Workflow orchestration for enterprise buyers
Asked as “workflow orchestration tool”, and as “data pipeline orchestrator”, on behalf of an enterprise B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Temporal 16%
29Apache Airflow16Temporal13Camunda Platform 842others
29% of first choices, contested.
Since October 2026▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.Apache Airflow held the lead, +3 points on 26%, 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.Standing →Mid-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.This page
Make33%Contested▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.Standing →Mid-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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Apache Airflow29%24%68accepted challenger▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.26% → 29%
Apache Airflow29%24%68accepted challenger▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.26% → 29%02
Temporal16%14%42accepted challenger▲+7Since October 2026: 9% → 16%, +7 points. Inside the 11-point floor: within noise.9% → 16%
Temporal16%14%42accepted challenger▲+7Since October 2026: 9% → 16%, +7 points. Inside the 11-point floor: within noise.9% → 16%03Camunda Platform 813%0%46accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%
04Prefect7%18%51accepted challenger▼−6Since October 2026: 13% → 7%, −6 points. Inside the 11-point floor: within noise.13% → 7%
Prefect7%18%51accepted challenger▼−6Since October 2026: 13% → 7%, −6 points. Inside the 11-point floor: within noise.13% → 7%05
Dagster5%23%44accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%
Dagster5%23%44accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%06
Workato5%19%31accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%
Workato5%19%31accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%07
Astronomer Astro2%5%20accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Astronomer Astro2%5%20accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%08
Microsoft Power Automate2%22%23accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Microsoft Power Automate2%22%23accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
ServiceNow Workflow2%22%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
ServiceNow Workflow2%22%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Kestra2%18%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Kestra2%18%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the ten products at 0%, ordered by negative rate
19Make0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Make0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%20
Zapier0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Zapier0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%18
Appian0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Appian0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%16
Azure Logic Apps0%40%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Azure Logic Apps0%40%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%15
AWS Step Functions0%38%24criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
AWS Step Functions0%38%24criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%17
n8n0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
n8n0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11BMC Control-M0%20%20accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
14
Google Cloud Composer Lab in the set0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Cloud Composer Lab in the set0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Amazon Managed Workflows for Apache Airflow0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Amazon Managed Workflows for Apache Airflow0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Argo Workflows0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Argo Workflows0%14%14accepted 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.
Google Cloud Composer is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
0102C03
04050607080910B11
121314151617181920Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Apache Airflow29%
Apache Airflow29%02Temporal16%
Temporal16%03Camunda Platform 813%
04Prefect7%
Prefect7%05Dagster5%
Dagster5%06Workato5%
Workato5%07Astronomer Astro2%
Astronomer Astro2%08Microsoft Power Automate2%
Microsoft Power Automate2%09ServiceNow Workflow2%
ServiceNow Workflow2%10Kestra2%
Kestra2%11BMC Control-M0%
12Argo Workflows0%
Argo Workflows0%13Amazon Managed Workflows for Apache Airflow0%
Amazon Managed Workflows for Apache Airflow0%14Google Cloud Composer0%
Google Cloud Composer0%15AWS Step Functions0%
AWS Step Functions0%16Azure Logic Apps0%
Azure Logic Apps0%17n8n0%
n8n0%18Appian0%
Appian0%19Make0%
Make0%20Zapier0%
Zapier0%What they warned about
One 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, Llama 4 Maverick, 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.
