Home / AI Visibility Index / Best Workflow Automation / iPaaS
AI Visibility IndexBest Workflow Automation / iPaaS (2026)
Independent ranking for the data week of 3 November 2026. About 15 companies. Composite scores use listicle consensus at 60% and review standing at 40%. AI-answer presence is omitted in v1. Refreshed monthly.
What this board measures
Workflow and iPaaS lists mix SMB automation canvases with enterprise integration platforms. Zapier, n8n, and Make are the names general roundups repeat. Workato, Boomi, MuleSoft, and Celigo are the enterprise and ERP rows, with fewer hits on the same pages.
This board has the widest gap between famous names and zero-hit rows. Six companies have no listicle mention in the usable scrapes, so their composites are review standing only. The scoring file flags that pattern. Read those rows as thin coverage in this sample. Pipedream, Retool Workflows, IFTTT, Integrately, Pabbly Connect, and Windmill can still be the right tool for a developer, an internal-app team, or a cost-sensitive SMB.
The company rows use a denominator of 8. The scoring block records listicle_n as 9. Use the fraction printed in the table when you check a mention count. The extra count in the scoring block is not added back into the published scores.
Scores run from 18 to 91. 0 of 15 companies are named on every usable listicle page in their row. Top 3 by published rank: Zapier, n8n, Make.
6 companies on this board have zero listicle mentions in the usable scrapes: Pipedream, Retool Workflows, IFTTT, Integrately, Pabbly Connect, Windmill. Their published scores come from the review-standing pillar only.
Data week of 2026-11-03. Scraped 5 November 2026 (Europe/Warsaw). Methodology version v1-listicle-review. Full method: AI Visibility Index methodology.
Ranked board
Score is the published 0 to 100 composite. Listicle mentions are the count of usable scraped best-of pages that name the company, over the denominator stored on that row. The review note is the qualitative mapping recorded with the row. It is not a star rating and it is not an AI mention rate.
| Rank | Company | Score | Listicle mentions | Review note |
|---|---|---|---|---|
| 1 | Zapier | 91 | 7/8 | SMB automation default; enormous connector catalog |
| 2 | n8n | 88 | 7/8 | Open-source / self-host automation |
| 3 | Make | 80 | 6/8 | Visual scenarios; power-user favorite |
| 4 | Workato | 68 | 4/8 | Enterprise iPaaS leader on G2 |
| 5 | Microsoft Power Automate | 58 | 3/8 | Microsoft 365 automation |
| 6 | Boomi | 50 | 2/8 | Classic enterprise iPaaS |
| 7 | Tray.ai | 47 | 2/8 | API-first low-code automation |
| 8 | MuleSoft | 42 | 1/8 | API-led enterprise connectivity |
| 9 | Celigo | 35 | 1/8 | Ecommerce/ERP integration |
| 10 | Pipedream | 28 | 0/8 | Developer workflow platform |
| 11 | Retool Workflows | 28 | 0/8 | Internal tools + automation |
| 12 | IFTTT | 23 | 0/8 | Consumer/light applet automation |
| 13 | Integrately | 23 | 0/8 | Affordable Zapier alternative |
| 14 | Pabbly Connect | 23 | 0/8 | Unlimited-task value play |
| 15 | Windmill | 18 | 0/8 | Developer scripts-as-workflows |
Why the top 5 rank here
These five notes expand the blurbs and the mention counts from the table. They do not add benchmark scores or AI-answer percentages. The arithmetic uses only the published mention count, the row denominator, and the published composite.
1. Zapier (score 91)
Zapier is named on 7 of 8 usable listicles (87.5% of the sample). Fastest path from idea to multi-app workflow for non-developers. Review note recorded for this row: SMB automation default; enormous connector catalog.
Listicle share for this row is 7 divided by 8. At a 60% weight that share contributes 52.5 points before rounding. The published composite is 91. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Zapier a percentage of AI answers.
2. n8n (score 88)
n8n is named on 7 of 8 usable listicles (87.5% of the sample). Teams that want code steps and self-hosting without losing a canvas. Review note recorded for this row: Open-source / self-host automation.
Listicle share for this row is 7 divided by 8. At a 60% weight that share contributes 52.5 points before rounding. The published composite is 88. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign n8n a percentage of AI answers.
