Index › GTM › GTM data and infrastructure › Automation & iPaaS › Small business · November 2026 Edition
Workflow automation and iPaaS for small business buyers
Asked as “workflow automation and integration platform”, and as “iPaaS”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
42%
Clear leader
42Zapier37Make07ONES.com14others
42% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: Zapier (42%) replaces Make (44% then, 37% now), 5 points clear, inside the 11-point floor.Zapier leads at 42%, replacing Make, which led at 44% and stands at 37% now: 5 points clear, inside the floor, so the swap reads as unsettled.
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
Zapier42%Clear leader↗new leaderNew leader since October 2026: Zapier (42%) replaces Make (44% then, 37% now), 5 points clear, inside the 11-point floor.This pageMid-market
Workato35%Contested▲+7Since October 2026: 28% → 35%, +7 points. Inside the 11-point floor: within noise.Standing →EnterpriseWorkato43%Clear leader▲+1Since October 2026: 42% → 43%, +1 point. Inside the 11-point floor: within noise.Standing →
Zapier42%Clear leader↗new leaderNew leader since October 2026: Zapier (42%) replaces Make (44% then, 37% now), 5 points clear, inside the 11-point floor.This pageMid-marketWorkato35%Contested▲+7Since October 2026: 28% → 35%, +7 points. Inside the 11-point floor: within noise.Standing →EnterpriseWorkato43%Clear leader▲+1Since October 2026: 42% → 43%, +1 point. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zapier42%22%77endorsed leader▲+4Since October 2026: 38% → 42%, +4 points. Inside the 11-point floor: within noise.38% → 42%
Zapier42%22%77endorsed leader▲+4Since October 2026: 38% → 42%, +4 points. Inside the 11-point floor: within noise.38% → 42%02
Make37%9%74endorsed leader▼−7Since October 2026: 44% → 37%, −7 points. Inside the 11-point floor: within noise.44% → 37%
Make37%9%74endorsed leader▼−7Since October 2026: 44% → 37%, −7 points. Inside the 11-point floor: within noise.44% → 37%03
ONES.com7%0%16accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
ONES.com7%0%16accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%04
n8n5%11%63accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
n8n5%11%63accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%05
Celigo5%9%11accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%
Celigo5%9%11accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%06
Monday.com2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Monday.com2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
ClickUp2%0%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
ClickUp2%0%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
11Workato0%88%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Workato0%88%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Microsoft Power Automate0%18%50accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Microsoft Power Automate0%18%50accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Pipedream0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Pipedream0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
HubSpot Operations Hub0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HubSpot Operations Hub0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Workato vs n8nWorkato vs Microsoft Power AutomateWorkato vs Boomi Enterprise PlatformMake vs CeligoMake vs ZapierMake vs n8nMake vs Microsoft Power AutomateMake vs Boomi Enterprise PlatformCeligo vs ZapierCeligo vs n8nCeligo vs Microsoft Power AutomateCeligo vs Boomi Enterprise PlatformZapier vs n8nZapier vs Microsoft Power AutomateZapier vs Boomi Enterprise Platformn8n vs Microsoft Power Automaten8n vs Boomi Enterprise PlatformMicrosoft Power Automate vs Boomi Enterprise Platform
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% negative60%
Key
01Zapier42%
Zapier42%02Make37%
Make37%03ONES.com7%
ONES.com7%04n8n5%
n8n5%05Celigo5%
Celigo5%06Monday.com2%
Monday.com2%07ClickUp2%
ClickUp2%08Microsoft Power Automate0%
Microsoft Power Automate0%09Pipedream0%
Pipedream0%10HubSpot Operations Hub0%
HubSpot Operations Hub0%11Workato0%
Workato0%What they warned about
Six of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Zapier22%
17 of 77 labels negative · 12 of 14 models
“Caution: Pricing unpredictability ... Good for simple, low-volume connections, but budget carefully for growth.” Kimi K2, negative prompt
Workato88%
22 of 25 labels negative · 11 of 14 models · 5 hard negative
