Workflow automation and iPaaS
Asked as “workflow automation and integration platform”, and as “iPaaS”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · Make 21%
28Workato21Make12Celigo40others
28% of first choices, contested.
Since September 2026▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Workato held the lead, −13 points on 38%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Make44%Clear leader▼−6Since September 2026: 50% → 44%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Workato28%Contested▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageEnterpriseWorkato42%Clear leader▲+13Since September 2026: 29% → 43%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →
Make44%Clear leader▼−6Since September 2026: 50% → 44%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketWorkato28%Contested▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageEnterpriseWorkato42%Clear leader▲+13Since September 2026: 29% → 43%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Workato28%14%56accepted challenger▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.38% → 25%
Workato28%14%56accepted challenger▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.38% → 25%02Make21%11%55accepted challenger▲+4Since September 2026: 17% → 21%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 21%
Make21%11%55accepted challenger▲+4Since September 2026: 17% → 21%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 21%03
Celigo12%0%18accepted challenger▲+3Since September 2026: 12% → 15%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 15%
Celigo12%0%18accepted challenger▲+3Since September 2026: 12% → 15%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 15%04
n8n9%21%48accepted challenger▼−3Since September 2026: 12% → 8%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 8%
n8n9%21%48accepted challenger▼−3Since September 2026: 12% → 8%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 8%05
Boomi9%10%30accepted challenger▲+3Since September 2026: 6% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%
Boomi9%10%30accepted challenger▲+3Since September 2026: 6% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%06
Zapier5%35%66criticized challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
Zapier5%35%66criticized challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%07
Tray.ai5%21%19accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
Tray.ai5%21%19accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%08
Pabbly Connect2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Pabbly Connect2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%09
Activepieces2%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Activepieces2%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%Show the two products at 0%, ordered by negative rate
11
MuleSoft Anypoint Platform0%48%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
MuleSoft Anypoint Platform0%48%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Microsoft Power Automate0%15%40accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Microsoft Power Automate0%15%40accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Workato vs BoomiWorkato vs ZapierWorkato vs Tray.aiWorkato vs Pabbly ConnectMake vs CeligoMake vs n8nMake vs BoomiMake vs ZapierMake vs Tray.aiMake vs Pabbly ConnectCeligo vs n8nCeligo vs BoomiCeligo vs ZapierCeligo vs Tray.aiCeligo vs Pabbly Connectn8n vs Boomin8n vs Zapiern8n vs Tray.ain8n vs Pabbly ConnectBoomi vs ZapierBoomi vs Tray.aiBoomi vs Pabbly ConnectZapier vs Tray.aiZapier vs Pabbly ConnectTray.ai vs Pabbly Connect
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Workato28%
Workato28%02Make21%
Make21%03Celigo12%
Celigo12%04n8n9%
n8n9%05Boomi9%
Boomi9%06Zapier5%
Zapier5%07Tray.ai5%
Tray.ai5%08Pabbly Connect2%
Pabbly Connect2%09Activepieces2%
Activepieces2%10Microsoft Power Automate0%
Microsoft Power Automate0%11MuleSoft Anypoint Platform0%
MuleSoft Anypoint Platform0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Zapier35%
23 of 66 labels negative · 12 of 14 models · 1 hard negative
“lacks the governance, error-handling, and scalability needed for core B2B operations... Use for ad-hoc automations, not your backbone.” DeepSeek V4 Flash, direct prompt
n8n21%
10 of 48 labels negative · 10 of 14 models · 2 hard negative
“**Critical vulnerabilities**: Multiple CVEs (CVE-2026-27577, CVE-2026-27493) with CVSS scores of 9.4-9.5” GLM 4.7 FlashX, negative prompt
MuleSoft Anypoint Platform48%
11 of 23 labels negative · 8 of 14 models · 4 hard negative
“**Why to Avoid:** They are notoriously difficult to implement, expensive to license, and require certified administrators” Qwen 3.7 Flash, negative prompt
Workato14%
