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. 64 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
Clear leader
44Make38Zapier05Celigo14others
44% of first choices, clear leader.
Since September 2026▼−6Since September 2026: 50% → 44%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Make held the lead, −6 points on 50%, inside the 11-point 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.This pageMid-market
Workato28%Contested▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseWorkato42%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.This pageMid-marketWorkato28%Contested▼−13Since September 2026: 38% → 25%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseWorkato42%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Make44%6%69endorsed leader▼−6Since September 2026: 50% → 44%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.50% → 44%
Make44%6%69endorsed leader▼−6Since September 2026: 50% → 44%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.50% → 44%02
Zapier38%23%77endorsed leader=heldSince September 2026: 37% → 37%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.37% → 37%
Zapier38%23%77endorsed leader=heldSince September 2026: 37% → 37%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.37% → 37%03
Celigo5%25%12criticized challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
Celigo5%25%12criticized challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%04
Pabbly Connect3%0%14accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Pabbly Connect3%0%14accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%05
n8n2%11%62accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
n8n2%11%62accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06
Microsoft Power Automate2%21%38accepted 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 Automate2%21%38accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Boomi2%64%11criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Boomi2%64%11criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the two products at 0%, ordered by negative rate
09Workato0%64%25criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Workato0%64%25criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
Monday.com0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Monday.com0%0%12accepted 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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Make44%
Make44%02Zapier38%
Zapier38%03Celigo5%
Celigo5%04Pabbly Connect3%
Pabbly Connect3%05n8n2%
n8n2%06Microsoft Power Automate2%
Microsoft Power Automate2%07Boomi2%
Boomi2%08Monday.com0%
Monday.com0%09Workato0%
Workato0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Workato64%
16 of 25 labels negative · 11 of 14 models · 7 hard negative
“Enterprise-Grade Platforms Sold to Small Businesses (e.g., Workato, Boomi, MuleSoft) ... Why to be cautious: These are built for large enterprises” DeepSeek V4 Flash, negative prompt
Zapier23%
18 of 77 labels negative · 11 of 14 models · 1 hard negative
“❌ Avoid for Tight Budgets: **Zapier**” DeepSeek V4 Flash, budget prompt
Microsoft Power Automate21%
8 of 38 labels negative · 8 of 14 models
“Power Automate — if you expect “included with Microsoft 365” to cover everything... just map the licensing for your exact flows first.” GPT-6 Luna, negative prompt
n8n11%
7 of 62 labels negative · 7 of 14 models · 2 hard negative
“Steep learning curve; ... Self-hosting means you handle uptime, security, and scaling yourself.” Qwen 3.7 Flash, 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
77 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. 1059 links across 312 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.com35 answers · 111 citations · 12 models
vendor site · Zapier32 answers · 60 citations · 13 models
26 answers · 28 citations · 10 models
vendor site · Make21 answers · 26 citations · 8 models
vendor site · Zite20 answers · 20 citations · 11 models
vendor site · Viasocket18 answers · 24 citations · 9 models
vendor site · Medium17 answers · 18 citations · 8 models
17 answers · 17 citations · 8 models
vendor site · Rework16 answers · 18 citations · 9 models
16 answers · 17 citations · 7 models
vendor site · Reply.io15 answers · 15 citations · 10 models
14 answers · 14 citations · 10 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.
