Workflow orchestration for small business buyers
Asked as “workflow orchestration tool”, and as “data pipeline orchestrator”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Prefect 20%
33Make20Prefect18Zapier29others
33% of first choices, contested.
Since October 2026▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.Make held the lead, +9 points on 24%, 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
Make33%Contested▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.This pageMid-market
Prefect25%Contested▲+4Since October 2026: 21% → 25%, +4 points. Inside the 11-point floor: within noise.Standing →Enterprise
Apache Airflow29%Contested▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.Standing →
Make33%Contested▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.This pageMid-marketPrefect25%Contested▲+4Since October 2026: 21% → 25%, +4 points. Inside the 11-point floor: within noise.Standing →EnterpriseApache Airflow29%Contested▲+3Since October 2026: 26% → 29%, +3 points. 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
01Make33%7%58endorsed leader▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.24% → 33%
Make33%7%58endorsed leader▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.24% → 33%02Prefect20%14%50accepted challenger▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.22% → 20%
Prefect20%14%50accepted challenger▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.22% → 20%03
Zapier18%27%60criticized challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 11-point floor: within noise.15% → 18%
Zapier18%27%60criticized challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 11-point floor: within noise.15% → 18%04
n8n16%10%52accepted challenger▲+1Since October 2026: 15% → 16%, +1 point. Inside the 11-point floor: within noise.15% → 16%
n8n16%10%52accepted challenger▲+1Since October 2026: 15% → 16%, +1 point. Inside the 11-point floor: within noise.15% → 16%05Apache Airflow4%63%57criticized challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Apache Airflow4%63%57criticized challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%06
Dagster2%14%36accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Dagster2%14%36accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%07
Temporal2%38%32criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Temporal2%38%32criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
10Camunda Platform 80%61%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
AWS Step Functions0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AWS Step Functions0%43%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Microsoft Power Automate0%4%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Microsoft Power Automate0%4%26accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Prefect vs MakePrefect vs WorkatoPrefect vs ZapierPrefect vs TemporalDagster vs Apache AirflowDagster vs n8nDagster vs MakeDagster vs WorkatoDagster vs ZapierDagster vs TemporalApache Airflow vs n8nApache Airflow vs MakeApache Airflow vs WorkatoApache Airflow vs ZapierApache Airflow vs Temporaln8n vs Maken8n vs Workaton8n vs Zapiern8n vs TemporalMake vs WorkatoMake vs ZapierMake vs TemporalWorkato vs ZapierWorkato vs TemporalZapier vs Temporal
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 →
010203040506070809C10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Make33%
Make33%02Prefect20%
Prefect20%03Zapier18%
Zapier18%04n8n16%
n8n16%05Apache Airflow4%
Apache Airflow4%06Dagster2%
Dagster2%07Temporal2%
Temporal2%08Microsoft Power Automate0%
Microsoft Power Automate0%09AWS Step Functions0%
AWS Step Functions0%10Camunda Platform 80%
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Kimi K2, 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.
Apache Airflow63%
36 of 57 labels negative · 13 of 14 models · 15 hard negative
“avoid Apache Airflow. While Airflow is the industry standard, it requires high DevOps maintenance and is incredibly resource-heavy to host” Muse Glimmer 30B, negative prompt
Zapier27%
16 of 60 labels negative · 11 of 14 models · 3 hard negative
“Zapier is also mentioned as a tool that can be expensive per task, especially for high-volume workflows” Llama 4 Maverick, negative prompt
Camunda Platform 8
61%
11 of 18 labels negative · 9 of 14 models · 5 hard negative
“Avoid overly complex enterprise tools like Camunda or Airflow unless you have dedicated technical resources.” Kimi K2, scale prompt
Temporal38%
12 of 32 labels negative · 8 of 14 models · 5 hard negative
“Avoid unless you're building a complex, long-running distributed system and have a dedicated DevOps/infrastructure team.” Muse Glimmer 30B, 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
70 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. 709 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page. 31 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 · Zapier38 answers · 47 citations · 12 models
vendor site · ONES.com33 answers · 84 citations · 11 models
20 answers · 29 citations · 10 models
vendor site · GitHub16 answers · 21 citations · 7 models
vendor site · Kestra16 answers · 21 citations · 9 models
publisher (Gane)16 answers · 17 citations · 9 models
16 answers · 16 citations · 8 models
vendor site · LarkSuite14 answers · 18 citations · 8 models
vendor site · G213 answers · 15 citations · 10 models
vendor site · Wrike13 answers · 13 citations · 4 models
vendor site · Prefect12 answers · 14 citations · 6 models
vendor site · Teamwork.com11 answers · 11 citations · 6 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.