“That pricing and governance model is not sensible for a small business that just wants a few app-to-app handoffs.” Muse Glimmer 30B, negative prompt
Microsoft Power Automate18%
9 of 50 labels negative · 9 of 14 models
“use rigid rule-based automation with significant limitations: vendor lock-in, fragmented citizen developer solutions, and poor scalability” Claude Haiku 4.5, negative prompt
Make9%
7 of 74 labels negative · 7 of 14 models
“Strong contender for SMBs with moderate automation needs, but evaluate pricing at scale and compare with alternatives.” GLM 4.7 FlashX, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
67 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. 739 links across 223 sites, every framing counted. Ranked by the number of answers carrying the site or page. 13 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · ONES.com42 answers · 196 citations · 11 models
vendor site · Zapier24 answers · 38 citations · 11 models
vendor site · Make22 answers · 25 citations · 9 models
vendor site · Stepper14 answers · 18 citations · 8 models
vendor site · Capterra13 answers · 21 citations · 8 models
13 answers · 18 citations · 9 models
vendor site · CloudTalk10 answers · 10 citations · 7 models
vendor site · n8n9 answers · 10 citations · 5 models
9 answers · 9 citations · 7 models
8 answers · 14 citations · 4 models
vendor site · Albato8 answers · 8 citations · 6 models
vendor site · Dialaxy7 answers · 7 citations · 5 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.
10 answers · 7 models
10 answers · 5 models
10 answers · 6 models
10 answers · 8 models
10 answers · 8 models
9 answers · 7 models
8 answers · 7 models
7 answers · 5 models
7 answers · 2 models
7 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Zapier zapier.com | 42% | 222 | 165,000 | 2,145 | 7,333,309 | $230 | 120 |
| Make make.com | 37% | 165 | 135,000 | 12,939,045 | 439,031 | 76 | |
| ONES.com ones.com | 7% | 28 | 1,300 | 0 | 145,123 | ||
| n8n n8n.io | 5% | 127 | 165,000 | 2,786 | 133,599 | 42 | |
| Celigo celigo.com | 5% | 39 | 5,400 | 140 | 9,670 | $1,097 | 43 |
| Monday.com monday.com | 2% | 98 | 74,000 | 3,467 | 691,961 | $164 | 119 |
| ClickUp clickup.com | 2% | 159 | 201,000 | 1,733 | 322,021 | $1,470 | 120 |
| Microsoft parent site Microsoft Power Automate 0% | 0% | 139 | 2,240,000 | 403,136 | |||
| Pipedream pipedream.com | 0% | 19 | |||||
| HubSpot parent site HubSpot Operations Hub 0% | 0% | 96 | 368,000 | 9,776 |
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 small B2B company?”Paraphrase“Which iPaaS would you recommend to a small business that sells to other businesses?”Comparative“What are the top workflow automation and integration platforms for a small team and how do they differ?”Budget-constrained“What is the best workflow automation and integration platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a workflow automation and integration platform. What should we look at?”Negative“Which workflow automation and integration platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ZapierZapierHeldagainst: Boomi Enterprise Platform, WorkatoMake, ZapierZapierno first choiceagainst: IFTTT, Make, Microsoft Power Automate, Zapier
Four alternatives
Make, Pabbly Connect, Workato, n8nTwo alternatives
Make, Tray.aiFour alternatives
Airtable, Microsoft Power Automate, ONES.com, n8nThree alternatives
Make, Pabbly Connect, n8nGPT-5.4 miniZapierCeligoChangedagainst: MuleSoft Anypoint Platform, WorkatoZapierZapierno first choiceagainst: Appian, Microsoft Power Automate, Salesforce/MuleSoft-style enterprise automation, Zapier
Three alternatives
Make, Microsoft Power Automate, n8nTwo alternatives
Boomi Enterprise Platform, ZapierThree alternatives
Make, Pipedream, n8nTwo alternatives
Make, Microsoft Power AutomateGemini 3.5 FlashMakeagainst: Tray.ai, WorkatoMakeHeldagainst: Dell Boomi, MuleSoft Anypoint Platform, WorkatoZapierMakeagainst: ZapierMake, n8nagainst: Tray.ai, Workato, Zapieragainst: Activepieces, Dell Boomi, IBM App Connect, Microsoft Power Automate, MuleSoft Anypoint Platform, TIBCO Cloud Integration, Tray.ai, Workato, Zapier, n8n
Two alternatives
Zapier, n8nTwo alternatives
Celigo, ZapierFour alternatives
Activepieces, Make, Microsoft Power Automate, n8nTwo alternatives
Pabbly Connect, n8nOne alternative
PipedreamPerplexity SonarZapieragainst: WorkatoZapierHeldagainst: Boomi Enterprise Platform, WorkatoMake, ZapierMakeno first choiceagainst: GoHighLevel, Kissflow, Make, Microsoft Power Automate, Workato, Zapier, n8n
Six alternatives