8 of 56 labels negative · 7 of 14 models
“Caution points are cost and complexity... Overkill for small teams; licensing and implementation costs can be high relative to simpler needs.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1024 links across 330 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · ONES.com30 answers · 56 citations · 11 models
25 answers · 25 citations · 8 models
vendor site · Zapier17 answers · 28 citations · 9 models
vendor site · Rework17 answers · 19 citations · 8 models
vendor site · Guideflow17 answers · 18 citations · 9 models
17 answers · 17 citations · 9 models
vendor site · n8n15 answers · 15 citations · 9 models
vendor site · Viasocket14 answers · 20 citations · 10 models
vendor site · Reply.io13 answers · 13 citations · 10 models
12 answers · 14 citations · 8 models
vendor site · Atlassian12 answers · 12 citations · 8 models
11 answers · 11 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 7 models
17 answers · 9 models
13 answers · 7 models
13 answers · 10 models
11 answers · 7 models
10 answers · 7 models
9 answers · 7 models
9 answers · 5 models
8 answers · 8 models
7 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best workflow automation and integration platform”, “workflow automation and integration platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Workato workato.com | 28% | 148 | 14,800 | 405 | 38,042 | $20 | 120 |
| Make make.com | 21% | 156 | 135,000 | 12,939,045 | 439,031 | 76 | |
| Celigo celigo.com | 12% | 44 | 5,400 | 140 | 9,670 | $1,097 | 43 |
| n8n n8n.io | 9% | 121 | 165,000 | 2,786 | 133,599 | 42 | |
| Boomi boomi.com | 9% | 73 | 12,100 | 732 | 19,837 | $22,810 | 120 |
| Zapier zapier.com | 5% | 213 | 165,000 | 2,145 | 7,333,309 | $230 | 120 |
| Tray.ai tray.ai | 5% | 42 | 390 | 7 | 4,110 | $97 | 1 |
| Pabbly Connect pabbly.com | 2% | 23 | 1,300 | 20 | 3,588 | 1 | |
| Activepieces activepieces.com | 2% | 23 | 2,400 | 13 | 14,532 | ||
| AdRoll ABM adroll.com | 2% | 214 | 110 | 0 | 52,273 | 18 |
Google's top ten for the two searches hold 16 sites; 0 of them are among the sites the models cited here. The first result for “best workflow automation and integration platform” is useparagon.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best workflow automation and integration platform for a mid-market B2B company?”Paraphrase“Which iPaaS would you recommend to a mid-sized B2B company?”Comparative“What are the top workflow automation and integration platforms and how do they differ?”Budget-constrained“What is the best workflow automation and integration platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a workflow automation and integration platform. What should we look at?”Negative“Which workflow automation and integration platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceBoomiChangedno first choiceMakeno first choiceagainst: Cflow, Kissflow, MuleSoft Anypoint Platform, ProcessMaker, Zapier, n8n
Two alternatives
Celigo, WorkatoFour alternatives
Make, Workato, Zapier, n8nThree alternatives
Activepieces, Zapier, n8nGPT-5.4 miniWorkatoBoomiChangedno first choiceZapier, n8nno first choicenothing named
Four alternatives
Boomi, Microsoft Power Automate, MuleSoft Anypoint Platform, ZapierTwo alternatives
Azure Logic Apps, WorkatoOne alternative
MakeGemini 3.5 FlashCeligoCeligoHeldagainst: MuleSoft Anypoint Platformno first choiceMakeagainst: ZapierWorkatoagainst: Boomi, MuleSoft Anypoint Platform, Zapieragainst: Activepieces, Boomi, Microsoft Power Automate, MuleSoft Anypoint Platform, TIBCO, Tray.ai, Windmill, Workato, Zapier, n8n
Four alternatives
Make, Tray.ai, Workato, ZapierThree alternatives
Boomi, Tray.ai, WorkatoSix alternatives
Make, Microsoft Power Automate, MuleSoft Anypoint Platform, Workato, Zapier, n8nFour alternatives
Activepieces, Microsoft Power Automate, Pabbly Connect, n8nThree alternatives
Celigo, Make, n8nPerplexity SonarWorkatoWorkatoHeldZapieragainst: Asana, ClickUp, Smartsheet, WrikeMakeno first choiceagainst: Make, Microsoft Power Automate, Relay.app, Tray.ai, Workato, Zapier, n8n
Three alternatives
HubSpot Operations Hub, Make, ZapierFour alternatives
Boomi, Celigo, Prismatic, n8nSix alternatives
Camunda, Kissflow, Make, Temporal, Workato, n8nTwo alternatives
ClickUp, ZapierGrok 4.1 FastWorkatoWorkatoHeldagainst: MuleSoft Anypoint PlatformZapiern8nTray.ai, Workatoagainst: Airtable, Bubble, IFTTT, Zapier, n8n
Five alternatives
Boomi, Celigo, Make, Tray.ai, ZapierThree alternatives
Boomi, Celigo, ZapierFour alternatives
Make, Microsoft Power Automate, Workato, n8nFive alternatives
Activepieces, Make, Microsoft Power Automate, Pabbly Connect, ZapierMistral SmallWorkatoCeligo, WorkatoChangedMake, ZapierClickUp, Pabbly Connectno first choiceagainst: Microsoft Power Automate, OpenAI Agent Builder, Relay.app, UiPath, n8n
