Object storage for enterprise buyers
Asked as “object storage service”, and as “S3-compatible cloud storage”, on behalf of an enterprise B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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.
01The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Amazon S330%
Amazon S330%02Wasabi25%
Wasabi25%03Cloudflare R212%
Cloudflare R212%04Backblaze B210%
Backblaze B210%05NetApp StorageGRID8%
NetApp StorageGRID8%06Scality RING5%
Scality RING5%07IBM Cloud Object Storage2%
IBM Cloud Object Storage2%08Azure Blob Storage2%
Azure Blob Storage2%09MinIO0%
MinIO0%10Cloudian HyperStore0%
Cloudian HyperStore0%11Google Cloud Storage0%
Google Cloud Storage0%02What they warned about
Three of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Google Cloud Storage29%
12 of 42 labels negative · 8 of 12 models · 3 hard negative
“avoid or be cautious about ... those with high egress fees or minimum retention periods, such as GCS and Azure Cold” Llama 4 Maverick, negative prompt
Amazon S323%
12 of 52 labels negative · 8 of 12 models · 2 hard negative
“Why Not Hyperscalers (AWS S3, GCP, Azure Blob)? ... leads to **unpredictable bills**” Grok 4.1 Fast, budget prompt
Azure Blob Storage31%
12 of 39 labels negative · 8 of 12 models · 2 hard negative
“**Avoid**: Traditional hyperscalers (AWS/Azure/GCP)” Kimi K2, budget prompt
Wasabi23%
8 of 35 labels negative · 7 of 12 models · 1 hard negative
“Some services, like Wasabi, enforce a 90-day minimum retention period... Enterprises should avoid such providers for workloads with unpredictable or frequent data deletion needs.” Mistral Small, negative prompt
03What they cite
Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
62 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 820 links across 262 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Scality30 answers · 39 citations · 9 models
vendor site · Cloudian24 answers · 36 citations · 9 models
23 answers · 29 citations · 9 models
vendor site · Backblaze22 answers · 25 citations · 10 models
20 answers · 25 citations · 9 models
20 answers · 23 citations · 9 models
18 answers · 18 citations · 8 models
vendor site · Wasabi17 answers · 27 citations · 10 models
16 answers · 29 citations · 7 models
16 answers · 20 citations · 9 models
vendor site · DigitalOcean16 answers · 18 citations · 9 models
vendor site · Impossible Cloud14 answers · 34 citations · 7 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.
20 answers · 9 models
18 answers · 8 models
18 answers · 9 models
16 answers · 9 models
15 answers · 9 models
15 answers · 7 models
14 answers · 5 models
13 answers · 9 models
12 answers · 8 models
11 answers · 6 models
04How 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.
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 S3Amazon S3Heldno first choiceagainst: MinIO AIStorWasabiagainst: Amazon S3no first choiceagainst: Amazon S3
Three alternatives
Azure Blob Storage, Google Cloud Storage, IBM Cloud Object StorageTwo alternatives
Azure Blob Storage, Google Cloud StorageTwo alternatives
Backblaze B2, DigitalOcean SpacesGPT-5.4 miniAmazon S3WasabiChangedAmazon S3Backblaze B2against: Amazon S3, Azure Blob Storage, Google Cloud Storageno first choicenothing named
Two alternatives
Azure Blob Storage, Google Cloud StorageOne alternative
Backblaze B2Six alternatives
Azure Blob Storage, Backblaze B2, Google Cloud Storage, IBM Cloud Object Storage, Oracle Cloud Infrastructure Object Storage, WasabiGemini 3.5 FlashCloudflare R2Backblaze B2Changedagainst: Amazon S3Amazon S3against: Scality RINGWasabiagainst: Amazon S3, Google Cloud Storageno first choiceagainst: Amazon S3, Azure Blob Storage, Box, Ceph, Dropbox, Filecoin, Google Cloud Storage, Google Drive, MinIO, Sia, Storj, Wasabi
Six alternatives
Amazon S3, Azure Blob Storage, Google Cloud Storage, MinIO, Scality RING, WasabiThree alternatives
Cloudflare R2, MinIO, WasabiFive alternatives
Azure Blob Storage, Cloudflare R2, Google Cloud Storage, MinIO, WasabiTwo alternatives
Backblaze B2, Cloudflare R2Perplexity SonarAmazon S3, NetApp StorageGRIDAmazon S3Changedno first choiceWasabino first choiceagainst: DigitalOcean Spaces, Wasabi
Two alternatives
Cloudian HyperStore, IBM Cloud Object StorageOne alternative
Cloudflare R2Two alternatives
Backblaze B2, Cloudflare R2Grok 4.1 FastAmazon S3NetApp StorageGRID, Scality RINGChangedagainst: Backblaze B2, Cloudflare R2, MinIO, WasabiAmazon S3Wasabiagainst: Amazon S3, Azure Blob Storage, Google Cloud Storageno first choiceagainst: Azure Blob Storage, Backblaze B2, Cloudflare R2, CoreWeave Object Storage, DigitalOcean Spaces, Google Cloud Storage, Linode Object Storage, Scaleway Object Storage, Vultr Object Storage, Wasabi
