Workflow automation and iPaaS · November 2026 Edition
Make vs Celigo
One of fourteen models named Make first on the direct prompt; zero named Celigo. Make was named by fourteen of the fourteen models and Celigo by thirteen and Make carries 63 labels and Celigo 21, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category this edition.
First-choice share24%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 11; printed, not drawn.
Labels6321A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Make reading right to left. Rank and label count are printed, not drawn.Workato was named alongside these two in fourteen of the fourteen direct answers. Workato vs Make · Workato vs Celigo · Make vs Zapier
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 fourteen models made each the first choice, per way of asking, and how many argued against it.
MakeFirst choices, of fourteen modelsCeligo
Direct101 against Make
Paraphrase05
Comparative20
Budget-constrained120
Scale-constrained00
Negative1011 against Make · 1 against Celigo
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Make and Celigo stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | | | |
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | | |
Make Celigo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Make on the left and Celigo on the right.The direct prompt
The plain question, one answer per model, grouped by where Make and Celigo stood in it.
Make first, Celigo not the choice
1 of 14 modelsCeligo was named in the answer but not as the choice, or not at all.MiniMax M2.5Make, Zapier alternatives: SnapLogic, Workato
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashWorkato alternatives: Celigo, Make, n8n
Perplexity SonarWorkato alternatives: Boomi Enterprise Platform, Celigo, Cleo Integration Cloud, Jitterbit Harmony, Microsoft Power Automate
Grok 4.20Workato alternatives: Boomi Enterprise Platform, Make, Microsoft Power Automate, Tray.ai, Zapier
DeepSeek V4 FlashWorkato alternatives: Celigo, Make, Tray.ai, Zapier, n8n
Llama 4 MaverickWorkato alternatives: Boomi Enterprise Platform, Celigo, Kye, Make, ServiceNow Flow Designer, SnapLogic, Zapier
Qwen 3.7 FlashWorkato alternatives: Make, Microsoft Power Automate, Tray.ai, Zapier
Kimi K2Zapier alternatives: HubSpot Operations Hub, Make, Tray.ai, Workato
GLM 4.7 FlashXWorkato alternatives: Boomi Enterprise Platform, Make, Microsoft Power Automate, Zapier
GPT-6 LunaWorkato alternatives: Celigo, Microsoft Power Automate, Zapier
Muse Glimmer 30BWorkato alternatives: Boomi Enterprise Platform, Celigo, Make, Zapier
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5HubSpot Marketing Hub alternatives: Boomi Enterprise Platform, Workato, Zapier
GPT-5.4 miniWorkato alternatives: Boomi Enterprise Platform, Zapier
Mistral SmallWorkato alternatives: Boomi Enterprise Platform, HubSpot Marketing Hub, Microsoft Power Automate, Zapier
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
Mid-marketThe figures above
Enterprise
What the models said about Make
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“tools not suitable for enterprise-scale automation due to their consumer/SMB focus” Mistral Small · negative prompt · hard negative
“Make (formerly Integromat) stands out as the best overall workflow automation and integration platform for a company with a limited budget” Grok 4.20 · budget prompt · first choice
“Make (formerly Integromat) is generally considered the best overall balance of price and power for most small businesses.” Qwen 3.7 Flash · budget prompt · first choice
“Zapier or Make are the strongest starting points due to their balance of usability, integration breadth, and scalability” MiniMax M2.5 · direct prompt · first choice
What the models said about Celigo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Enterprise integration iPaaS (Celigo, Boomi, MuleSoft) | OAuth flows that don't enforce per-app scopes or isolation can enable COAT/CORF.” GLM 4.7 FlashX · negative prompt · soft negative
“First choice: Celigo (Integrator.io) if you want a cost-effective, mid-market iPaaS with strong ERP/CRM connectors” GLM 4.7 FlashX · paraphrase prompt · first choice
“1. Celigo - Best for mid-sized companies wanting predictable pricing and faster setup with a flat-rate model” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd recommend Celigo as the starting point” Kimi K2 · 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.