Three alternatives
HubSpot Marketing Hub, Jitterbit Harmony, Microsoft Power AutomateThree alternatives
Jitterbit Harmony, Microsoft Azure Logic Apps, ZapierFive alternatives
Boomi, MuleSoft Anypoint Platform, Tray.ai, Workato, n8nTwo alternatives
ONES.com, Relay.appDeepSeek V4 FlashCeligo, Workatoagainst: Boomi, MuleSoft Anypoint Platform, ZapierCeligoChangedno first choiceMake, n8nagainst: Workato, ZapierTray.ai, Workatoagainst: Automation Anywhere, UiPath, Zapieragainst: IFTTT, Make, Microsoft Power Automate, Zapier
Two alternatives
Make, Microsoft Power AutomateTwo alternatives
Boomi, WorkatoEight alternatives
Activepieces, Make, Microsoft Power Automate, Tray.ai, UiPath, Workato, Zapier, n8nThree alternatives
IFTTT, Microsoft Power Automate, Pabbly ConnectLlama 4 MaverickAdRoll ABMno first choiceChangedno first choiceZapierno first choiceagainst: Workato, Zapier, n8n
Two alternatives
Boomi, Celigo's integrator.ioThree alternatives
Boomi, Celigo, WorkatoFour alternatives
Kissflow, Make, Zoho Flow, n8nQwen 3.7 FlashWorkatoTray.aiChangedagainst: MuleSoft Anypoint Platform, ZapierWorkato, ZapierMakeagainst: Zapierno first choiceagainst: Zapieragainst: Excel Macros, Google AppScript, IFTTT, Make, MuleSoft Anypoint Platform, Oracle SOA Suite, Pega, Retool, Zapier
Three alternatives
Jitterbit Harmony, Make, Microsoft Power AutomateThree alternatives
Celigo, Make, WorkatoSeven alternatives
Automation Anywhere, Boomi, Make, Microsoft Power Automate, MuleSoft Anypoint Platform, UiPath, n8nFour alternatives
Activepieces, Microsoft Power Automate, Pabbly Connect, n8nKimi K2Makeagainst: MuleSoft Anypoint Platform, Tray.ai, WorkatoCeligoChangedZapierMake, n8nagainst: Zapierno first choiceagainst: Make, Microsoft Power Automate, Tray.ai, Workato, Zapier
Two alternatives
Microsoft Power Automate, ZapierThree alternatives
Boomi, Jitterbit Harmony, WorkatoSix alternatives
Boomi, Make, Microsoft Power Automate, UiPath, Workato, n8nTwo alternatives
Activepieces, Pabbly ConnectGLM 4.7 FlashXMakeagainst: WorkatoBoomi, CeligoChangedagainst: Make, MuleSoft Anypoint Platform, Zapierno first choiceMakeno first choiceagainst: IFTTT, Zapier, n8n
Two alternatives
Zapier, n8nOne alternative
WorkatoFive alternatives
Activepieces, Microsoft Power Automate, Pabbly Connect, Zoho Flow, n8nMiniMax M2.5Make, ZapierBoomiChangedagainst: MuleSoft Anypoint PlatformZapierCflow, Integratelyno first choiceagainst: Zapier, n8n
One alternative
WorkatoOne alternative
WorkatoFive alternatives
Make, Microsoft Power Automate, UiPath, Workato, n8nTwo alternatives
Monday.com, UiPathGPT-6 LunaWorkatoBoomiChangedZapierMakeno first choiceagainst: Make, Microsoft Power Automate, Zapier, n8n
Three alternatives
Boomi, Make, Microsoft Power AutomateThree alternatives
Celigo, Jitterbit Harmony, WorkatoEight alternatives
Azure Logic Apps, Boomi, Make, Microsoft Power Automate, MuleSoft Anypoint Platform, Pipedream, Workato, n8nThree alternatives
Microsoft Power Automate, Zapier, n8nMuse Glimmer 30BCeligo integrator.io, WorkatoWorkatoChangedZapierActivepieces, Make, n8nagainst: ZapierWorkatoagainst: Make.com formerly Integromat, Workato, Zapier, n8n
Two alternatives
Celigo, Dell BoomiFour alternatives
Make, Microsoft Power Automate, Workato, n8nOne alternative
Pabbly ConnectSeven alternatives
Boomi, Celigo, Make, MuleSoft Anypoint Platform, SnapLogic, Zapier, n8nBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:45 | yes | 15 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:52 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:04 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:32 | yes | 12 | 15 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:26 | yes | 25 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:44 | yes | 10 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:57 | yes | 13 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:24 | yes | 25 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:22 | no | 0 | 8 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:09 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:24 | yes | 22 | 47 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:22 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:42 | yes | 1 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:18 | yes | 16 | 32 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:52 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:44 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:18 | yes | 6 | 20 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:31 | yes | 20 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:33 