IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Data platform › September 2026 Edition

Workflow orchestration

Asked as “workflow orchestration tool”, and as “data pipeline orchestrator”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Prefect
Contested
24% of first choices, contested.
ShowinginAll 67 categories in the September 2026 Edition →

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 businessPrefect23%ContestedStanding →Mid-marketPrefect24%ContestedThis pageEnterpriseApache Airflow29%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Prefect24%2%48accepted challenger
02Dagster18%5%39accepted challenger
03Apache Airflow16%32%56criticized challenger
04Make10%14%22accepted challenger
05n8n8%12%26accepted challenger
06Workato6%27%15criticized challenger
07Zapier4%32%25criticized challenger
08Kestra2%0%16accepted challenger
Show the eight products at 0%, ordered by negative rate
16Pega0%40%10criticized challenger
15AWS Step Functions0%39%18criticized challenger
14ServiceNow0%36%11criticized challenger
11Argo Workflows0%21%19accepted challenger
09Temporal0%16%38accepted challenger
10Camunda0%16%19accepted challenger
13Microsoft Power Automate0%10%10accepted challenger
12Astronomer Astro0%8%13accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Prefect vs DagsterPrefect vs Apache AirflowDagster vs Apache Airflow

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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Prefect24%
02Dagster18%
03Apache Airflow16%
04Make10%
05n8n8%
06Workato6%
07Zapier4%
08Kestra2%
09Temporal0%
10Camunda0%
11Argo Workflows0%
12Astronomer Astro0%
13Microsoft Power Automate0%
14ServiceNow0%
15AWS Step Functions0%
16Pega0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 Airflow
32%
18 of 56 labels negative · 10 of 12 models · 1 hard negative
“Airflow is often a budget trap for small companies.” Gemini 3.5 Flash, budget prompt
Zapier
32%
8 of 25 labels negative · 7 of 12 models · 1 hard negative
“engineers should avoid using them for core backend operations” Gemini 3.5 Flash, negative prompt
AWS Step Functions
39%
7 of 18 labels negative · 7 of 12 models
“AWS Step Functions is tightly coupled to AWS and has no human-in-the-loop design or governance layer, making it unsuitable for operations teams.” Claude Haiku 4.5, negative prompt
Temporal
16%
6 of 38 labels negative · 5 of 12 models · 1 hard negative
“Avoid Temporal unless you explicitly have long-running business-critical processes and dedicated backend engineers” DeepSeek V4 Flash, direct prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

63 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 807 links across 255 sites, every framing counted. Ranked by the number of answers carrying the site or page.

elementum.ai
vendor site · Elementum31 answers · 33 citations · 10 models
zapier.com
vendor site · Zapier27 answers · 30 citations · 9 models
enate.io
vendor site · Enate25 answers · 25 citations · 10 models
reddit.com
24 answers · 33 citations · 9 models
teamwork.com
vendor site · Teamwork.com21 answers · 21 citations · 10 models
wrike.com
vendor site · Wrike18 answers · 18 citations · 9 models
getorchestra.io
15 answers · 23 citations · 7 models
devopsschool.com
15 answers · 15 citations · 7 models
kestra.io
vendor site · Kestra12 answers · 18 citations · 6 models
unmeshed.io
vendor site · Unmeshed12 answers · 12 citations · 7 models
cognism.com
11 answers · 12 citations · 8 models
aimultiple.com
11 answers · 11 citations · 7 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

elementum.ai/blog/best-workflow-orchestration-tools
31 answers · 10 models
zapier.com/blog/workflow-orchestration-tools
27 answers · 9 models
enate.io/blog/workflow-orchestration-tools
25 answers · 10 models
teamwork.com/blog/workflow-orchestration-tools
21 answers · 10 models
wrike.com/workflow-guide/workflow-orchestration-tools
18 answers · 9 models
devopsschool.com/blog/top-10-workflow-orchestration-tools-features-pros-con…
12 answers · 7 models
unmeshed.io/blog/workflow-orchestration-tools-2026
12 answers · 7 models
kanerika.com/blogs/workflow-orchestration-tools
11 answers · 7 models
aimultiple.com/data-orchestration-tools
10 answers · 7 models
reddit.com/r/ITManagers/comments/1soh54t/enterprise_workflow_orchestration_…
10 answers · 5 models

