IT AI Index

Index › Vendors › Rivery · September 2026 Edition

1 category · Named, not ranked

Rivery

12Judge labels

1First choices

0Negative labels

6 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

7 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Rivery was named 7 times in ETL, where Airbyte led with 32%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business32 of 56

under the label threshold

Mid-market8 of 66

under the label threshold

Enterprise29 of 67

under the label threshold

In etl · 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 Rivery 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
ETL and ELT	Data platform	2%	8 of 66	0%	7	under 10 labels · led by Airbyte at 32%

Movement

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

Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	1	0	1
Gemini 3.5 Flash	0	1	0	1
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	0	0	0	0
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	1	1
Llama 4 Maverick	1	0	1	2
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	1	0	1
MiniMax M2.5	0	0	1	1

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

Direct2 labelsNone

Paraphrase5 labels1

Comparative2 labelsNone

Budget-constrained0 labelsNone

Scale-constrained2 labelsNone

Negative1 labelNone

First choiceAlternativeMentionNegative12 labels in all, every segment counted; 1 of the 1 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.

“1. Rivery - a cloud-based ELT tool that allows for easy data integration and pipeline management.” Llama 4 Maverick · ETL · paraphrase prompt · first choice

“Rivery: A highly capable SaaS ELT tool that includes Python orchestration, making it more flexible than Fivetran” Gemini 3.5 Flash · ETL · scale prompt · alternative

“Cloud-native ELT: Snowflake/BigQuery native features, Matillion, Rivery” GLM 4.7 FlashX · ETL · negative prompt · alternative

“If you want an all-in-one cloud-native option - Rivery” GPT-5.4 mini · ETL · paraphrase prompt · alternative

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.

No model argued against it.

Named alongside

The products named in the same answers as Rivery, over the 12 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rivery was named but was not.

ProductSame answerTook the first choice insteadHead to head

Fivetran10 of 126Not in the top three

Airbyte10 of 121Not in the top three

Apache Airflow7 of 121Not in the top three

Matillion7 of 120Not in the top three

Stitch6 of 121Not in the top three

Hevo Data6 of 120Not in the top three

Integrate.io6 of 120Not in the top three

dbt6 of 120Not in the top three

Dagster4 of 120Not in the top three

Skyvia4 of 120Not 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 Rivery. 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 9 of the 12 answers that named Rivery and are not a share of its labels.

Domains cited

integrate.io8

estuary.dev6

datacamp.com4

rivery.ioYour site3

skyvia.com3

dataquest.io2

fastero.com2

fivetran.com2

reddit.com2

solutionsreview.com2

Thirty-one of the thirty-four domain citations in answers naming Rivery came from somebody else's page.

Pages cited

datacamp.com/blog/a-list-of-the-16-best-etl-tools-and-why-to-choose-them4

integrate.io/blog/top-7-etl-tools4

rivery.io/3

dataquest.io/blog/etl-tools-practical-guide-with-examples2

estuary.dev/blog/data-pipeline-tools2

estuary.dev/blog/etl-tools-list2

fastero.com/alternatives/best-etl-tools2

integrate.io/blog/best-ai-etl-tools-for-mid-market-teams2

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 Rivery'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 Rivery, 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 rivery.io 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.