Zapier62%
10 of 16 labels negative · 10 of 14 models · 5 hard negative
“Why avoid: These are primarily no-code tools designed for simple, lightweight automation. They are not suitable for enterprise-scale data infrastructure” Mistral Small, negative prompt
Apache Airflow24%
16 of 68 labels negative · 10 of 14 models · 2 hard negative
“Apache Airflow - 31% of labels were negative, with 12 out of 14 models indicating it as a bad choice, especially for budget constraints.” Llama 4 Maverick, negative prompt
Make64%
9 of 14 labels negative · 9 of 14 models · 5 hard negative
“Zapier, Make, n8n | Designed for individual users or small teams; lack enterprise-grade governance, security, auditability, and scalability.” GLM 4.7 FlashX, negative prompt
AWS Step Functions38%
9 of 24 labels negative · 9 of 14 models
“Cloud-provider-native orchestrators when portability matters... Examples include AWS Step Functions... they can also increase switching costs” GPT-5.4 mini, 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
71 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 826 links across 266 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 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 · Zapier28 answers · 30 citations · 10 models
vendor site · Kestra22 answers · 31 citations · 9 models
vendor site · BMC20 answers · 29 citations · 11 models
18 answers · 32 citations · 10 models
vendor site · ONES.com16 answers · 18 citations · 9 models
15 answers · 15 citations · 8 models
15 answers · 15 citations · 8 models
vendor site · GitHub14 answers · 20 citations · 7 models
vendor site · Guideflow12 answers · 13 citations · 7 models
11 answers · 13 citations · 6 models
vendor site · Beta Systems11 answers · 12 citations · 8 models
10 answers · 15 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.
26 answers · 10 models
15 answers · 8 models
14 answers · 7 models
11 answers · 7 models
10 answers · 7 models
10 answers · 6 models
9 answers · 6 models
8 answers · 7 models
7 answers · 5 models
7 answers · 4 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 |
|---|---|---|---|---|---|---|---|
| Apache Airflow apache.org | 29% | 202 | 8,100 | 271 | 1,144,025 | 0 | |
| Temporal temporal.io | 16% | 93 | 49,500 | 13,896 | 41,181 | 70 | |
| Camunda Platform 8 camunda.com | 13% | 81 | 13,960 | 35 | |||
| Prefect prefect.io | 7% | 140 | 14,800 | 1,159 | 8,198 | $691 | 6 |
| Dagster dagster.io | 5% | 121 | 5,400 | 143 | 23,407 | 34 | |
| Workato workato.com | 5% | 80 | 14,800 | 405 | 38,042 | $20 | 120 |
| Beta Systems ANOW! Suite betasystems.com | 4% | 2 | |||||
| IBM parent site IBM Cloud Pak for Business Automation 2%, IBM Business Automation Workflow 2% | 4% | 5 | 201,000 | 34,098 | |||
| Astronomer astronomer.io Astronomer Astro 2% | 2% | 29 | 170 | 12 | 77,826 company | 46 | |
| Microsoft parent site Microsoft Power Automate 2% | 2% | 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, thedigitalprojectmanager.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 an enterprise B2B company?”Paraphrase“Which data pipeline orchestrator would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade workflow orchestration tools and how do they differ?”Budget-constrained“What is the best workflow orchestration tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a workflow orchestration tool. What should we look at?”Negative“Which workflow orchestration tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceApache AirflowChangedno first choicePrefectagainst: Apache Airflow, Dagsterno first choiceagainst: Apache Airflow, Appian, ServiceNow Workflow, Zapier
Six alternatives
Azure Data Factory, BMC Control-M, Dagster, Google Cloud Composer, Prefect, Stonebranch Universal Automation CenterFive alternatives
Apache Airflow, BMC Control-M, Camunda Platform 8, Prefect, WorkatoGPT-5.4 miniIBM Business Automation Workflow, IBM Cloud Pak for Business AutomationApache AirflowChangedagainst: Dagster, PrefectApache AirflowApache Airflowagainst: Dagster, Prefectno first choiceagainst: AWS Step Functions, Azure Logic Apps, Google Cloud Workflows, Jenkins-based orchestration, Microsoft Power Automate
Three alternatives
Apache Airflow, IBM Workload Automation, IBM watsonx OrchestrateOne alternative
dbt platform orchestrationSix alternatives
AWS Step Functions, Argo Workflows, Camunda Platform 8, Dagster, Prefect, TemporalOne alternative