3. Make (score 80)
Make is named on 6 of 8 usable listicles (75% of the sample). More complex branching and data mapping than basic zaps. Review note recorded for this row: Visual scenarios; power-user favorite.
Listicle share for this row is 6 divided by 8. At a 60% weight that share contributes 45 points before rounding. The published composite is 80. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Make a percentage of AI answers.
4. Workato (score 68)
Workato is named on 4 of 8 usable listicles (50% of the sample). Enterprise IT picks Workato for governed, complex integrations. Review note recorded for this row: Enterprise iPaaS leader on G2.
Listicle share for this row is 4 divided by 8. At a 60% weight that share contributes 30 points before rounding. The published composite is 68. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Workato a percentage of AI answers.
5. Microsoft Power Automate (score 58)
Microsoft Power Automate is named on 3 of 8 usable listicles (37.5% of the sample). Native choice inside Microsoft estates and SharePoint/Teams. Review note recorded for this row: Microsoft 365 automation.
Listicle share for this row is 3 divided by 8. At a 60% weight that share contributes 22.5 points before rounding. The published composite is 58. The rest of the score is the review-standing pillar (40%) after rounding. When the next row has the same mention fraction, that gap is review standing, not a hidden extra listicle. When the next row has fewer mentions, roundup consensus is the larger part of the gap. Neither gap is a product lab result, and this page does not assign Microsoft Power Automate a percentage of AI answers.
The rest of the board
Ranks 6 through 15 use the same v1 composite: 60% listicle consensus and 40% review standing. That number is not a percentage of answers inside ChatGPT, Claude, Gemini, Perplexity, or Google AI Overviews. Some of these rows are still named on every usable page, so a gap versus the top is review standing. Others are named on fewer pages, or on none. A narrower buyer can still prefer a lower row. The blurb is the note recorded with the dataset. The mention fraction is what this scrape counted.
6. Boomi (score 50)
Boomi is named on 2 of 8 usable listicles (25% of the sample). Large enterprises connecting SaaS and on-prem systems. Review note recorded for this row: Classic enterprise iPaaS.
7. Tray.ai (score 47)
Tray.ai is named on 2 of 8 usable listicles (25% of the sample). RevOps and product teams building API-heavy workflows. Review note recorded for this row: API-first low-code automation.
8. MuleSoft (score 42)
MuleSoft is named on 1 of 8 usable listicles (12.5% of the sample). Salesforce-aligned enterprises building API networks. Review note recorded for this row: API-led enterprise connectivity.
9. Celigo (score 35)
Celigo is named on 1 of 8 usable listicles (12.5% of the sample). NetSuite and ecommerce integration specialists. Review note recorded for this row: Ecommerce/ERP integration.
10. Pipedream (score 28)
Pipedream is named on none of the 8 usable listicles in this sample. The published score of 28 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Code-friendly workflows and event-driven automations. Review note recorded for this row: Developer workflow platform.
11. Retool Workflows (score 28)
Retool Workflows is named on none of the 8 usable listicles in this sample. The published score of 28 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. When automation lives next to internal admin apps. Review note recorded for this row: Internal tools + automation.
12. IFTTT (score 23)
IFTTT is named on none of the 8 usable listicles in this sample. The published score of 23 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Simple personal and light business applets. Review note recorded for this row: Consumer/light applet automation.
13. Integrately (score 23)
Integrately is named on none of the 8 usable listicles in this sample. The published score of 23 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Budget one-click automations for SMBs. Review note recorded for this row: Affordable Zapier alternative.
14. Pabbly Connect (score 23)
Pabbly Connect is named on none of the 8 usable listicles in this sample. The published score of 23 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Cost-sensitive teams wanting flat automation pricing. Review note recorded for this row: Unlimited-task value play.
15. Windmill (score 18)
Windmill is named on none of the 8 usable listicles in this sample. The published score of 18 is the review-standing portion of the formula, because the listicle share is zero. That is thin roundup coverage in this scrape. It is not an AI-answer rate and it is not a lab test of product quality. Engineers turning scripts into scheduled durable workflows. Review note recorded for this row: Developer scripts-as-workflows.
How to read this score
Composite score is an integer from 0 to 100.