04How 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.
ModelDirect“What is the best workflow orchestration tool for a mid-market B2B company?”Paraphrase“Which data pipeline orchestrator would you recommend to a mid-sized B2B company?”Comparative“What are the top workflow orchestration tools and how do they differ?”Budget-constrained“What is the best workflow orchestration tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a workflow orchestration tool. What should we look at?”Negative“Which workflow orchestration tools should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Apache Airflow, WorkatoApache AirflowChanged
Three alternativesGoogle Cloud Dataflow, Netflix Conductor, SnapLogic
no first choiceApache Airflow
Two alternativesDagster, Prefect
no first choiceagainst: AWS Step Functions, Zapier
GPT-5.4 miniPrefect
Two alternativesArgo Workflows, Temporal
against: Apache AirflowDagsterChanged
Two alternativesApache Airflow, Prefect
no first choiceApache Airflow
Two alternativesArgo Workflows, Prefect
against: Dagster, Luigino first choiceagainst: Apache Airflow, Argo Workflows, Camunda
Gemini 3.5 FlashDagster, Prefect
Two alternativesTemporal, n8n
against: Apache Airflow, MuleSoft Anypoint Platform, Workato, ZapierDagster, PrefectHeld
Four alternativesAmazon Managed Workflows for Apache Airflow, Astronomer Astro, Kestra, Orchestra
against: Apache Airflowno first choicePrefect
Four alternativesAWS Step Functions, Google Cloud Workflows, Kestra, Windmill
against: Apache Airflowno first choiceagainst: AWS Step Functions, Apache Airflow, Apache NiFi, Apache Oozie, Argo Workflows, Cadence, Kubeflow Pipelines, Luigi, Make, SharePoint 2013 / Designer Workflows, Temporal, Zapier
Perplexity SonarWorkato
Four alternativesEnate, HubSpot, Next Matter, Wrike
DagsterChanged
Three alternativesApache Airflow, Managed Airflow/Astronomer, Prefect
no first choiceApache Airflow, n8n
One alternativePrefect
no first choiceagainst: AWS Step Functions, Apache Airflow, Argo Workflows, Camunda, Temporal
Grok 4.1 FastMake
Three alternativesPrefect, Wrike, n8n
against: Apache Airflow, Appian, Workato, ZapierPrefectChanged
One alternativeDagster
against: Apache AirflowApache Airflow
Five alternativesArgo Workflows, Dagster, Flyte, Prefect, Temporal
Prefect
Two alternativesMage, n8n
against: Amazon Managed Workflows for Apache Airflow, Apache Airflow, Astronomer Astro, Workatono first choiceagainst: Appian, Pega, ServiceNowagainst: Apache Airflow, Argo Workflows, Azkaban, Dagster, Luigi, Netflix Conductor, Orchest, Prefect
Mistral SmallEnate, Next Matter
Three alternativesBoomi, HubSpot Marketing Hub, SnapLogic
Apache Airflow, DagsterChanged
One alternativePrefect
no first choiceagainst: AWS Step Functions, Azure Logic Apps, IBM Business Automation Workflow, TemporalMake, Zapier
Three alternativesCamunda, Prefect, n8n
no first choiceagainst: n8nagainst: Apache Airflow, Appian, Camunda, Make, Pega, ServiceNow, Temporal, Zapier
DeepSeek V4 FlashMake, n8n
Three alternativesApache Airflow, Dagster, Prefect
against: Temporal, ZapierDagster, PrefectChanged
One alternativeApache Airflow
Apache Airflow
Three alternativesDagster, Prefect, Temporal
against: Celery, cronApache Airflow
Three alternativesDagster, Prefect, n8n
no first choice
Six alternativesAWS Step Functions, Apache Airflow, Camunda, Dagster, Prefect, Temporal
against: AWS Step Functions, Apache Airflow, Apache Oozie, Databricks Lakeflow Jobs, Flowise / OpenAI Agent Builder, JFrog Pipelines, Microsoft Power Automate, Orchest, Relay.app, SharePoint 2013 Workflow, Snowflake Tasks
Llama 4 MaverickHubSpot Marketing Hub
Three alternativesElementum, Enate, SnapLogic
no first choiceChangedno first choiceno first choiceElementum
Two alternativesPega, ServiceNow
nothing named
Qwen 3.7 FlashEnate, Workato
Four alternativesHubSpot, Make, Next Matter, SnapLogic
against: ServiceNowDagster, PrefectChanged
One alternativeApache Airflow
no first choicePrefect
Two alternativesArgo Workflows, n8n
against: Apache Airflowno first choiceagainst: AWS Step Functions, Airbyte, Apache Airflow, Azure Logic Apps, Google Cloud Workflows, IBM/WebSphere, Make, Pega, Zapier
Kimi K2Make
Three alternativesTemporal, Workato, n8n
against: ZapierDagster, PrefectChanged
One alternativeApache Airflow
no first choiceKestra, n8n
Three alternativesApache Airflow, Temporal, Windmill
Workato
Five alternativesCamunda, Flowable, Make, Microsoft Power Automate, Zapier
against: AWS Step Functions, Apache Airflow, Apache Oozie, Azkaban, Luigi, n8n
GLM 4.7 FlashXMake
Six alternativesApache Airflow, Microsoft Power Automate, Tray.io, Workato, Zapier, n8n
Apache AirflowChanged
Two alternativesDagster, Prefect
Apache Airflow, Temporal
Thirteen alternativesAWS Step Functions, Azure Logic Apps, Camunda, Dagster, Google Cloud Workflows, Kestra, Make, Microsoft Power Automate, Prefect, ServiceNow, Workato, Zapier, n8n
Prefect, n8n
Five alternativesActivepieces, Argo Workflows, Dagster, Kestra, Windmill
no first choicenothing named
MiniMax M2.5Apache Airflow, Prefect
One alternativeCamunda
DagsterChanged
Two alternativesApache Airflow, Prefect
no first choiceZapier
Four alternativesApache Airflow, Make, NORA, Temporal
no first choice
Five alternativesCamunda, Elementum, Flowable, ServiceNow, Temporality