TemporalGemini 3.5 FlashTemporalApache Airflow, Dagster, PrefectChangedApache AirflowTemporalAstronomer Astroagainst: AWS Step Functions, Apache Airflow, Apache Oozie, Azkaban, Azure Logic Apps, GCP Workflows, GitHub Actions, GitLab CI, Homegrown Cron / Custom Python Scripts, Jenkins, Luigi, Make, Workato, Zapier
Eight alternatives
AWS Step Functions, Apache Airflow, Camunda Platform 8, Dagster, MuleSoft Anypoint Platform, Netflix Conductor, Prefect, WorkatoOne alternative
Astronomer AstroFive alternatives
AWS Step Functions, Argo Workflows, Dagster, Prefect, TemporalFour alternatives
Amazon Managed Workflows for Apache Airflow, Apache Airflow, Argo Workflows, Camunda Platform 8Five alternatives
Camunda Platform 8, Dagster, Prefect, Temporal, WorkatoPerplexity SonarWorkatoApache AirflowChangedTemporalMicrosoft Power Automateagainst: BMC Control-M, Workatono first choiceagainst: AWS Step Functions, Apache Airflow, Appian, Argo Workflows, Azure Logic Apps, BMC Control-M, Broadcom Automic/AutoSys, Dagster, Make, Pega, Prefect, ServiceNow Workflow, Temporal, Zapier
Five alternatives
Camunda Platform 8, Enate, Microsoft Power Automate, Temporal, n8nFive alternatives
AWS Step Functions, Astronomer Astro, Azure Data Factory, Dagster, KestraNine alternatives
Apache Airflow, Argo Workflows, BMC Control-M, Camunda Platform 8, Dagster, Microsoft Power Automate, Prefect, ServiceNow Workflow, WorkatoTwo alternatives
Apache Airflow, Camunda Platform 8Grok 4.20Camunda Platform 8against: Make, Zapier, n8nApache AirflowChangedagainst: AWS Step Functions, Azure Data Factory, GCP Workflows, Kubeflow, LuigiApache Airflowagainst: ActiveBatch, BMC Control-M, RunMyJobsServiceNow Workflowagainst: Apache Airflow, Appian, Dagster, Microsoft Power Automate, Pega, Prefect, UiPath, WorkatoDagster, Prefectagainst: Apache Airflowagainst: Apache Airflow, Apache Oozie, Jenkins, Luigi
Six alternatives
Apache Airflow, Appian, Microsoft Power Automate, ServiceNow Workflow, UiPath, WorkatoFour alternatives
Astronomer Astro, Dagster, Prefect, TemporalFive alternatives
Argo Workflows, Dagster, Kestra, Prefect, TemporalOne alternative
Camunda Platform 8Four alternatives
Camunda Platform 8, Kestra, Temporal, WorkatoMistral SmallWorkatoApache AirflowChangedCamunda Platform 8Beta Systems ANOW! Suiteagainst: BMC Control-M, Broadcom Automic Automationno first choiceagainst: Appian, Make, Microsoft Copilot Studio, Microsoft Power Automate, Pega, ServiceNow Workflow, Workato, Zapier
Two alternatives
Camunda Platform 8, Microsoft Power AutomateFour alternatives
BMC Control-M, Dagster, Orchestra, PrefectEight alternatives
Apache Airflow, Automation Anywhere, IBM watsonx Orchestrate, Microsoft Power Automate, MuleSoft Anypoint Platform, Oracle Cloud Infrastructure (OCI) Orchestration, UiPath, WorkatoDeepSeek V4 FlashCamunda Platform 8, TemporalApache AirflowChangedagainst: AWS Step Functions, Azure Data Factory, Dagster, Prefectno first choiceCamunda Platform 8Temporalagainst: Apache Airflow, n8nagainst: Apache Airflow, Argo Workflows, Ballerina, Luigi, Oozie, Tekton, Temporal
Two alternatives
Apache Airflow, WorkatoThree alternatives
Amazon Managed Workflows for Apache Airflow, Astronomer Astro, Google Cloud ComposerTen alternatives
AWS Step Functions, Apache Airflow, Argo Workflows, Azure Logic Apps, Camunda Platform 8, Dagster, Google Cloud Workflows, Kestra, Prefect, TemporalTwo alternatives
BMC Control-M, ServiceNow WorkflowThree alternatives
Camunda Platform 8, Hatchet, PrefectLlama 4 MaverickApache AirflowApache Airflow, PrefectChangedno first choiceBeta Systems ANOW! Suiteno first choiceagainst: Apache Airflow, Make, Zapier
Four alternatives
Camunda Platform 8, Kore.ai, Prefect, TemporalFour alternatives
Apache Airflow, BMC Control-M, Camunda Platform 8, PrefectQwen 3.7 FlashApache AirflowApache AirflowHeldBMC Control-Magainst: AutomicKestra, Prismatic.ioagainst: MuleSoft Anypoint Platform, Workatono first choiceagainst: AWS Step Functions, Apache Oozie, Asana, IFTTT, Jira, Kubernetes CronJobs, Luigi, Make, Python, Trello, UiPath Enterprise Automation, Zapier
Three alternatives
Camunda Platform 8, Temporal, WorkatoFive alternatives
Amazon Managed Workflows for Apache Airflow, Astronomer Astro, Dagster, Google Cloud Composer, KestraThree alternatives
Redwood Software, Stonebranch Universal Automation Center, WorkatoTwo alternatives