- Listicle consensus (60%). Share of scraped independent best-of pages that name the company. listicle_score = 100 times (mentions divided by the row denominator). Vendor pages that are mostly self-promotional were avoided when stronger independent sources existed. Some vendor-authored roundups remain when they still name competitors and showed up in the open results.
- Review standing (40%). Public G2 category footprint and well-known editorial reviews, mapped to documented bands: leader_high 95, leader 88, high 80, solid 70, moderate 58, emerging 45, thin 32, and na 40 when there is no clear category-page signal. Bands are qualitative. They are not scraped star averages.
- AI-answer presence. Omitted in v1. No raw ChatGPT, Claude, Gemini, Perplexity, or Google AI Overview answers were captured and saved for this release. This page refuses invented weekly AI percentages. A later refresh can add the pillar only after those answers are stored, and the weights will be republished.
composite = round(0.6 times listicle_score + 0.4 times review_score).
The scoring block for this board records listicle_n as 9. The company rows use denominator 8. The table prints the fraction stored on each row. Check a mention count against the table. The scoring-block count is not added back into the published scores.
The planned citation-surface pillar (a later 15% weight) is also deferred. Until weights change, do not compare this board to a future version as if the formula were the same.
Limits that apply on every board: listicles disagree with each other, review sites lag the product, and brands with quiet public relations can be under-counted. A one-point gap is not statistically decisive.
Sources scraped for this board
These are the public URLs recorded for the data week of 3 November 2026. Listicle hits were counted from main content. Review hubs informed the band, not a star-to-score formula. Open the page if you want to see the wording the count came from.
- parseur.com: https://parseur.com/blog/zapier-n8n-make
- zapier.com: https://zapier.com/blog/best-low-code-automation-platforms/
- autobound.ai: https://www.autobound.ai/blog/top-10-workflow-automation-platforms-for-go-to-market-teams-in-2026
- puffersoft.com: https://puffersoft.com/n8n-vs-zapier-vs-make-automation-2026/
- g2.com: https://www.g2.com/categories/integration-platform-as-a-service-ipaas
Listicle file count recorded with the dataset: 9. Source URL count: 5. Where those counts differ, the row denominator in the table is still the figure to use for a mention fraction.
Frequently asked questions
How is this Best Workflow Automation / iPaaS ranking calculated?
Each company is scored from public 2026 best-of listicles and public review-platform standing such as G2 category pages. Listicle consensus is 60% of the score. Review standing is 40%. A listicle hit is a usable scraped page whose main content names the company or a documented alias. AI-answer presence is omitted in v1 until raw answers are captured and saved. This page does not publish a ChatGPT, Claude, Gemini, Perplexity, or AI Overview mention percentage.
How often is this board updated?
Monthly. This snapshot is the data week of 3 November 2026. The page was published on 5 November 2026. The methodology version is v1-listicle-review.
Why is a well-known brand missing or lower than expected?
Ranks follow documented listicle mentions and review standing in the sources on this page. A brand can be excellent and still rank lower if fewer scraped roundups name it, or if the public review evidence mapped for this category is thinner. Companies outside the roughly 15-name sample are not labeled bad. They fell outside this scrape.
Do you take payment for placement?
No. There are no paid placements on this index. Austin Heaton may advise listed or unlisted companies. An advisory relationship does not change scores.
How can my company improve its position?
Publish a clear page for the category buyers search, earn mentions in independent roundups, and strengthen the public review profiles those roundups and buyers already check. Build pages that AI systems can cite once answer tracking is added. Book a Call if you want a category audit. This board will not move a row because someone asked.
Does a one-point gap mean one product is better?
No. Listicles disagree, review sites lag, and a brand with quieter public relations can be under-counted. The composite is rounded. A one-point gap is not a decisive quality result.
Other boards
- AI Visibility Index hub
- Best AI Agent Platforms / Builders
- Best Marketing Automation Platforms
- Best Project Management Software
Related reading on this site, separate from these ranks: Measuring AI visibility explains mention rate and citation rate inside live answers. This board does not report those rates. AEO basics defines answer engine optimization.
Not on this list, or ranking lower than you should?
Austin Heaton helps B2B and SaaS brands win AI answers. The index is public research. A call is how you ask whether your category pages, roundup mentions, and review profiles are the reason a board looks the way it does.