Backup and disaster recovery: what fourteen AI models recommend, and why, November 2026
Fourteen AI models were asked for backup and disaster recovery solution six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 130 products. Five of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top five in the order the mid-market standing puts them, with what the models said for and against each, in their words. Veeam Data Platform leads at 40% of first choices, and the standing is contested.
At a glance
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  Veeam Data Platform | 40% | 4% | 54 | Mid-market, Enterprise | endorsed leader |
| 2 |  Acronis Cyber Protect | 11% | 5% | 40 | Small business | accepted challenger |
| 3 |  Druva Data Security Cloud | 4% | 4% | 28 | none | accepted challenger |
| 4 |  NAKIVO Backup & Replication | 4% | 15% | 13 | none | accepted challenger |
| 5 |  Rubrik Security Cloud | 2% | 0% | 38 | none | accepted challenger |
The full standing, every product with 10 labels or more, is on the category page, with the products at zero and the ones warned against.
How a product gets on this list
The judge reads every answer
A product is on the record because a model named it in an answer and the judge labeled the naming: first choice, alternative, mention, caution or warning, each with the sentence it came from. 130 products were named for backup and disaster recovery solution this edition.
10 labels and a first choice
A product is ranked once it carries 10 labels in a segment and at least one first choice there. Below that it is named but not ranked, and it says so on its page. The vendor table that folds spellings into products is versioned; this page was scored under v2026-11.3.
The noise floor
The same categories are asked again with nothing changed to measure how much an answer moves on its own. A change in share smaller than the floor is not reported as a change. The repeat, model by model.
The six questions
| Framing | The question |
|---|---|
| Direct | 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? |
1. Veeam Data Platform
Veeam Data Platform is #1 of 5 for the mid-market buyer at 40% of first choices, from 54 labels by 14 of 14 models; 4% of those labels were cautions or warnings. Eleven of fourteen models named it first on the direct question. It led the direct, paraphrase, comparative, scale-constrained, negative framings. By buyer: small business #3 of 8 at 11%; mid-market #1 of 5 at 40%; enterprise #1 of 5 at 38%.
What the models said for it
“Currently the most widely deployed backup tool in the market by installed base... Choose Veeam if you are a traditional IT shop protecting virtual machines and want the easiest management” Qwen 3.7 Flash · comparative prompt · first choice
“I'd shortlist Veeam Data Platform Essentials plus cloud object storage. Veeam currently lists Essentials at $95 per license per year” GPT-6 Luna · budget prompt · first choice
And against it
“snapshot loops and VMware issues with Veeam in large shops” Muse Glimmer 30B · negative prompt · soft negative
“If you can't commit to immediate patching, avoid it.” Kimi K2 · negative prompt · soft negative
2. Acronis Cyber Protect
Acronis Cyber Protect is #2 of 5 for the mid-market buyer at 11% of first choices, from 40 labels by 13 of 14 models; 5% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. By buyer: small business #1 of 8 at 30%; mid-market #2 of 5 at 11%; enterprise unranked.
What the models said for it
“Acronis Cyber Protect and Veeam Data Platform are top-tier choices due to their robust features and flexibility” Mistral Small · paraphrase prompt · first choice
“1. Acronis Cyber Protect ... making it best for small and midsize businesses and managed service providers.” Claude Haiku 4.5 · paraphrase prompt · first choice
And against it
“r/msp discussions about bad backup provider experiences frequently raise Acronis, particularly around changes in feature packaging” Muse Glimmer 30B · negative prompt · soft negative
“Verdict: ⚠️ Proceed with caution.” DeepSeek V4 Flash · negative prompt · soft negative
3. Druva Data Security Cloud
Druva Data Security Cloud is #3 of 5 for the mid-market buyer at 4% of first choices, from 28 labels by 13 of 14 models; 4% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #3 of 5 at 4%; enterprise #5 of 5 at 5%.
