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

Workflow orchestration for small business buyers

Asked as “workflow orchestration tool”, and as “data pipeline orchestrator”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Prefect
Contested
23% 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%ContestedThis pageMid-marketPrefect24%ContestedStanding →EnterpriseApache 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Prefect23%10%42accepted challenger
02Make17%2%40accepted challenger
03Zapier17%22%50accepted challenger
04n8n15%5%44accepted challenger
05Dagster8%14%36accepted challenger
06Temporal4%56%18criticized challenger
07Apache Airflow2%62%50criticized challenger
Show the three products at 0%, ordered by negative rate
10Camunda0%83%12criticized challenger
09Argo Workflows0%64%11criticized challenger
08Microsoft Power Automate0%0%14accepted 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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Prefect23%
02Make17%
03Zapier17%
04n8n15%
05Dagster8%
06Temporal4%
07Apache Airflow2%
08Microsoft Power Automate0%
09Argo Workflows0%
10Camunda0%

02What they warned about

Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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
62%
31 of 50 labels negative · 11 of 12 models · 14 hard negative
“Apache Airflow is the most popular choice, yet it has a massive "maintenance tax."... Why Avoid: It turns a simple "A then B" task into a multi-day project” Qwen 3.7 Flash, negative prompt
Camunda
83%
10 of 12 labels negative · 9 of 12 models · 9 hard negative
“Enterprise BPM ... (e.g., Camunda, Bonita, Pega) ... Why Avoid: Licensing fees are often prohibitive” Qwen 3.7 Flash, negative prompt
Temporal
56%
10 of 18 labels negative · 8 of 12 models · 7 hard negative
“Total overkill... Temporal introduces massive cognitive load and architectural over-engineering.” Gemini 3.5 Flash, negative prompt
Pega
100%
7 of 7 labels negative · 7 of 12 models · 7 hard negative
“positioned for enterprise-scale decisioning and orchestration, which is typically more than a small business needs” Perplexity Sonar, negative 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

65 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 764 links across 214 sites, every framing counted. Ranked by the number of answers carrying the site or page.

zapier.com
vendor site · Zapier37 answers · 45 citations · 9 models
wrike.com
vendor site · Wrike37 answers · 37 citations · 10 models
teamwork.com
vendor site · Teamwork.com33 answers · 33 citations · 10 models
devopsschool.com
27 answers · 29 citations · 10 models
elementum.ai
vendor site · Elementum24 answers · 24 citations · 10 models
thedigitalprojectmanager.com
21 answers · 25 citations · 10 models
software.reibuys.com
18 answers · 18 citations · 7 models
enate.io
vendor site · Enate17 answers · 22 citations · 9 models
reddit.com
15 answers · 19 citations · 6 models
larksuite.com
15 answers · 16 citations · 9 models
getorchestra.io
13 answers · 15 citations · 8 models
ovaledge.com
10 answers · 10 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.