against: Apache Airflow, Appian, Pega, ServiceNow, Temporal, n8n
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:57no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:13yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:34yes2030 s
Direct recommendationPerplexity Sonarsonar2026-09-17 11:47yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:27yes4318 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 10:08yes56 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 14:04yes3048 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:00yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:25yes540 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:36yes1529 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:57yes1457 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:21no015 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:09yes1019 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:50yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:30yes1122 s
ParaphrasePerplexity Sonarsonar2026-09-17 10:43yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:03yes1910 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 11:48yes1411 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:21yes1014 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:32yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:01yes1031 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:07yes1025 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:36yes18127 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 14:06yes1075 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:21yes1312 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:38yes67 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:43yes1531 s
ComparativePerplexity Sonarsonar2026-09-17 13:54yes2011 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:37yes2714 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 09:42yes58 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:08yes1219 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 09:44yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:53yes535 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:16yes1539 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:12yes25343 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:47yes518 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:24no04 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:27yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:52yes722 s
Budget constrainedPerplexity Sonarsonar2026-09-17 14:01yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:58yes2815 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 10:19yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:02yes914 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:06yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:33no041 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:53yes829 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:43yes2962 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:39yes532 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:27no09 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:37no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:08no015 s
Scale constrainedPerplexity Sonarsonar2026-09-17 11:59yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:18yes1611 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:54no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:10yes1119 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:50yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:13no038 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 09:56yes1325 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:09yes16220 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:32yes519 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:44yes139 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:54yes78 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:47yes1219 s
Negative framingPerplexity Sonarsonar2026-09-17 11:21yes209 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:12yes4022 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 12:00yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:03yes2522 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:02yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:40yes1469 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:39yes3065 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:15yes2158 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:42yes2342 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Astronomer read as Astronomer Astro
Astronomer Cloud read as Astronomer Astro
MuleSoft read as MuleSoft Anypoint Platform
Unresolved, counted raw
Breyta
Cloudflare Workflows
Flowise / OpenAI Agent Builder
Gumloop
IBM/WebSphere
Lindy
Managed Airflow/Astronomer
Moxo
Node-RED
Orkes Conductor
Relay.app
ServiceNow Agent Fabric
ServiceNow Automation Engine
SharePoint 2013 / Designer Workflows
SharePoint 2013 Workflow
Temporality
Zapier/Temenos
cron
Discontinued, still offered
No shut-down product was recommended here.

Also in data platform

The other categories of this function, with the leader in each.
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