Six alternatives
Azure Blob Storage, Dell ECS, Google Cloud Storage, IBM Cloud Object Storage, NetApp, ScalityOne alternative
Amazon S3Seven alternatives
Azure Blob Storage, Dell, Google Cloud Storage, IBM Cloud Object Storage, MinIO, NetApp StorageGRID, Scality RINGThree alternatives
Backblaze B2, Cloudflare R2, IBM Cloud Object StorageMistral SmallNetApp StorageGRID, Scality RINGCloudflare R2ChangedAmazon S3Backblaze B2, Wasabino first choiceagainst: Wasabi
Two alternatives
Amazon S3, Cloudian HyperStoreTwo alternatives
Backblaze B2, Cloudian HyperStoreEight alternatives
Azure Blob Storage, Cloudian HyperStore, Dell EMC Elastic Cloud Storage (ECS) & Dell ObjectScale, Google Cloud Storage, IBM Cloud Object Storage, MinIO, NetApp StorageGRID, Scality RINGOne alternative
CloudianDeepSeek V4 FlashAmazon S3Amazon S3Heldagainst: Cloudflare R2Amazon S3Wasabiagainst: Amazon S3, Azure Blob Storage, Google Cloud Storageno first choiceagainst: Azure Blob Storage, Backblaze B2, Cloudflare R2, Crusoe, DigitalOcean Spaces, Google Cloud Storage, Lambda Labs, Linode Object Storage, MinIO, Nebius, Storj, Vultr, Wasabi
Three alternatives
Azure Blob Storage, Cloudflare R2, Google Cloud StorageFour alternatives
Cloudian HyperStore, MinIO, NetApp StorageGRID, WasabiSix alternatives
Azure Blob Storage, Google Cloud Storage, MinIO, NetApp StorageGRID, Oracle Cloud Infrastructure Object Storage, Scality RINGOne alternative
Backblaze B2Llama 4 Maverickno first choiceno first choiceHeldno first choiceBackblaze B2, Wasabino first choiceagainst: Azure Blob Storage, DigitalOcean Spaces, Google Cloud Storage, Linode Object Storage, Vultr
Three alternatives
Cloudflare R2, Filebase, RabataThree alternatives
IBM Cloud Object Storage, Markley Group's Object Storage Cloud, WasabiQwen 3.7 FlashAmazon S3WasabiChangedAmazon S3Azure Blob Storageagainst: Backblaze B2no first choiceagainst: Amazon S3, Azure Blob Storage, Google Cloud Storage, OVHcloud, Wasabi
Four alternatives
Azure Blob Storage, Dell ECS, Google Cloud Storage, MinIOTwo alternatives
Backblaze B2, Cloudflare R2Six alternatives
Azure Blob Storage, Dell EMC PowerScale, Google Cloud Storage, IBM Cloud Object Storage, MinIO, Pure Storage FlashBladeThree alternatives
Amazon S3, Ceph, MinIOKimi K2Amazon S3Cloudflare R2ChangedAmazon S3, Scality RINGWasabiagainst: Amazon S3, Azure Blob Storage, Google Cloud Storageno first choiceagainst: Azure Blob Storage, Cloudflare R2against: Amazon S3, Azure Blob Storage, Dell ObjectScale/ECS, Google Cloud Storage
Two alternatives
Azure Blob Storage, Google Cloud StorageThree alternatives
MinIO AIStor, Scality RING, WasabiFour alternatives
Azure Blob Storage, Cloudian HyperStore, Google Cloud Storage, MinIO AIStorThree alternatives
Backblaze B2, Cloudflare R2, MinIOFour alternatives
Amazon S3, Google Cloud Storage, MinIO, TigrisGLM 4.7 FlashXAmazon S3TigrisChangedAmazon S3, Azure Blob Storage, Google Cloud Storageagainst: Cloudflare R2IBM Cloud Object Storageagainst: Amazon S3, Azure Blob Storage, Google Cloud Storageno first choiceagainst: Backblaze B2, Dell ObjectScale, Wasabi
Six alternatives
Azure Blob Storage, Ceph, Cloudian HyperScale, Google Cloud Storage, MinIO, Scality RINGFour alternatives
Amazon S3, Cloudflare R2, Impossible Cloud, MinIOEight alternatives
Backblaze B2, Cloudian HyperStore, Dell ObjectScale, IBM Cloud Object Storage, MinIO, NetApp StorageGRID, Oracle Cloud Infrastructure Object Storage, Scality RINGThree alternatives
Backblaze B2, Cloudflare R2, WasabiMiniMax M2.5Amazon S3, Cloudflare R2Cloudflare R2, Oracle Cloud Infrastructure Object StorageChangedAmazon S3no first choiceno first choicenothing named
Three alternatives
Backblaze B2, MinIO, WasabiOne alternative
Cloudian HyperStoreThree alternatives
Azure Blob Storage, Google Cloud Storage, Scality RINGBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
05The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:55 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:22 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:15 | yes | 15 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 11:02 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 12:34 | yes | 30 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:14 | yes | 6 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:12 | yes | 8 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:41 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:56 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:18 | yes | 15 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:48 | yes | 25 | 86 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:35 | no | 0 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:52 