wrike.com/workflow-guide/workflow-orchestration-tools
37 answers · 10 models
zapier.com/blog/workflow-orchestration-tools
36 answers · 9 models
teamwork.com/blog/workflow-orchestration-tools
33 answers · 10 models
elementum.ai/blog/best-workflow-orchestration-tools
24 answers · 10 models
devopsschool.com/blog/top-10-workflow-orchestration-tools-features-pros-con…
21 answers · 9 models
software.reibuys.com/workflow-orchestration-software-complete-buyers-guide-…
18 answers · 7 models
enate.io/blog/workflow-orchestration-tools
17 answers · 9 models
thedigitalprojectmanager.com/tools/workflow-orchestration-tools
17 answers · 9 models
larksuite.com/en_us/blog/workflow-orchestration-tools
12 answers · 8 models
ovaledge.com/blog/data-orchestration-tools
10 answers · 6 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 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, Nected
Four alternativesEnate, Next Matter, Zapier, n8n
Prefect, dbtChanged
One alternativeDagster
against: Apache AirflowApache Airflow, Zapier
One alternativePrefect
against: Luigin8n
One alternativeApache Airflow
against: Zapierno first choiceagainst: Appian, Camunda, Zapier
GPT-5.4 miniPrefect, Temporal
Two alternativesApache Airflow, Dagster
PrefectChanged
Two alternativesApache Airflow, Dagster
Dagster, Prefect
Two alternativesApache Airflow, Temporal
against: Argo Workflows, LuigiPrefect
Two alternativesDagster, n8n
against: Apache Airflowno first choiceagainst: Apache Airflow, Luigi, Zapier, n8n
Gemini 3.5 FlashMake
Four alternativesKestra, Prefect, Temporal, n8n
against: Apache Airflow, ZapierDagsterChanged
Three alternativesKestra, Orchestra, Prefect
against: Apache Airflow, Basic Cron Jobs / GitHub ActionsPrefect
Five alternativesDagster, Kestra, Mage, Make, n8n
against: Apache Airflow, ZapierPrefect, n8n
Three alternativesActivepieces, Kestra, Windmill
against: Apache Airflow, ZapierPrefect, Temporal
Three alternativesDagster, Windmill, n8n
against: Apache Airflow, Workato, Zapieragainst: Apache Airflow, Argo Workflows, Boomi, Cadence, Camunda, MuleSoft Anypoint Platform, Pega, Temporal, Workato, Zapier
Perplexity SonarZapier
One alternativeMake
PrefectChanged
One alternativeDagster
against: Apache AirflowZapier
Four alternativesClickUp, Lark, Make, n8n
Make
Three alternativesApache Airflow, Zapier, n8n
no first choiceagainst: AWS Step Functions, Apache Airflow, Appian, Argo Workflows, Camunda, Google Cloud Workflows, Pega, ServiceNow, Temporal
Grok 4.1 FastZapier
Five alternativesGoogle Cloud Workflows, Make, Microsoft Power Automate, Prefect, n8n
against: Apache Airflow, Camunda, WorkatoPrefectChanged
Two alternativesAirbyte, Zapier
against: Apache Airflow, Dagster, MagePrefect, Zapier
Three alternativesDagster, Make, n8n
against: Apache Airflown8n
Two alternativesActivepieces, Prefect
against: Apache Airflowno first choiceagainst: Amazon Managed Workflows for Apache Airflow, Apache Airflow, Appian, Astronomer Astro, BMC Control-M, Broadcom Automic/AutoSys, Camunda, Dagster, Flowable, Pega, Prefect, ServiceNow, Temporal, Workato
Mistral SmallZapier
Two alternativesMake, ONES Project
DagsterChanged
Three alternativesApache Airflow, Mammoth Analytics, Prefect
Zapier
Four alternativesMake, Microsoft Power Automate, NORA, n8n
Nected, n8n
Two alternativesApache Airflow, Argo Workflows
no first choiceagainst: AWS Step Functions, Apache Airflow, Appian, Azure Durable Functions, Camunda, Flowable, Pega, ServiceNow, Temporal
DeepSeek V4 FlashMake, Zapier
Two alternativesEnate, n8n
PrefectChanged
Three alternativesAirbyte, Hevo Data, Skyvia
against: Apache Airflow, DagsterPrefect
Four alternativesDagster, Make, Zapier, n8n
against: Apache AirflowMake
Four alternativesActivepieces, Apache Airflow, Prefect, n8n
against: Zapierno first choiceagainst: Apache Airflowagainst: Apache Airflow, Appian, Argo Workflows, Camunda, Dagster, Flowable, Make, Pega, Prefect, ServiceNow, Temporal, Workato, Zapier, n8n
Llama 4 MaverickEnate, Next Matter, ZapierDagsterChangedWrike
Four alternativesMake, Nected, Zapier, n8n
Zapier
Two alternativesMake, ONES Project
no first choiceagainst: Appian, Pega, ServiceNow
Qwen 3.7 FlashMake
Two alternativesZapier, n8n
PrefectChanged
Two alternativesDagster, Kestra
against: Apache AirflowZapier
Three alternativesMake, Microsoft Power Automate, n8n
n8n
Six alternativesAWS Step Functions, Apache Airflow, Dagster, Make, Prefect, Zapier
against: Argo WorkflowsDagster, Make, Prefect, n8nagainst: Apache Airflow, Zapieragainst: Apache Airflow, Apache Spark, Bonita, Camunda, Kubernetes, Luigi, Pega
Kimi K2Make
Two alternativesZapier, n8n
PrefectChanged
Three alternativesAirbyte, Apache Airflow, Hevo Data
Zapier
Three alternativesActivepieces, Make, n8n
against: Temporaln8n
One alternativePrefect
against: Apache AirflowMake
Three alternativesMicrosoft Power Automate, Zapier, n8n
against: Apache Airflow, Dagster, Prefectagainst: Apache Airflow, Cadence, Camunda, IBM Business Automation Workflow, MuleSoft Anypoint Platform, Temporal, Workato
GLM 4.7 FlashXZapier
Two alternativesMake, n8n
against: EnateApache AirflowChanged
Five alternativesAmpersand, Astronomer Astro, Dagster, Prefect, Skyvia
Zapier, n8n
Four alternativesDagster, Make, Microsoft Power Automate, Prefect
against: Apache Airflow, Workaton8n
Five alternativesActivepieces, Make, Microsoft Power Automate, Prefect, Zapier