22 answers · 10 models
20 answers · 11 models
17 answers · 8 models
15 answers · 10 models
14 answers · 10 models
13 answers · 7 models
11 answers · 5 models
11 answers · 6 models
11 answers · 6 models
10 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 |
|---|---|---|---|---|---|---|---|
| Make make.com | 44% | 156 | 135,000 | 12,939,045 | 439,031 | 76 | |
| Zapier zapier.com | 38% | 213 | 165,000 | 2,145 | 7,333,309 | $230 | 120 |
| Celigo celigo.com | 5% | 44 | 5,400 | 140 | 9,670 | $1,097 | 43 |
| Pabbly Connect pabbly.com | 3% | 23 | 1,300 | 20 | 3,588 | 1 | |
| n8n n8n.io | 2% | 121 | 165,000 | 2,786 | 133,599 | 42 | |
| Microsoft parent site Microsoft Power Automate 2% | 2% | 114 | 2,240,000 | 403,136 | |||
| Activepieces activepieces.com | 2% | 23 | 2,400 | 13 | 14,532 | ||
| APIWORX | 2% | ||||||
| Albato albato.com | 2% | 9 | |||||
| Jitterbit Harmony jitterbit.com | 2% | 14 | 4,728 | $1,468 | 120 |
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 4.5ZapierMake, ZapierChangedZapierMakeno first choiceagainst: Airtable, Boomi, HubSpot Operations Hub, IFTTT, Make, MuleSoft Anypoint Platform, Workato, Zapier
Six alternatives
HubSpot Operations Hub, Jotform, Make, Pabbly Connect, Zoho CRM, Zoho FlowThree alternatives
Integrately, Pabbly Connect, n8nFour alternatives
ClickUp, Make, Microsoft Power Automate, n8nTwo alternatives
Zapier, n8nGPT-5.4 miniZapierCeligoChangedagainst: Boomi, WorkatoZapierMakeagainst: Zapierno first choiceagainst: Microsoft Power Automate, MuleSoft Anypoint Platform, Workato, Zapier
Three alternatives
Make, Microsoft Power Automate, n8nOne alternative
ZapierThree alternatives
Make, Microsoft Power Automate, n8nOne alternative
n8nGemini 3.5 FlashZapierMakeChangedagainst: Boomi, MuleSoft Anypoint PlatformMake, Zapier, n8nPabbly Connectagainst: ZapierMake, Zapieragainst: Boomi, Celigo, IFTTT, Jitterbit Harmony, Microsoft Power Automate, MuleSoft Anypoint Platform, Workato, Zapier, n8n
Two alternatives
Make, n8nFour alternatives
Bindbee, Celigo, Merge.dev, ZapierTwo alternatives
Activepieces, PipedreamThree alternatives
Activepieces, Make, n8nOne alternative
n8nPerplexity SonarZapierCeligoChangedZapierZapierno first choiceagainst: Appian, Boomi, Celigo, Microsoft Power Automate, Relay.app, ServiceNow Flow Designer, SnapLogic, Tray.ai, UiPath, Workato
Two alternatives
Make, n8nThree alternatives
APIWORX, Make, ZapierSeven alternatives
Airtable, ClickUp, Kissflow, Make, Monday.com, Trello, n8nThree alternatives
Make, ONES.com, n8nGrok 4.1 FastZapierZapierHeldagainst: Tray.ai, WorkatoZapierMake, Pabbly Connectagainst: ZapierMake, Zapieragainst: Workatoagainst: Celigo, Integrate.io, Microsoft Power Automate, Prismatic, Workato, Zapier
Three alternatives
Make, Pabbly Connect, n8nTwo alternatives
Make, n8nThree alternatives
Make, Pabbly Connect, n8nTwo alternatives
Activepieces, n8nThree alternatives
ClickUp, Monday.com, n8nMistral SmallZapierBoomi, Jitterbit HarmonyChangedZapierZapierMake, Zapieragainst: Smartsheet, Tray.ai, UiPath Agentic Automation, Workato
Two alternatives
Make, WorkatoTwo alternatives
Celigo, ZapierFour alternatives
Make, Microsoft Power Automate, ONES.com, n8nFour alternatives
Make, Microsoft Power Automate, ONES.com, n8nFour alternatives
Microsoft Power Automate, Tray.ai, Workato, n8nDeepSeek V4 FlashMakeCeligo, ZapierChangedMake, Zapieragainst: IFTTTn8nagainst: ZapierMakeagainst: Tray.ai, Workatoagainst: Boomi, MuleSoft Anypoint Platform, Workato, Zapier, n8n
Three alternatives
Microsoft Power Automate, Zapier, n8nTwo alternatives
Boomi, MakeFive alternatives
Airtable, Microsoft Power Automate, Monday.com, Pabbly Connect, n8nTwo alternatives
Make, Pabbly ConnectFive alternatives
ClickUp, Microsoft Power Automate, Monday.com, Zapier, n8nLlama 4 Maverickno first choiceAPIWORXChangedZapierno first choiceZapiernothing named
Two alternatives
Reply's Valorem Reply, n8nOne alternative
OnesFour alternatives
Kissflow, Monday.com, ONES.com, Pabbly ConnectThree alternatives
Make, Workato, n8nQwen 3.7 FlashMakeMakeHeldMake, ZapierMakeMakeagainst: Zapieragainst: ClickUp native automations, HubSpot Workflows, MuleSoft Anypoint Platform, Pipedream, Shopify Flow, Workato, Zapier, n8n
Three alternatives
Microsoft Power Automate, Zapier, n8nTwo alternatives
Zapier, n8nThree alternatives
Activepieces, Microsoft Power Automate, n8nOne alternative
ZapierTwo alternatives
Microsoft Power Automate, n8nKimi K2MakeMakeHeldZapierMakeagainst: ZapierMakeagainst: Workatoagainst: Boomi, Microsoft Power Automate, Tray.ai, UiPath, Workato, Zapier, n8n
Three alternatives
Microsoft Power Automate, Zapier, n8nThree alternatives
Dell Boomi, Zapier, n8nThree alternatives
Make, Microsoft Power Automate, n8nTwo alternatives
Pabbly Connect, n8nTwo alternatives
Zapier, n8nGLM 4.7 FlashXMakeAlbatoChangedZapierMakeno first choiceagainst: Automation Anywhere, Blue Prism, Jira, Make, Microsoft Power Automate, UiPath, Zapier, n8n
Two alternatives
Zapier, n8nFour alternatives
Alumio, Celigo, Integrately, ZapierFive alternatives
ClickUp, Make, Microsoft Power Automate, Monday.com, n8nFour alternatives
Pabbly Connect, Stepper, Viasocket, n8nSix alternatives
Activepieces, Make, Microsoft Power Automate, Workato, Zapier, n8nMiniMax M2.5Make, ZapierZapierChangedMake, Zapieragainst: WorkatoMake, ZapierMake, Zapieragainst: Automation Anywhere, Blue Prism, Jira, Make, Salesforce, ServiceNow Flow Designer, UiPath, Zapier, n8n
Three alternatives
Microsoft Power Automate, Workato, n8nFour alternatives
Albato, Azure Logic Apps, Boomi, CeligoOne alternative
Microsoft Power AutomateOne alternative
IntegratelyTwo alternatives
SnapLogic, WorkatoGPT-6 LunaZapierMakeChangedZapierMakeMake, Zapieragainst: IFTTT, Make, Microsoft Power Automate, Self-hosted n8n, Zapier
Two alternatives
Make, n8nOne alternative
ZapierFour alternatives
Make, Microsoft Power Automate, Pipedream, n8nThree alternatives
Microsoft Power Automate, Zapier, n8nThree alternatives