Camunda Platform 8, Microsoft Power AutomateKimi K2Camunda Platform 8, TemporalApache AirflowChangedApache AirflowCamunda Platform 8against: Amazon Managed Workflows for Apache Airflow, Astronomer Astro, Temporal, Workato, Zapier/Makeno first choiceagainst: AWS Step Functions, Apache Airflow, Azure Logic Apps, Google Cloud Workflows, IFTTT, Make, Temporal, Zapier
One alternative
Apache AirflowFive alternatives
Amazon Managed Workflows for Apache Airflow, Astronomer Astro, Dagster, Google Cloud Composer, PrefectSeven alternatives
AWS Step Functions, Argo Workflows, Azure Logic Apps, Camunda Platform 8, Dagster, Prefect, TemporalOne alternative
Apache AirflowFour alternatives
Apache Airflow, Camunda Platform 8, Flowable, TemporalGLM 4.7 FlashXWorkatoApache AirflowChangedagainst: Dagster, PrefectApache AirflowTemporalno first choiceagainst: Apache Airflow, Appian, Cron, IBM Business Automation Workflow, Make, Microsoft Power Automate, Pega, ServiceNow Workflow, Zapier, n8n
Four alternatives
Apache Airflow, Azure Logic Apps, Camunda Platform 8, TemporalOne alternative
Astronomer AstroEight alternatives
Apache NiFi, Argo Workflows, Azure Data Factory, Camunda Platform 8, Dagster, Prefect, Temporal, n8nThree alternatives
Astronomer Astro, Dagster, PrefectMiniMax M2.5Camunda Platform 8Apache AirflowChangedagainst: AWS Step Functions, Azure Data Factory, Prefectno first choiceOrchestraagainst: Amazon Managed Workflows for Apache Airflow, Apache Airflow, Dagster, Google Cloud Composer, Microsoft Power Automate, Prefect, Temporalno first choiceagainst: Apache Airflow, Apache Oozie, Azkaban, Cron-based systems, Dagster, Google Cloud Composer, Kestra, Luigi, Make, Orchest, Zapier
Two alternatives
ServiceNow Workflow, WorkatoThree alternatives
Amazon Managed Workflows for Apache Airflow, Astronomer Astro, DagsterEight alternatives
AWS Step Functions, Apache Airflow, Azure Logic Apps, Camunda Platform 8, Dagster, Google Cloud Workflows, ServiceNow Workflow, TemporalGPT-6 LunaTemporalDagsterChangedApache AirflowMicrosoft Power Automate ProcessTemporalagainst: AWS Step Functions, Apache Airflow, Camunda Self-Managed, Temporal, n8n
Three alternatives
Apache Airflow, Camunda Platform 8, WorkatoOne alternative
Apache AirflowSeven alternatives
AWS Step Functions, Argo Workflows, BMC Control-M, Camunda Platform 8, Dagster, Prefect, TemporalOne alternative
Camunda Platform 8Three alternatives
AWS Step Functions, Camunda Platform 8, PrefectMuse Glimmer 30BCamunda Platform 8, TemporalApache AirflowChangedno first choiceFrends, Tray.aino first choiceagainst: Azkaban, Cadence, Dagster, Kestra, Luigi, Maestro, Orchest, Prefect
Nine alternatives
Appian, BMC Control-M, Boomi, MuleSoft Anypoint Platform, Pega, Redwood Software, ServiceNow Workflow, Stonebranch Universal Automation Center, WorkatoTwo alternatives
BMC Control-M, DagsterEight alternatives
AWS Step Functions, Apache Airflow, Argo Workflows, Azure Data Factory, BMC Control-M, Camunda Platform 8, Google Cloud Workflows, TemporalThree alternatives
Apache Airflow, Cflow, Microsoft Power AutomateBold 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 13:06 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:40 | 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 08:35 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:45 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:16 | yes | 5 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | yes | 5 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 23 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:48 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:34 | yes | 5 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:23 | yes | 10 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:00 | yes | 14 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:10 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:01 | yes | 4 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:44 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:29 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:19 | yes | 3 | 6 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 10:06 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:24 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:05 | yes | 5 | 43 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:18 | yes | 25 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:54 | yes | 14 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:13 | yes | 25 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:52 | yes | 5 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:45 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:00 