33 answers · 11 models
16 answers · 8 models
16 answers · 9 models
12 answers · 4 models
10 answers · 8 models
10 answers · 6 models
10 answers · 7 models
10 answers · 6 models
9 answers · 6 models
9 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 orchestration tool”, “workflow orchestration tool”, “workflow orchestration tools”. 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 | 33% | 127 | 135,000 | 12,939,045 | 439,031 | 76 | |
| Prefect prefect.io | 20% | 140 | 14,800 | 1,159 | 8,198 | $691 | 6 |
| Zapier zapier.com | 18% | 172 | 165,000 | 2,145 | 7,333,309 | $230 | 120 |
| n8n n8n.io | 16% | 111 | 165,000 | 2,786 | 133,599 | 42 | |
| Apache Airflow apache.org | 4% | 202 | 8,100 | 271 | 1,144,025 | 0 | |
| Dagster dagster.io | 2% | 121 | 5,400 | 143 | 23,407 | 34 | |
| Temporal temporal.io | 2% | 93 | 49,500 | 13,896 | 41,181 | 70 | |
| Prefect Open Source | 2% | ||||||
| n8n Cloud | 2% | ||||||
| Microsoft parent site Microsoft Power Automate 0% | 0% | 323 | 2,240,000 | 403,136 |
Google's top ten for the three searches hold 17 sites; 2 of them are among the sites the models cited here (github.com, teamwork.com). The first result for “best workflow orchestration tool” is guptadeepak.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 orchestration tool for a small B2B company?”Paraphrase“Which data pipeline orchestrator would you recommend to a small business that sells to other businesses?”Comparative“What are the top workflow orchestration tools for a small team and how do they differ?”Budget-constrained“What is the best workflow orchestration tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a workflow orchestration tool. What should we look at?”Negative“Which workflow orchestration tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Make, ZapierApache AirflowChangedMakeMakeno first choiceagainst: Apache Airflow, Appian, Camunda Platform 8, Dagster, Pega, Prefect, ServiceNow Workflow, Temporal, Workato
Three alternatives
Prefect, Shipyard, monday serviceOne alternative
PrefectFive alternatives
Asana, Microsoft Power Automate, Zapier, monday service, n8nTwo alternatives
Zapier, n8nGPT-5.4 miniPrefectApache AirflowChangedDagster, TemporalPrefect Open Sourceagainst: Luigino first choiceagainst: Camunda Platform 8
Three alternatives
Apache Airflow, Argo Workflows, DagsterTwo alternatives
Dagster, PrefectThree alternatives
Apache Airflow, Argo Workflows, PrefectTwo alternatives
Apache Airflow, DagsterGemini 3.5 Flashn8nagainst: Apache Airflow, ZapierDagsterChangedagainst: Apache AirflowPrefectagainst: Apache AirflowPrefectagainst: Amazon Managed Workflows for Apache Airflow, Apache Airflow, Astronomer Astrono first choiceagainst: AWS Step Functions, Apache Airflowagainst: Apache Airflow, Apache NiFi, Argo Workflows, Boomi, Camunda Platform 8, IBM Business Automation Workflow, Kubeflow, Luigi, MuleSoft Anypoint Platform, Pega, Tekton, Tibco, Zapier
Five alternatives
AWS Step Functions, Dagster, Make, Prefect, TemporalFive alternatives
Amazon Managed Workflows for Apache Airflow, Astronomer Astro, Kestra, Prefect, dbtFour alternatives
Dagster, Kestra, Mage, TemporalThree alternatives
Dagster, Kestra, TemporalSix alternatives
Dagster, Inngest, Prefect, Temporal, Windmill, n8nPerplexity SonarMakeagainst: Apache Airflow, Dagster, TemporalPrefectChangedagainst: Apache AirflowZapieragainst: Apache Airflow, Dagster, Prefect, TemporalMakeagainst: Apache Airflowno first choiceagainst: AWS Step Functions, Apache Airflow, Appian, Camunda Platform 8, Pega, ServiceNow Workflow, Temporal, Workato, Zapier, n8n
Four alternatives
HubSpot Marketing Hub, Microsoft Power Automate, Zapier, n8nThree alternatives
Dagster, Fivetran, HevoSix alternatives
Asana, ClickUp, Make, Microsoft Power Automate, monday service, n8nThree alternatives
Microsoft Power Automate, Zapier, n8nGrok 4.20Make, Zapieragainst: AWS Step Functions, Apache Airflow, Appian, Camunda Platform 8, Prefect, Temporal, UiPathPrefectChangedagainst: AWS Glue, Apache Airflow, Astronomer Astro, Azure Data Factory, Google Cloud Composer, Hevo Data, Make, Rivery, Skyvia, ZapierMake, Zapieragainst: Apache Airflown8nagainst: Camunda Platform 8, DolphinScheduler, TemporalPrefectagainst: Apache Airflowagainst: Apache Airflow, Camunda Platform 8, Dagster, IBM Business Automation Workflow, Jenkins, Oracle BPM, Prefect, Workato
Two alternatives
Microsoft Power Automate, n8nOne alternative
DagsterThree alternatives
Microsoft Power Automate, Prefect, n8nTwo alternatives
Apache Airflow, PrefectFour alternatives