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:31 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:46 | yes | 10 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 09:51 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 09:41 | yes | 19 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:12 | yes | 18 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:49 | yes | 10 | 66 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:37 | yes | 13 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:31 | yes | 18 | 137 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:01 | yes | 5 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:46 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:20 | yes | 8 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:27 | yes | 10 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 11:16 | yes | 16 | 9 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 10:14 | yes | 27 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:39 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:10 | yes | 10 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:08 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:11 | no | 0 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:11 | yes | 12 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:07 | yes | 15 | 102 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:42 | yes | 10 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:54 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:58 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:20 | yes | 12 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 09:54 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 10:52 | yes | 35 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:09 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:44 | yes | 20 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:56 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:42 | no | 0 | 52 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:14 | yes | 25 | 61 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:31 | yes | 14 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:47 | no | 0 | 77 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:34 | yes | 3 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:42 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 12:19 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 10:42 | yes | 15 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:53 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:11 | yes | 34 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:34 | yes | 5 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:07 | yes | 25 | 48 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:59 | yes | 25 | 261 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:55 | yes | 14 | 36 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 14:06 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:30 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:21 | yes | 8 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:11 | yes | 18 | 8 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 10:37 | yes | 28 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:01 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:23 | yes | 29 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:13 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:52 | yes | 25 | 100 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:44 | yes | 24 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:58 | yes | 14 | 142 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:47 | yes | 15 | 76 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
Category-scoped readings
AWS read as Amazon S3
Azure read as Azure Blob Storage
Azure Blob read as Azure Blob Storage
Backblaze read as Backblaze B2
DigitalOcean read as DigitalOcean Spaces
GCP read as Google Cloud Storage
Google Cloud read as Google Cloud Storage
Google Cloud Platform (GCS) read as Google Cloud Storage
IBM read as IBM Cloud Object Storage
Linode read as Linode Object Storage
Oracle read as Oracle Cloud Infrastructure Object Storage
Oracle Cloud read as Oracle Cloud Infrastructure Object Storage
Unresolved, counted raw
COS
Cloud Temple Object Storage
Cloudian HyperScale
CoreWeave Object Storage
Crusoe
Cubbit
Dell EMC Elastic Cloud Storage (ECS) & Dell ObjectScale
Dell EMC PowerScale
Hitachi Content Platform
HorizonIQ Object Storage
IONOS CLOUD Object Storage
Markley Group's Object Storage Cloud
Nebius
Pure Storage FlashBlade
Quantum Object Storage Services
Rabata
Rackspace Object Storage
Sia
Spectrum Scale
Discontinued, still offered
No shut-down product was recommended here.