Boomi Enterprise Platform, Celigo, Make, Microsoft Power Automate, Prismatic, Zoho FlowThree alternatives
Celigo, Make, n8nSix alternatives
Asana, ClickUp, HubSpot Operations Hub, Microsoft Power Automate, Monday.com, n8nTwo alternatives
Zapier, n8nGrok 4.20Zapieragainst: WorkatoZapierHeldagainst: WorkatoZapiern8nagainst: Tray.ai, WorkatoZapieragainst: Camunda, Oracle Integration Cloud, Workatoagainst: Automate.io, Automation Anywhere, IFTTT, Make, Microsoft Power Automate, Tray.ai, UiPath, Workato, Zapier, airSlate
Four alternatives
Make, Microsoft Power Automate, Pabbly Connect, n8nThree alternatives
Celigo, Make, n8nThree alternatives
Make, Microsoft Power Automate, n8nFour alternatives
Activepieces, Make, Microsoft Power Automate, ZapierFive alternatives
ClickUp, Make, Microsoft Power Automate, Monday.com, n8nMistral SmallZapierno first choiceChangedZapierMake, Zapierno first choiceagainst: Tray.ai, Workatoagainst: Microsoft Power Automate, UiPath, Workato
Three alternatives
Make, Microsoft Power Automate, n8nFour alternatives
Make, Microsoft Power Automate, ONES.com, n8nThree alternatives
ONES.com, Pipedream, n8nFive alternatives
Airtable, Make, Monday.com, Zapier, n8nDeepSeek V4 FlashMakeCeligoChangedZapierMakeagainst: ZapierZapieragainst: Boomi Enterprise Platform, Microsoft Power Automate, MuleSoft Anypoint Platform, Tray.ai, Workato, Zapier
Two alternatives
Zapier, n8nThree alternatives
Babelway, Make, ZapierFive alternatives
Integrately, Make, Microsoft Power Automate, Pipedream, n8nOne alternative
n8nSix alternatives
Asana, ClickUp, Make, Microsoft Power Automate, Monday.com, n8nLlama 4 MaverickMake, ONES.com, Zapierno first choiceChangedno first choiceMonday.comONES.comagainst: Workato
Four alternatives
Make, Microsoft Power Automate, Zapier, n8nFive alternatives
Make, Microsoft Power Automate, Pipefy, Zapier, n8nQwen 3.7 FlashMakeZapierChangedMake, ZapierMakeMake, Zapieragainst: Dell Boomi, Make, ServiceNow MuleSoft, Zapier
Three alternatives
Microsoft Power Automate, Zapier, n8nTwo alternatives
Make, PipedreamTwo alternatives
Microsoft Power Automate, n8nFour alternatives
Activepieces, Microsoft Power Automate, Zapier, n8nTwo alternatives
Microsoft Power Automate, n8nKimi K2MakeMakeHeldZapierMakeagainst: ZapierClickUpagainst: Make, Zapier, n8n
Two alternatives
Zapier, n8nTwo alternatives
Zapier, n8nFour alternatives
Make, Microsoft Power Automate, Zoho Flow, n8nOne alternative
n8nFour alternatives
Kissflow, Make, Monday.com, ZapierGLM 4.7 FlashXZapierCeligo, ZapierChangedZapierMake, ONES.comagainst: Zapierno first choiceagainst: Workatoagainst: Make, Zapier, n8n
Four alternatives
ClickUp, Make, Microsoft Power Automate, n8nThree alternatives
Albato, Linx, WorkatoSeven alternatives
Airtable, ClickUp, Make, Microsoft Power Automate, Monday.com, ONES.com, n8nTwo alternatives
Stepper, n8nMiniMax M2.5ZapierZapierHeldMake, ZapierMake, Zapierno first choiceagainst: Appian, Microsoft Power Automate, Pega, ServiceNow Flow Designer, Zapier, n8n
Four alternatives
Albato, HubSpot Operations Hub, Make, Microsoft Power AutomateThree alternatives
HubSpot Operations Hub, Make, Microsoft Power AutomateThree alternatives
Microsoft Power Automate, ONES.com, n8nThree alternatives
ClickUp, Microsoft Power Automate, n8nGPT-6 LunaZapierMakeChangedZapieragainst: PipedreamMakeno first choiceagainst: Workatoagainst: IFTTT, Make, Microsoft Power Automate, Zapier, n8n
Three alternatives
Make, Microsoft Power Automate, n8nTwo alternatives
Celigo, ZapierThree alternatives
Make, Microsoft Power Automate, n8nThree alternatives
Microsoft Power Automate, Zapier, n8nMuse Glimmer 30BMake, ZapierZapierChangedagainst: Celigo, WorkatoONES.comMake, n8nagainst: ZapierONES.comagainst: Automation Anywhere, Boomi Enterprise Platform, MuleSoft Anypoint Platform, Pipedream, UiPath, Workato, n8n
Three alternatives
Microsoft Power Automate, Monday.com, n8nFour alternatives
APPSeCONNECT, Make, Pipedream, n8nFour alternatives
Make, Microsoft Power Automate, Zapier, n8nFour alternatives
Make, Microsoft Power Automate, 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.
