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Workflow automation and iPaaS · September 2026 Edition

Celigo vs Boomi

One of twelve models named Celigo first on the direct prompt; two named Boomi. Celigo was named by eleven of the twelve models and Boomi by twelve and Celigo carries 18 labels and Boomi 26, so the shares are not directly comparable.

Celigo

accepted challenger

Named in one category this edition.

Boomi

accepted challenger

By Dell Boomi, Chesterbrook. Named in two categories this edition.

First-choice share12%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 12; printed, not drawn.
Labels1826A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Celigo reading right to left. Rank and label count are printed, not drawn.Workato was named alongside these two in ten of the twelve direct answers. Workato vs Celigo · Workato vs Boomi · Make vs Celigo

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the workflow automation and ipaas page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
CeligoFirst choices, of twelve modelsBoomi
Direct12
Paraphrase511 against Boomi
Comparative00
Budget-constrained00
Scale-constrained001 against Boomi
Negative001 against Boomi
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Across every category in the September 2026 Edition, Celigo and Boomi were named in the same answer twenty-four times, of the 34 answers naming Celigo and the 79 naming Boomi. In those answers Boomi took the first choice one time and Celigo eight.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Celigo and Boomi stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
Celigo Boomi first choice named as an alternative argued againstblank: not namedEach cell is one answer, Celigo on the left and Boomi on the right.

The direct prompt

The plain question, one answer per model, grouped by where Celigo and Boomi stood in it.

Celigo first, Boomi an alternative

1 of 12 modelsBoomi was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashCeligo, Workato alternatives: Boomi, Jitterbit, Tray.ai

Boomi first, Celigo not the choice

2 of 12 modelsCeligo was named in the answer but not as the choice, or not at all.
Llama 4 MaverickBoomi, SnapLogic, Workato
MiniMax M2.5Boomi, SnapLogic alternatives: Make, Microsoft Power Automate

Neither was the first choice, one was named

3 of 12 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniWorkato alternatives: Boomi, MuleSoft
Gemini 3.5 FlashWorkato alternatives: Celigo, Make, Tray.ai
Grok 4.1 FastWorkato alternatives: Boomi, Celigo, Make, Tray.ai

Neither was named

6 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Workato alternatives: Kissflow, Make, Microsoft Power Automate, Zapier
Perplexity SonarWorkato alternatives: HubSpot Operations Hub, Make, n8n
Mistral SmallWorkato alternatives: Jitterbit Harmony, Tray.ai
Qwen 3.7 FlashMake alternatives: Tray.ai, Workato
Kimi K2Make, n8n alternatives: Workato, Zapier
GLM 4.7 FlashXMake alternatives: n8n

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Celigo leads by two points.
Celigo2%#– of 8
Boomi0%#8 of 8
The full small business standing →
Mid-marketThe figures above
Celigo leads by six points.
Celigo12%#4 of 12
Boomi6%#5 of 12
The full mid-market standing →
Enterprise
The order flips: Boomi leads at enterprise.
Boomi10%#4 of 11
Celigo4%#– of 11
The full enterprise standing →

What the models said about Celigo

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Best Overall Balance: Celigo ... strikes a perfect middle ground between ease of use and power.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Choose Celigo if you want faster time-to-value and lower operational overhead” DeepSeek V4 Flash · direct prompt · first choice
“Celigo: Best Overall for ERP-Centric & B2B E-Commerce Operations” Gemini 3.5 Flash · paraphrase prompt · first choice

What the models said about Boomi

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“powerful, but often overkill for smaller teams, and pricing/implementation complexity can be a major caution” Perplexity Sonar · negative prompt · soft negative
“Only if you have complex integration environments... (higher cost and complexity)” Mistral Small · paraphrase prompt · soft negative
“Expensive at scale; complex administration” Kimi K2 · scale prompt · soft negative
“The best workflow automation and integration platform for a mid-market B2B company is Workato, SnapLogic, or Boomi.” Llama 4 Maverick · direct prompt · first choice
“I'd suggest evaluating Boomi or SnapLogic if you need enterprise-grade depth with unified governance” MiniMax M2.5 · direct prompt · first choice
“my default recommendation would be Boomi or Workato, with a slight lean toward Boomi” GPT-5.4 mini · paraphrase prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.