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:13 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:11 | yes | 19 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:06 | yes | 16 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:15 | yes | 10 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:26 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:22 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:36 | yes | 10 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:34 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:12 | yes | 14 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:08 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:49 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:09 | yes | 11 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:55 | yes | 20 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:09 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:58 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:53 | yes | 14 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:47 | yes | 23 | 67 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:39 | yes | 23 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:28 | yes | 9 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:37 | yes | 15 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:15 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:59 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:06 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:44 | yes | 21 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:45 | yes | 25 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:09 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:10 | yes | 20 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:09 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:42 | yes | 10 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:17 | yes | 15 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:48 | yes | 14 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:53 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:02 | yes | 4 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:24 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:33 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:31 | yes | 4 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:47 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 14:03 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:01 | yes | 15 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:20 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:20 | yes | 20 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:54 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:02 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:21 | yes | 15 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:14 | no | 0 | 9 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:11 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:25 | yes | 2 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:56 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:14 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:53 | yes | 1 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:38 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:17 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:36 | yes | 25 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:40 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:41 | yes | 25 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:39 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:27 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:14 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:52 | yes | 24 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:33 | yes | 24 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:56 | yes | 4 | 33 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:34 | yes | 25 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
HubSpot read as HubSpot Operations Hub
Informatica read as Informatica Intelligent Cloud Services
Jitterbit read as Jitterbit Harmony
Jitterbit (now Postman) read as Jitterbit Harmony
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (Anypoint Platform) read as MuleSoft Anypoint Platform
MuleSoft (Anypoint) read as MuleSoft Anypoint Platform
MuleSoft (Salesforce) read as MuleSoft Anypoint Platform
Oracle read as Oracle Integration Cloud
SAP read as SAP Integration Suite
ServiceNow read as ServiceNow Flow Designer
Unresolved, counted raw
Bubble
Celigo integrator.io
Celigo's integrator.io
Excel Macros (VBA)
Google AppScript
Kestra
Microsoft Azure Logic Apps
OpenAI Agent Builder
Oracle SOA Suite
Windmill
Discontinued, still offered
No shut-down product was recommended here.