against: Apache Airflow, Temporalno first choiceagainst: Apache Airflow, Argo Workflows, Camunda, Flyte, Kestra, Prefect, Temporal
MiniMax M2.5Zapier
Three alternativesCoreDNA, Enate, Wrike
Airbyte, Hevo DataChanged
Two alternativesDagster, Prefect
Make, Zapier
Three alternativesMicrosoft Power Automate, Prefect, n8n
Zapier
Three alternativesClickUp, Make, n8n
no first choiceagainst: Apache Airflow, Argo Workflows, Temporal, Workato
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 10:38yes168 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 14:00yes17 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:21yes1823 s
Direct recommendationPerplexity Sonarsonar2026-09-17 12:22yes204 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:44yes1711 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 12:49yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 13:09yes1916 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:06yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:36yes1058 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:03yes1020 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:24yes2464 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:38yes523 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:03no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:51yes37 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:26yes723 s
ParaphrasePerplexity Sonarsonar2026-09-17 12:27yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:51yes4118 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 13:53yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:10yes1517 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:53yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:26yes530 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:23yes1522 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:29yes19122 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:03yes952 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:31yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:55yes59 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:52yes1840 s
ComparativePerplexity Sonarsonar2026-09-17 09:26yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:59yes2917 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 10:30yes109 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:23yes1016 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 14:07yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:10yes528 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:43yes1532 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:56yes1042 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:54yes1535 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:08yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:40no04 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:28yes1223 s
Budget constrainedPerplexity Sonarsonar2026-09-17 10:41yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:20yes3520 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 13:38yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:07yes914 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:11yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:33yes523 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:02yes1030 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:32yes1576 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:40yes825 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:49no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:25no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:38yes924 s
Scale constrainedPerplexity Sonarsonar2026-09-17 12:21yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:39yes1210 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:57no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:16yes1418 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:09yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:15yes850 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:06yes1769 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:49yes10168 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:28no014 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:37yes159 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:56yes46 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:04yes1125 s
Negative framingPerplexity Sonarsonar2026-09-17 13:31yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 14:10yes2115 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 14:05yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:27yes1820 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:29yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:31no041 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:06yes2537 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:26yes32131 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:12yes1035 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 (Airflow) read as Astronomer Astro
Astronomer (Astro) read as Astronomer Astro
MuleSoft read as MuleSoft Anypoint Platform
Unresolved, counted raw
Activiti
Ampersand
Basic Cron Jobs / GitHub Actions
Bonita
CoreDNA
Jotform
Mammoth Analytics
Serverless functions (AWS Lambda + EventBridge)
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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