Microsoft Power Automate, Workato, n8nMuse Glimmer 30BZapierZapierHeldZapierActivepieces, Makeagainst: ZapierMake, Microsoft Power Automate, Zapieragainst: GoHighLevel, Make formerly Integromat, Microsoft Power Automate, Workato, Zapier, n8n
Three alternatives
HubSpot Marketing Hub, Make, n8nTwo alternatives
APIWORX, MakeThree alternatives
Make.com formerly Integromat, Microsoft Power Automate, n8nThree alternatives
Integrately, Pabbly Connect, n8nOne alternative
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 14:08 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:20 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:21 | yes | 15 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 13:10 | yes | 21 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:37 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:08 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:39 | yes | 15 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:28 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:34 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:27 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:09 | yes | 25 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:33 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:51 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:48 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:38 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:56 | yes | 5 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:15 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:32 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:06 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:21 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:31 | yes | 23 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:20 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:34 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:56 | yes | 20 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:03 | yes | 24 | 61 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:12 | yes | 10 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:21 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:38 | yes | 15 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:25 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:24 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:03 | yes | 12 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:50 | yes | 21 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:07 | yes | 25 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:23 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:19 | yes | 20 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:36 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:51 | yes | 10 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:54 | yes | 15 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:42 | yes | 12 | 73 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:41 | yes | 5 | 12 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:45 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:40 | yes | 15 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:10 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:10 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:22 | yes | 19 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:04 | yes | 24 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:41 | yes | 25 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:06 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:13 | yes | 25 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:54 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:49 | yes | 10 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:06 | yes | 20 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 15 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:02 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:36 | yes | 14 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:18 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:47 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:36 | yes | 15 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:26 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:20 | yes | 15 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:40 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:54 | yes | 24 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:40 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:20 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:56 | yes | 24 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:31 | yes | 19 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:46 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:21 | yes | 5 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:32 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:14 | yes | 18 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:08 | yes | 6 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:36 | yes | 14 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:31 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:56 | yes | 11 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:02 | yes | 24 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:11 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:43 | yes | 13 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:40 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:27 | yes | 24 | 124 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:50 | yes | 21 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:23 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:41 | yes | 23 | 37 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
HubSpot read as HubSpot Operations Hub
Jitterbit read as Jitterbit Harmony
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (Salesforce) read as MuleSoft Anypoint Platform
ServiceNow read as ServiceNow Flow Designer
Unresolved, counted raw
Airtable Automations
Bindbee
ClickUp native automations
Make formerly Integromat
Merge.dev
Ones
Reply's Valorem Reply
Salesforce
Self-hosted n8n
Shopify Flow
Stepper
UiPath Agentic Automation
n8n Cloud
Discontinued, still offered
No shut-down product was recommended here.