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 | 2026-11-01 16:55 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:10 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:00 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:10 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:51 | yes | 10 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:02 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:29 | yes | 23 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:58 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:29 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:37 | yes | 15 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:47 | yes | 15 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:10 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:01 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:42 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:30 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:45 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:14 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 15 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 10 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:43 | no | 0 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:22 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:16 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:44 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:29 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:37 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:01 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:55 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 19 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:25 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:07 | yes | 5 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:11 | yes | 20 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:14 | yes | 19 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:04 | yes | 5 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:10 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:13 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:40 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:06 | yes | 12 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:04 | yes | 10 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:45 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:22 | yes | 25 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:49 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:42 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:10 | yes | 10 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:33 | yes | 25 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:00 | yes | 5 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:24 | yes | 4 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:38 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:51 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:15 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:13 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:51 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:49 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:20 | yes | 20 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:24 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:20 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:21 | yes | 9 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | no | 0 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:26 | no | 0 | 58 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 5 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:01 | yes | 29 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:20 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:40 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:06 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:39 | yes | 10 | 54 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:02 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:52 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 10 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:44 | yes | 25 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 25 | 75 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:21 | yes | 25 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:09 | yes | 19 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Boomi read as Boomi Enterprise Platform
HubSpot read as HubSpot Operations Hub
HubSpot Data Hub read as HubSpot Operations Hub
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (Anypoint Platform) read as MuleSoft Anypoint Platform
Oracle read as Oracle Integration Cloud
ServiceNow read as ServiceNow Flow Designer
Unresolved, counted raw
Babelway
Linx
MindCloud
Parabola
Salesforce
Salesforce/MuleSoft-style enterprise automation
ServiceNow MuleSoft
TIBCO Cloud Integration
Talend Application Integration
Workera
Discontinued, still offered
No shut-down product was recommended here.