IT AI Index

Index › Vendors › DoiT Cloud Intelligence · September 2026 Edition

1 category · Named, not ranked

DoiT Cloud Intelligence

2Judge labels

0First choices

2Negative labels

2 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.

Standing

1 label, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. DoiT Cloud Intelligence was named 1 time in FinOps, where Vantage led with 54%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business67 of 78

under the label threshold

Mid-market69 of 79

under the label threshold

Enterprisenot named

No model named it for this buyer.

In finops · 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 DoiT Cloud Intelligence 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Cloud cost management	Cloud and infrastructure	0%	69 of 79	100%	1	under 10 labels · led by Vantage at 54%

Movement

This is the first edition on this tier, so no move can be computed for DoiT Cloud Intelligence 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 DoiT Cloud Intelligence across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	Negative	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
Perplexity Sonar	0	0
Grok 4.1 Fast	0	0
Mistral Small	0	0
DeepSeek V4 Flash	1	1
Llama 4 Maverick	0	0
Qwen 3.7 Flash	0	0
Kimi K2	0	0
GLM 4.7 FlashX	0	0
MiniMax M2.5	0	0

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

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative0 labelsNone

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative2 labels in all, every segment counted; 0 of the 0 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.

No positive label carried a quote.

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.

“DoiT \u2013 support costs and complexity issues for smaller teams.” DeepSeek V4 Flash · FinOps · negative prompt · soft negative

Named alongside

The products named in the same answers as DoiT Cloud Intelligence, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DoiT Cloud Intelligence was named but was not.

ProductSame answerTook the first choice insteadHead to head

AWS Cost Explorer2 of 21Not in the top three

CAST AI2 of 20Not in the top three

IBM Apptio Cloudability2 of 20Not in the top three

Kubecost2 of 20Not in the top three

VMware Tanzu CloudHealth2 of 20Not in the top three

CloudZero1 of 21Not in the top three

AWS Budgets1 of 20Not in the top three

Archera1 of 20Not in the top three

Azure Advisor1 of 20Not in the top three

Flexera One1 of 20Not 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 DoiT Cloud Intelligence. 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 2 of the 2 answers that named DoiT Cloud Intelligence and are not a share of its labels.

Domains cited

cloudaware.com2

cloudzero.com2

g2.com2

nops.io2

openmetal.io2

reddit.com2

amalgaminsights.com1

bminfotrade.com1

businessinsider.com1

cloudcapital.co1

Sixteen of the sixteen domain citations in answers naming DoiT Cloud Intelligence came from somebody else's page.

Pages cited

cloudaware.com/blog/cloud-cost-management-tools2

g2.com/categories/cloud-cost-management2

g2.com/products/doit-cloud-intelligence/reviews2

nops.io/blog/cloud-cost-management-software-tools2

openmetal.io/resources/blog/the-hidden-costs-of-cloud-services2

reddit.com/r/AZURE/comments/1l2bsip/cloud_cost_optimization_platforms_that_dont_suck2

amalgaminsights.com/2023/061

amalgaminsights.com/2023/06/30/ibm-plans-to-acquire-it-financial-management-leader-apptio-1

Pages are listed as the models cited them.

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 DoiT Cloud Intelligence'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 DoiT Cloud Intelligence, 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 doit.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.