storage, Backblaze B2, Cloudflare R2, Google Cloud Storage, Wasabi Object Storage
DeepSeek V4 FlashAmazon S3
Five alternativesAzure Blob Storage, Cloudflare R2, Google Cloud Storage, MinIO AIStor, Wasabi Object Storage
Amazon S3, Cloudian HyperStoreChanged
Three alternativesBackblaze B2, Cloudflare R2, MinIO AIStor
Amazon Web Services (AWS) S3
Six alternativesAzure Blob Storage, Cloudian HyperStore, Google Cloud Storage, MinIO AIStor, Scality RING, Wasabi Object Storage
Wasabi Object Storage
Two alternativesBackblaze B2, IBM Cloud Object Storage — One-Rate Plan
against: Amazon S3, Azure Blob Storage, Google Cloud Storage
Amazon S3
Four alternativesAzure Blob Storage, Google Cloud Storage, MinIO AIStor, Scality RING
against: Backblaze B2, Cloudflare R2, Wasabi Object Storage
against: Amazon S3, Azure Blob Storage, Cloudflare R2, Google Cloud Storage, IDrive e2, MinIO AIStor, Scality RING, Wasabi Object Storage
Llama 4 MaverickAmazon S3
Three alternativesCloudian HyperStore, Google Cloud Storage, Wasabi Object Storage
Backblaze B2, Cloudflare R2, Cloudian HyperStoreChangedno first choiceAmazon S3
Three alternativesCloudflare R2, Google Cloud Storage, Oracle Object Storage
no first choiceagainst: Amazon S3, Azure Blob Storage, Google Cloud Storage
Qwen 3.7 FlashScality RING
Six alternativesAmazon S3, Azure Blob Storage, Cloudian HyperStore, IBM Cloud Object Storage, MinIO AIStor, Spectrum Business
Amazon S3Changed
Three alternativesMinIO AIStor, Scality RING, Wasabi Object Storage
no first choice
Five alternativesBackblaze B2, Cloudian HyperStore, MinIO AIStor, Scality RING, Wasabi Object Storage
Wasabi Object Storage
One alternativeCloudflare R2
against: Amazon S3
no first choiceagainst: Ceph, MinIO AIStoragainst: Amazon S3, Azure Blob Storage, Google Cloud Storage, IBM Cloud Object Storage, Self-Built Ceph Clusters, Unmanaged OpenStack Swift, Wasabi Object Storage
Kimi K2Amazon S3
Three alternativesAzure Blob Storage, MinIO AIStor, Wasabi Object Storage
Cloudflare R2Changed
Five alternativesAmazon S3, Azure Blob Storage, Backblaze B2, Google Cloud Storage, Wasabi Object Storage
Amazon S3
Seven alternativesAzure Blob Storage, Cloudian HyperStore, Google Cloud Storage, IBM Cloud Object Storage, MinIO AIStor, NetApp StorageGRID, Scality RING
Wasabi Object Storage
Three alternativesBackblaze B2, Cloudflare R2, IBM Cloud Object Storage
against: Amazon S3, Azure Blob Storage, Google Cloud Storage
no first choiceagainst: Amazon S3, Azure Blob Storage, Google Cloud Storageagainst: Amazon S3, Azure Blob Storage, Google Cloud Storage, Storj, Vultr Object Storage, Wasabi Object Storage
GLM 4.7 FlashXAmazon S3, Azure Blob Storage
Four alternativesCloudian HyperStore, Google Cloud Storage, MinIO AIStor, Scality RING
Scality RINGChanged
One alternativeCloudian HyperStore
Amazon S3, Azure Blob Storage, Google Cloud Storage
Five alternativesBackblaze B2, Ceph RADOS Gateway, Cloudian HyperStore, IDrive e2, RustFS
AWS S3 with Savings Plans, Azure Blob Storage with Reserved Instances, Wasabi Object Storage
Two alternativesBackblaze B2, MinIO AIStor
against: Google Cloud Storage with Committed Use Discounts
no first choiceagainst: Amazon S3, Azure Blob Storage, Google Cloud Storage, Wasabi Object Storage
MiniMax M2.5Amazon S3
Six alternativesAzure Blob Storage, Backblaze B2, Cloudian HyperStore, Google Cloud Storage, NetApp StorageGRID, Wasabi Object Storage
Amazon S3, Azure Blob StorageChanged
Two alternativesCloudflare R2, Google Cloud Storage
Amazon S3
Six alternativesAzure Blob Storage, Cloudian HyperStore, Google Cloud Storage, MinIO AIStor, Scality RING, VAST Data
Backblaze B2, Cloudflare R2against: Amazon S3, Wasabi Object Storageno first choicenothing named
GPT-6 LunaAmazon S3
Two alternativesGoogle Cloud → Cloud Storage, Microsoft Azure → Blob Storage
against: Cloudflare R2
Amazon S3Held
One alternativeCloudflare R2
no first choiceCloudflare R2
One alternativeWasabi Object Storage
no first choiceagainst: Amazon S3 Glacier, Azure Blob Storage, Backblaze B2, Cloudflare R2, Google Cloud Storage Archive, Wasabi Object Storage
Muse Glimmer 30BAmazon S3
Two alternativesAzure Blob Storage, Google Cloud Storage
Backblaze B2Changed
Three alternativesAmazon S3, Cloudflare R2, Cloudian HyperStore
Amazon S3
Six alternativesAzure Blob Storage, Cloudian HyperStore, Dell ECS Enterprise Object Storage, Google Cloud Storage, IBM Cloud Object Storage, Oracle Cloud Infrastructure Object Storage
no first choice
Three alternativesCloudflare R2, IBM Cloud Object Storage One-Rate, Wasabi Object Storage
against: Amazon S3
no first choiceagainst: Amazon S3, Backblaze B2, Cloudflare R2, MinIO AIStor, Wasabi Object Storage
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 19:33no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 10:03yes24 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 17:43no012 s
Direct recommendationPerplexity Sonarsonar2026-11-01 14:28yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:09yes513 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 12:30yes53 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:17yes2422 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:08yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:05yes517 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 18:17yes2034 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 17:38yes2093 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:02yes1066 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 12:11yes39 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:23yes1417 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 16:56no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:13yes35 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:41no018 s
