IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Cloud and infrastructure September 2026 Edition

Backup and disaster recovery

Asked as “backup and disaster recovery solution”, and as “data backup and recovery service”, on behalf of a mid-market B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
18% of first choices, contested.

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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Veeam18%9%23accepted challenger
02Veeam Data Platform15%0%13accepted challenger
03Acronis Cyber Protect12%8%24accepted challenger
04IDrive Business12%21%14accepted challenger
05Datto SIRIS10%10%10accepted challenger
06Druva2%0%11accepted challenger
07Acronis2%15%13accepted challenger
08Datto2%18%11accepted challenger
Show the five products at 0%, ordered by negative rate
13Azure Site Recovery0%18%11accepted challenger
12Zerto0%9%11accepted challenger
10Commvault0%9%23accepted challenger
11Cohesity0%6%16accepted challenger
09Rubrik0%5%21accepted challenger
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
11
12
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Veeam18%
02Veeam Data Platform15%
03Acronis Cyber Protect12%
04IDrive Business12%
05Datto SIRIS10%
06Druva2%
07Acronis2%
08Datto2%
09Rubrik0%
10Commvault0%
11Cohesity0%
12Zerto0%
13Azure Site Recovery0%

02What they warned about

One 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, DeepSeek V4 Flash, Llama 4 Maverick, 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.
IDrive Business
21%
3 of 14 labels negative · 3 of 12 models · 1 hard negative
“consumer-grade like IDrive (lacks B2B depth)” Grok 4.1 Fast, paraphrase prompt
Dropbox
100%
2 of 2 labels negative · 2 of 12 models · 2 hard negative
“You should avoid using **pure cloud sync** (like Dropbox, Google Drive, OneDrive, or iCloud) as your *sole* disaster recovery solution.” Qwen 3.7 Flash, negative prompt
Google Drive
67%
2 of 3 labels negative · 2 of 12 models · 2 hard negative
“avoid using **pure cloud sync** (like Dropbox, Google Drive, OneDrive, or iCloud) as your *sole* disaster recovery solution” Qwen 3.7 Flash, negative prompt
Spanning
67%
2 of 3 labels negative · 2 of 12 models · 2 hard negative
“Multiple Reddit sysadmin reports advise steering clear of these for M365 backup specifically” Kimi K2, 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

61 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 883 links across 276 sites, every framing counted. Ranked by the number of answers carrying the site or page.

36 answers · 73 citations · 10 models
vendor site · Expert Insights35 answers · 48 citations · 10 models
vendor site · Eon19 answers · 27 citations · 9 models
vendor site · Axcient19 answers · 20 citations · 8 models
vendor site · NinjaOne16 answers · 18 citations · 8 models
vendor site · Veeam15 answers · 21 citations · 7 models
14 answers · 20 citations · 8 models
13 answers · 14 citations · 9 models
12 answers · 26 citations · 6 models
11 answers · 11 citations · 9 models
10 answers · 12 citations · 7 models
9 answers · 11 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.