Camunda Platform 8, Dagster, Temporal, n8nMistral SmallMake, Zapierno first choiceChangedMake, ZapierMake, Zapierno first choiceagainst: Apache Airflow, Automation Anywhere, Blue Prism, UiPath
Two alternatives
Enate, n8nFive alternatives
Airtable, ClickUp, Microsoft Power Automate, ONES.com, n8nTwo alternatives
ONES.com, n8nDeepSeek V4 FlashZapiern8nChangedagainst: Apache Airflow, Dagster, Make, ZapierPrefect, n8nagainst: Apache Airflown8nagainst: ZapierPrefectagainst: Apache Airflowagainst: AWS Step Functions, Apache Airflow, Camunda Platform 8, Temporal, Zapier
Four alternatives
HubSpot Workflows, Make, Microsoft Power Automate, n8nOne alternative
PrefectSix alternatives
Dagster, Kestra, Make, Microsoft Power Automate, Temporal, ZapierOne alternative
MakeFive alternatives
Dagster, Make, Temporal, Zapier, n8nLlama 4 Maverickno first choiceno first choiceHeldONES.comZapierno first choiceagainst: Apache Airflow, Temporal, Zapier
Two alternatives
Keboola, SkyviaFour alternatives
Make, Microsoft Power Automate, Zapier, n8nFour alternatives
Make, ONES.com, Pipefy, n8nQwen 3.7 FlashMakeagainst: ActiveBatch, RunMyJobsMakeHeldagainst: Apache AirflowMakeagainst: Apache Airflow, Zapiern8nagainst: Zapierno first choiceagainst: Apache Airflow, Jenkins, n8nagainst: Apache Airflow, Appian, Azkaban, Kofax, Luigi, Pega, Prefect, ServiceNow Workflow, Temporal, UiPath, Zapier, n8n
Two alternatives
Camunda Platform 8, ZapierTwo alternatives
Prefect, ZapierThree alternatives
GitHub Actions, Prefect, n8nThree alternatives
Activepieces, Make, PipedreamTen alternatives
CircleCI, Dagster, Fly.io, GitHub Actions, GitLab CI, Make, Prefect, Tray.io, Zapier, dbtKimi K2MakePrefectChangedMake, n8nn8nMake, Zapieragainst: Apache Airflow, Camunda Platform 8against: Apache Airflow, Appian, IBM Cloud Pak, Make, ServiceNow Workflow, Zapier, n8n
Three alternatives
Camunda Platform 8, Zapier, n8nTwo alternatives
Apache Airflow, DagsterFour alternatives
Apache Airflow, Dagster, Prefect, ZapierFour alternatives
Apache Airflow, Make, Temporal, ZapierOne alternative
n8nGLM 4.7 FlashXZapierPrefectChangedagainst: Apache Airflowno first choicen8nPrefect, Temporalagainst: AWS Step Functions, Apache Airflow, Appian, Azure Logic Apps, Camunda Platform 8, Nintex, Pega, Prefect, ServiceNow Workflow, Workato, Zapier
Four alternatives
Camunda Platform 8, Make, Pipefy, WorkatoOne alternative
CognismNine alternatives
Apache Airflow, Dagster, Make, Microsoft Power Automate, ONES.com, Prefect, Temporal, Zapier, n8nFour alternatives
Apache Airflow, Make, Microsoft Power Automate, ZapierFour alternatives
Apache Airflow, Make, Zapier, n8nMiniMax M2.5Make, Zapierno first choiceChangedDagster, Prefectagainst: Apache AirflowMakeno first choiceagainst: ANOW! Suite, Apache Airflow, Zapier
Two alternatives
Microsoft Power Automate, n8nFour alternatives
ClickUp, Make, Zapier, monday serviceTwo alternatives
Zapier, n8nGPT-6 Lunan8n CloudPrefectChangedZapieragainst: TemporalMakeno first choiceagainst: Apache Airflow, Make, Microsoft Power Automate, Temporal, UiPath, Zapier
Three alternatives
Prefect, Temporal, ZapierOne alternative
DagsterFour alternatives
Make, Microsoft Power Automate, Prefect, n8nTwo alternatives
Apache Airflow, n8nSix alternatives
Apache Airflow, Camunda Platform 8, Make, Temporal, Zapier, n8nMuse Glimmer 30BMakeMakeHeldagainst: Apache AirflowMake, Zapieragainst: Activepieces, Pipedreamn8nno first choiceagainst: AWS Step Functions, Apache Airflow, Camunda Platform 8, Prefect, Temporal, UiPath, Zapier, n8n
Two alternatives
Zapier, n8nFour alternatives
Keboola, Prefect, Skyvia, n8nThree alternatives
Microsoft Power Automate, ONES.com, n8nThree alternatives
Apache Airflow, Make, ZapierBold 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 09:40 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | yes | 4 | 5 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 15:26 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:14 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:42 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 14 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:03 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:31 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:56 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:23 | yes | 9 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:11 | yes | 5 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:54 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:43 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:29 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 