ParaphrasePerplexity Sonarsonar2026-11-01 15:48yes105 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:28yes511 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 14:46yes1412 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 19:06yes2335 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:41yes94 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 15:50yes531 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:02yes2141 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 08:48yes2568 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:28yes1052 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 19:27yes317 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:15yes2036 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:53yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 13:40yes79 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:02no021 s
ComparativePerplexity Sonarsonar2026-11-01 08:37yes109 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:58yes917 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 16:21yes911 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:44yes2441 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:06yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:21yes1031 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:27yes1840 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:12yes2489 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:12yes1021 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 16:42yes1124 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:18yes1528 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 17:53yes199 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:30yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 17:45no016 s
Budget constrainedPerplexity Sonarsonar2026-11-01 13:05yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:05yes510 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 15:41yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 18:30yes2333 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 16:33yes105 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:56yes1048 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:45yes1273 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:54yes2265 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:51yes19121 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 12:44yes216 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 18:04yes2248 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 18:10yes1710 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:29yes214 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:27no022 s
Scale constrainedPerplexity Sonarsonar2026-11-01 18:12yes109 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:43yes1017 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 10:28no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:49yes2536 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:56yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:44no029 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:46yes2544 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 17:29yes2439 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:44no024 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 13:28yes220 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:40yes1418 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:52yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 14:27yes57 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 18:19no019 s
Negative framingPerplexity Sonarsonar2026-11-01 09:52yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:58yes1012 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 19:33yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:13yes2342 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:34yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:13yes2046 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 14:23yes2430 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 17:13yes2234 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 08:49yes1957 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 10:22yes518 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:40yes2335 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

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Category-scoped readings
AWS read as Amazon S3
AWS (Amazon S3) read as Amazon S3
AWS Glacier read as Amazon S3 Glacier
Azure read as Azure Blob Storage
Azure Blob read as Azure Blob Storage
Backblaze read as Backblaze B2
Cloudflare read as Cloudflare R2
Cloudian read as Cloudian HyperStore
Dell ECS read as Dell ObjectScale
Google Cloud read as Google Cloud Storage
MinIO read as MinIO AIStor
MinIO (Self-Hosted) read as MinIO AIStor
MinIO (self-hosted) read as MinIO AIStor
OVHcloud read as OVHcloud Object Storage
Oracle read as Oracle Cloud Infrastructure Object Storage
Scaleway read as Scaleway Object Storage
Scality read as Scality RING
Wasabi read as Wasabi Object Storage
Wasabi Hot Cloud Storage read as Wasabi Object Storage
Unresolved, counted raw
AWS S3 with Savings Plans
AWS Simple Storage Service (Amazon S3)
Amazon Web Services (AWS) S3
Azure Blob Storage with Reserved Instances
Ceph RADOS Gateway
Cyfuture
Dell ECS Enterprise Object Storage
Glacier/Archive tiers
Google Cloud Storage Archive
Google Cloud Storage with Committed Use Discounts
Google Cloud → Cloud Storage
Huawei OceanStor Pacific Series
IBM Cloud Object Storage One-Rate
IBM Cloud Object Storage Systems
IBM Cloud Object Storage — One-Rate Plan
IONOS Object Storage
Microsoft Azure → Blob Storage
MinIO Enterprise Object Storage
OceanStor 9000 V5
Oracle Object Storage
RustFS
Scality RING or Scality ADI
Self-Built Ceph Clusters
Sia
Unmanaged OpenStack Swift
VAST Data Platform
WEKA Data Platform
Weka IO
Discontinued, still offered
No shut-down product was recommended here.
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