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 backup and disaster recovery solution for a mid-market B2B company?”Paraphrase“Which data backup and recovery service would you recommend to a mid-sized B2B company?”Comparative“What are the top backup and disaster recovery solutions and how do they differ?”Budget-constrained“What is the best backup and disaster recovery solution for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a backup and disaster recovery solution. What should we look at?”Negative“Which backup and disaster recovery solutions should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldAcronis Advanced Disaster Recovery, Arcserve UDP
Five alternativesAWS Elastic Disaster Recovery, Azure Site Recovery, Google Cloud Backup and DR, Veeam Backup & Replication, Zerto
no first choiceno first choiceagainst: Azure Site Recovery, Veeam
GPT-5.4 miniVeeam
Four alternativesAzure Backup, Azure Site Recovery, Cohesity, Rubrik
Veeam Data PlatformChanged
Five alternativesAcronis Cyber Protect, Cohesity, Datto SaaS Protection, Dropsuite, Rubrik
no first choice
Six alternativesAWS Backup, AWS Elastic Disaster Recovery, Azure backup and DR services, Commvault, Druva, Veeam
no first choiceno first choicenothing named
Gemini 3.5 FlashVeeam Data Platform
Four alternativesAcronis Cyber Protect, Axcient, Druva Data Security Cloud, Rubrik Security Cloud
Druva Resilience CloudChanged
Three alternativesAcronis Cyber Protect, Commvault, Veeam Data Platform
Veeam
Five alternativesCohesity, Commvault, Druva, Rubrik, Zerto
Synology Active Backup for Business
Five alternativesBDRSuite, Backblaze B2, MSP360, Veeam Backup & Replication, Wasabi
against: Amazon S3, Cohesity, Datto, Google Cloud, Microsoft Azure
Druva
Four alternativesCohesity, HYCU, Rubrik, Veeam
against: Arcserve / StorageCraft, Datto, Dropbox, Google Drive, Microsoft OneDrive, QNAP, Spanning, Synology, Unitrends, Veritas Backup Exec
Perplexity SonarAcronis, Veeam
Two alternativesDatto SIRIS/ALTO, Druva
Cove Data ProtectionChanged
Two alternativesArcserve, Commvault
Veeam
Nine alternativesAWS Backup, AWS Elastic Disaster Recovery, Acronis, Azure Site Recovery, Commvault, Datto, Druva, Rubrik, Zerto
Acronis Cyber Protect, IDrive Business
One alternativeVeeam
against: Backblaze
no first choicenothing named
Grok 4.1 FastAcronis Cyber Protect
Two alternativesArcserve Unified Data Protection, Veeam Data Platform
Veeam Data PlatformChanged
Three alternativesAcronis Cyber Protect, Cohesity, Rubrik
against: Commvault, IDrive Business
Veeam
Eight alternativesAcronis Cyber Protect, Cohesity, Commvault, Datto SIRIS, Dell Technologies, NAKIVO Backup & Replication, Rubrik, Veritas
IDrive Business
Four alternativesBackblaze B2, BackupAssist, Synology NAS, Veeam Backup & Replication Community Edition
against: Acronis Cyber Protect, Bacula
Veeam
Four alternativesAcronis, Arcserve UDP, Druva, Rubrik
against: Acronis, Paragon Backup & Recovery, Veeam Backup & Replication
Mistral SmallAcronis Cyber Protect, Datto SIRIS
One alternativeArcserve UDP
ArcserveChanged
Two alternativesDatto SIRIS, Quorum
Veeam Data Platform 12.2
Three alternativesHYCU R-Cloud, Veritas Alta Data Protection 10.4, Zerto
CrashPlan
Two alternativesIDrive Business, NAKIVO Backup & Replication
no first choicenothing named
DeepSeek V4 FlashDatto SIRIS, Veeam
One alternativeAcronis Cyber Protect
Veeam Data PlatformChanged
Four alternativesAcronis Cyber Protect, Axcient, Cove Data Protection, Datto SIRIS
Veeam
Six alternativesAcronis, Cohesity, Commvault, Datto, Rubrik, Zerto
IDrive Business
Two alternativesQNAP, Synology
against: Acronis Cyber Protect
no first choiceagainst: Backblaze, Carbonite, CrashPlan, Datto BCDR, Duplicati, IDrive Business, Veritas
Llama 4 MaverickAcronis Cyber Protect, Arcserve UDP, Veeamno first choiceChangedno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashVeeam Backup & Replication
Three alternativesArcserve UDP, Datto, Unitrends
Veeam Data PlatformChanged
Three alternativesAcronis Cyber Protect, Backblaze Business Backup, Datto BCDR
Veeam Data Platform
Three alternativesCommvault, Datto, Rubrik
BackupAssist
Three alternativesAcronis Cyber Protect, IDrive Business, Synology DiskStation
no first choiceagainst: Dell, IBMagainst: Carbonite Personal, Dropbox, Google Drive, IDrive Business, Microsoft OneDrive, iCloud
Kimi K2Datto SIRIS
Three alternativesAcronis Cyber Protect, Rubrik, Veeam Data Platform
Datto SIRIS, Veeam Data PlatformChanged
One alternativeDruva Data Security Cloud
Veeam Data Platform
Three alternativesCohesity DataProtect, Commvault, Rubrik Security Cloud
Veeam Community Edition
Five alternativesAcronis Cyber Protect, Backblaze B2, Cove Data Protection, IDrive Business, Wasabi
against: Amazon S3, Datto SIRIS
no first choiceagainst: Acronis, Commvault, Kaseya, Spanning, Veeam, Veritas
GLM 4.7 FlashXVeeam Backup & Replication
Three alternativesAcronis Advanced Disaster Recovery, Arcserve Unified Data Protection, Datto
against: Cohesity Data Cloud, Rubrik, Veritas NetBackup, Zerto
Acronis Cyber ProtectChanged
Four alternativesBDRShield, Backblaze Business Backup, IDrive Business, NAKIVO Backup & Replication
no first choiceagainst: Carbonite RecoverIDrive Business
Four alternativesAcronis Cyber Protect, Backblaze, IONOS Cloud Backup, SimpleBackups
no first choiceagainst: AWS Elastic Disaster Recovery, Azure Site Recovery
MiniMax M2.5Veeam
Two alternativesArcserve Unified Data Protection, Cohesity
Datto, VeeamChangedVeeam Data Platform
Five alternativesCohesity DataProtect, Commvault, HYCU R-Cloud, Rubrik Security Cloud, Veritas Alta Data Protection
IDrive Business
