IT AI Index
Index Vendors › DigitalOcean Managed Databases · September 2026 Edition
DigitalOcean · 1 category · Ranked

DigitalOcean Managed Databases

53Judge labels
13First choices
7Negative labels
12 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
17% in Managed databases for small business buyers
Rank 4 of 73 in the mid-market standingaccepted challenger
0 of 12 models made it the first choice on the direct prompt; 11% of its 19 labels there were negative.
By buyer segmentStrongest at small business.
In managed databases · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named DigitalOcean Managed Databases for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Managed relational databasesData platform8%4 of 7311%19accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for DigitalOcean Managed Databases yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated DigitalOcean Managed Databases across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500101
GPT-5.4 mini10001
Gemini 3.5 Flash02002
Perplexity Sonar01012
Grok 4.1 Fast12104
Mistral Small01102
DeepSeek V4 Flash10001
Llama 4 Maverick01001
Qwen 3.7 Flash02002
Kimi K200000
GLM 4.7 FlashX01012
MiniMax M2.510001

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct5 labels1
Paraphrase7 labels2
Comparative7 labels1not counted in share
Budget-constrained18 labels9
Scale-constrained8 labels1
Negative8 labels3not counted in share
First choiceAlternativeMentionNegative53 labels in all, every segment counted; 13 of the 17 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“DigitalOcean Managed Databases stands out as one of the best options for a fully managed relational database service” Grok 4.1 Fast · Managed databases · budget prompt · first choice
“the best value is typically DigitalOcean, Linode, or Vultr Managed Databases (~$15/mo)” DeepSeek V4 Flash · Managed databases · budget prompt · first choice
“Need the cheapest simple setup: often DigitalOcean Managed PostgreSQL is attractive” GPT-5.4 mini · Managed databases · budget prompt · first choice
“First Choice: DigitalOcean Managed Databases at $15/month” MiniMax M2.5 · Managed databases · budget prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“usually better fits for smaller teams or product-led startups than a typical B2B ops environment” Perplexity Sonar · Managed databases · paraphrase prompt · soft negative
“Limited HA beyond basic multi\u2011AZ” GLM 4.7 FlashX · Managed databases · direct prompt · soft negative

Named alongside

The products named in the same answers as DigitalOcean Managed Databases, over the 53 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DigitalOcean Managed Databases was named but was not.
ProductSame answerTook the first choice insteadHead to head
Amazon RDS43 of 539Not in the top three
Google Cloud SQL40 of 534Not in the top three
Azure SQL Database32 of 530Not in the top three
Supabase29 of 536Not in the top three
Neon29 of 535Not in the top three
PlanetScale23 of 531Not in the top three
Linode Managed Databases19 of 530Not in the top three
Amazon Aurora14 of 532Not in the top three
Vultr11 of 530Not in the top three
Render Postgres10 of 530Not in the top three
A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named DigitalOcean Managed Databases. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 36 of the 53 answers that named DigitalOcean Managed Databases and are not a share of its labels.

Domains cited

toolradar.com23
digitalocean.comYour site21
cloudexpat.com18
cloudpricecheck.com18
northflank.com18
g2.com17
aws.amazon.com16
tech-insider.org16
auxiliar.ai11
estuary.dev10

147 of the 168 domain citations in answers naming DigitalOcean Managed Databases came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as DigitalOcean Managed Databases

What the judge wrote, as written, with how often. The vendor table decides that these count as DigitalOcean Managed Databases; a claim can dispute any of them.
DigitalOcean 7DigitalOcean DB 1DigitalOcean Managed PostgreSQL 1
Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when DigitalOcean Managed Databases's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as DigitalOcean Managed Databases, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at digitalocean.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.

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