What the models said for it
“My default recommendation would be Druva Resilience Cloud for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
“my default recommendation would be Druva Data Security Cloud” GPT-5.4 mini · paraphrase prompt · first choice
And against it
“For more cloud-first or enterprise-like needs, but they edge toward the higher end of mid-market.” Grok 4.20 · direct prompt · soft negative
4. NAKIVO Backup & Replication
NAKIVO Backup & Replication is #4 of 5 for the mid-market buyer at 4% of first choices, from 13 labels by 10 of 14 models; 15% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #6 of 8 at 6%; mid-market #4 of 5 at 4%; enterprise unranked.
2 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
“Small business with a few servers/VMs on a tight budget: NAKIVO Backup & Replication one-time $99 license” Muse Glimmer 30B · budget prompt · first choice
“Top Overall Budget Pick: NAKIVO Backup & Replication” DeepSeek V4 Flash · budget prompt · first choice
And against it
“NAKIVO deserves more skepticism due to its slow vulnerability disclosure.” Kimi K2 · negative prompt · hard negative
“NAKIVO has been the most effective product for the author so far but with a steep learning curve” Muse Glimmer 30B · negative prompt · soft negative
5. Rubrik Security Cloud
Rubrik Security Cloud is #5 of 5 for the mid-market buyer at 2% of first choices, from 38 labels by 14 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #5 of 5 at 2%; enterprise #2 of 5 at 22%.
What the models said for it
“Rubrik if ransomware resilience and a security-led approach is your top priority” DeepSeek V4 Flash · scale prompt · first choice
“For SMBs/Hybrid: Start with Veeam or Rubrik.” Grok 4.20 · comparative prompt · first choice
And against it
No negative label in this category carried a quote.
Where the models split
By framing, mid-market buyer
| Framing | Named first most often | Then |
|---|---|---|
| Direct | Veeam Data Platform 11 of 14 models | Veeam Backup & Replication (2), Acronis Cyber Protect (1), Arcserve UDP (1) |
| Paraphrase | Veeam Data Platform 7 of 14 models | Acronis Cyber Protect (5), Druva Data Security Cloud (2), Veeam Backup & Replication (1) |
| Comparative | Veeam Data Platform 7 of 14 models | Veeam Backup & Replication (2), Rubrik Security Cloud (1) |
| Budget-constrained |  Backblaze 2 of 14 models | IDrive Business (2), NAKIVO Backup & Replication (2), Veeam Community Edition (2) |
| Scale-constrained | Veeam Data Platform 3 of 14 models | Rubrik Security Cloud (1) |
| Negative | Veeam Data Platform 2 of 14 models |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Acronis Cyber Protect 30% | IDrive Business, Veeam Data Platform, Datto SIRIS |
| Mid-market | Veeam Data Platform 40% | Acronis Cyber Protect, Druva Data Security Cloud, NAKIVO Backup & Replication |
| Enterprise | Veeam Data Platform 38% | Rubrik Security Cloud, Commvault Complete Data Protection, Cohesity DataProtect |
Questions the record answers
Which backup and disaster recovery solution do AI models name first most often?
Veeam Data Platform, in 40% of first choices for a mid-market B2B company in the November 2026 Edition, from 54 labels. The standing is contested: the models did not settle on one product.
Does the answer change with the size of the company?
Small business: Acronis Cyber Protect at 30%. Mid-market: Veeam Data Platform at 40%. Enterprise: Veeam Data Platform at 38%. Each standing is computed within its segment and never pooled.
Which framing changes the answer?
The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct Veeam Data Platform; paraphrase Veeam Data Platform; comparative Veeam Data Platform; budget-constrained Backblaze; scale-constrained Veeam Data Platform; negative Veeam Data Platform. The table above has the counts.
How stable is one answer?
The repeat measurement is published with the next edition.
Where do the answers come from?
Fourteen of the fourteen models return sources. Their 69 answers here cite 789 pages; the sites cited most are veeam.com, byteplus.com, solutionsreview.com. The category page lists them all.
Can a vendor pay to be on this list?
No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.
The rest of the record on backup and disaster recovery
The page is published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.