Three alternativesBackblaze, MSP360, Synology/QNAP NAS
no first choicenothing named
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:22no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:02no07 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:20yes1221 s
Direct recommendationPerplexity Sonarsonar2026-09-17 10:09yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:54yes3217 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 13:56yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:12yes2024 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:47yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:45yes1048 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:21yes1736 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:53yes15116 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:27yes1044 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:33no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:12no03 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:15yes1825 s
ParaphrasePerplexity Sonarsonar2026-09-17 10:11yes204 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:10yes3917 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 12:27yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:02yes1918 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:32yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:09yes1026 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 14:11yes1524 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:51yes1562 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:11yes523 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:58yes1510 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:52yes99 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:43yes1427 s
ComparativePerplexity Sonarsonar2026-09-17 09:50yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:32yes3022 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 11:06yes99 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:34yes2021 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:19yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:24yes2577 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:45yes1443 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:58yes19300 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:23yes2540 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:47no06 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:35no04 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:48yes1830 s
Budget constrainedPerplexity Sonarsonar2026-09-17 12:09yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:14yes3417 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 11:49yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:18yes914 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:11yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:37yes538 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:08yes968 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:19yes1443 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:08yes521 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:17no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:55no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:01yes1126 s
Scale constrainedPerplexity Sonarsonar2026-09-17 12:19yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:42yes1511 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 12:24no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:39yes2930 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:02yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:01no038 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:40yes1020 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:31yes1542 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:59yes569 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:48yes2816 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:20no08 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:43yes2329 s
Negative framingPerplexity Sonarsonar2026-09-17 11:32yes209 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:33yes4118 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 11:39yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:41yes3027 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:55yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:52yes2063 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:53yes2556 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:45yes28126 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:36yes1827 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
AWS Backup & AWS Disaster Recovery
AWS Backup/DR
Arcserve / StorageCraft (ShadowProtect)
Arcserve Continuous Availability
Azure backup and DR services
BDRShield
Backup and DR Service
Carbonite Personal
Carbonite Recover
Centre Technologies' BDRaaS
Datto Endpoint Backup with Disaster Recovery
Datto SIRIS/ALTO
Datto SaaS Protection
Dell EMC PowerProtect
Druva Resilience Cloud
Druva Security Cloud
GDS Technology – Managed Backup & Recovery for SMBs / Mid-Market
Google Cloud Backup & DR
Google Cloud Backup and DR
IONOS Cloud Backup
Microsoft 365 Native Backup
Microsoft Azure Backup & Site Recovery
Microsoft Azure Backup/Arc
Paragon Backup & Recovery
Proxmox
Quest Enterprise Backup and Disaster Recovery
Rubrik Cyber Resilience Platform
SimpleBackups
SpiderOak One
Synology DiskStation
Synology/QNAP NAS
Talix
TrnDigital
Veeam Data Platform 12.2
Veritas Alta Data Protection 10.4
Windows Backup
iCloud
native Microsoft solutions
Discontinued, still offered
No shut-down product was recommended here.
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