2 | 4 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 11:05 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:48 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:15 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:14 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:42 | yes | 20 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:09 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 20 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:34 | yes | 20 | 68 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:44 | no | 0 | 69 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:36 | yes | 10 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:14 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 6 | 8 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 09:44 | yes | 7 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 18:24 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 10 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:53 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:29 | yes | 24 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:03 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:42 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:52 | yes | 15 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:43 | yes | 24 | 62 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:57 | yes | 10 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:27 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:48 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:00 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:57 | yes | 4 | 5 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 10:18 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:44 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:16 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:56 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:47 | yes | 20 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:02 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:39 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:32 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:48 | yes | 19 | 52 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:43 | yes | 20 | 73 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:44 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:35 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:46 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:31 | no | 0 | 6 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 09:14 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:41 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:18 | yes | 18 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:07 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:01 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:12 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:21 | yes | 15 | 114 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:05 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:14 | yes | 5 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:02 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:21 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:52 | yes | 4 | 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 16:56 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:04 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:32 | yes | 10 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:27 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:56 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:04 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | yes | 5 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:39 | yes | 23 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 23 | 103 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:35 | yes | 5 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:09 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:29 | yes | 13 | 25 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
Astronomer read as Astronomer Astro
Camunda read as Camunda Platform 8
HubSpot read as HubSpot Marketing Hub
MuleSoft read as MuleSoft Anypoint Platform
ServiceNow read as ServiceNow Workflow
ServiceNow (SNOW) read as ServiceNow Workflow
Unresolved, counted raw
ANOW! Suite
Airflow via Astronomer
Automate.io
Bubble
Cron jobs + simple scripts
DolphinScheduler
Glide
HubSpot Workflows
Monday
Prefect Open Source
Revo
Shipyard
Zeebe
n8n Cloud
Discontinued, still offered
No shut-down product was recommended here.