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:40 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:44 | yes | 6 | 10 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 11:59 | no | 0 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:46 | yes | 10 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:04 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:03 | yes | 24 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:01 | yes | 10 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:07 | yes | 25 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | no | 0 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 10 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:23 | yes | 9 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:28 | yes | 24 | 48 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:35 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:29 | yes | 3 | 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 16:40 | no | 0 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:45 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:48 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:52 | yes | 5 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:23 | yes | 24 | 47 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:42 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:50 | yes | 9 | 71 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 25 | 65 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:54 | yes | 24 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:07 | yes | 8 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:44 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:01 | yes | 20 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:31 | yes | 18 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:54 | yes | 3 | 8 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 14:38 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:57 | yes | 10 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:39 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:33 | yes | 25 | 57 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:24 | yes | 10 | 46 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:05 | yes | 15 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:33 | yes | 10 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:36 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:28 | yes | 5 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:10 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:36 | yes | 4 | 7 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 18:10 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:56 | yes | 25 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:55 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:01 | no | 0 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:25 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:36 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 25 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:29 | yes | 25 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:04 | yes | 25 | 88 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:30 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:15 | yes | 23 | 38 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
Argo read as Argo Workflows
Astronomer read as Astronomer Astro
Astronomer (Astro) read as Astronomer Astro
Astronomer (Managed Apache Airflow) read as Astronomer Astro
BMC read as BMC Control-M
BMC (Control-M) read as BMC Control-M
Camunda read as Camunda Platform 8
Camunda (Camunda 8 Enterprise) read as Camunda Platform 8
Camunda 8 read as Camunda Platform 8
Camunda 8 (Enterprise) read as Camunda Platform 8
Camunda Enterprise read as Camunda Platform 8
MuleSoft read as MuleSoft Anypoint Platform
ServiceNow read as ServiceNow Workflow
Stonebranch read as Stonebranch Universal Automation Center
Unresolved, counted raw
Ballerina
Camunda Self-Managed
Cron-based systems
Durable Functions
Frends
Hatchet
Homegrown Cron / Custom Python Scripts
IBM Cloud Pak for Integration
IBM Workload Automation
Informatica Data Integration / Talend
Jenkins-based orchestration
Kubernetes CronJobs
Microsoft Power Automate Process
Oracle Cloud Infrastructure (OCI) Orchestration
Oracle Integration/Process Automation
Prismatic.io
Self-Hosted Airflow
ServiceNow Orchestration
UiPath Enterprise Automation
dbt platform orchestration
Discontinued, still offered
No shut-down product was recommended here.