IT AI Index
Index Vendors › Integrate.io · September 2026 Edition
2 categories · Ranked

Integrate.io

63Judge labels
18First choices
6Negative labels
11 of 12Models named it
2Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
28% in ETL for enterprise buyers
Rank 3 of 66 in the mid-market standingaccepted challenger
5 of 12 models made it the first choice on the direct prompt; 8% of its 24 labels there were negative.
By buyer segmentStrongest at enterprise.
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 Integrate.io 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
ETL and ELTData platform15%3 of 668%24accepted challenger
API managementDeveloper platform0%34 of 550%1under 10 labels · led by Kong Gateway at 37%

Movement

This is the first edition on this tier, so no move can be computed for Integrate.io 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 Integrate.io across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash02002
Perplexity Sonar20002
Grok 4.1 Fast10113
Mistral Small11002
DeepSeek V4 Flash02013
Llama 4 Maverick12205
Qwen 3.7 Flash10001
Kimi K211103
GLM 4.7 FlashX11002
MiniMax M2.501102

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
Direct15 labels5
Paraphrase7 labels2
Comparative19 labels3not counted in share
Budget-constrained10 labels8
Scale-constrained7 labels3
Negative5 labelsNone
First choiceAlternativeMentionNegative63 labels in all, every segment counted; 18 of the 21 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.

“the best single ETL/ELT tool is Integrate.io if you want the best balance of low-code usability, predictable pricing, and broad mid-market fit” Perplexity Sonar · ETL · direct prompt · first choice
“Integrate.io | Mid-market teams needing balance of features, ease of use, and predictable costs | Fixed-fee, unlimited usage” Kimi K2 · ETL · scale prompt · first choice
“I'd recommend Integrate.io if you want one platform that covers ingestion, transformation, and reverse ETL” Perplexity Sonar · ETL · paraphrase prompt · first choice
“Choose Integrate.io for best cost predictability—fixed pricing shines for mid-market” Grok 4.1 Fast · ETL · direct 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.

“Integrate.io — Predictable but Pricey ... the flat rate may overcharge you at lower volumes” DeepSeek V4 Flash · ETL · paraphrase prompt · soft negative
“Simpler no-code for smaller mid-sized, but less robust connectors.” Grok 4.1 Fast · ETL · paraphrase prompt · soft negative

Named alongside

The products named in the same answers as Integrate.io, over the 63 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Integrate.io was named but was not.
ProductSame answerTook the first choice insteadHead to head
Hevo Data33 of 634Not in the top three
Matillion29 of 630Not in the top three
dbt27 of 631Not in the top three
Stitch24 of 634Not in the top three
Talend22 of 630Not in the top three
Informatica15 of 631Not in the top three
AWS Glue14 of 630Not in the top three
Skyvia14 of 630Not 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 Integrate.io. 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 58 of the 63 answers that named Integrate.io and are not a share of its labels.

Domains cited

integrate.ioYour site55
hevodata.com36
fivetran.com23
sqream.com22
datacamp.com20
skyvia.com19
g2.com17
dataquest.io16
stacksync.com16
estuary.dev14

183 of the 238 domain citations in answers naming Integrate.io came from somebody else's page.

Pages cited

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 Integrate.io'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 Integrate.io, 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 integrate.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.

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