Workflow orchestration for enterprise buyers
Asked as “workflow orchestration tool”, and as “data pipeline orchestrator”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
29%
Contested · Astronomer Astro 10%
29Apache Airflow10Astronomer Astro08Camunda Platform 853others
29% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Prefect vs n8nPrefect vs WorkatoPrefect vs ZapierPrefect vs KestraDagster vs Apache AirflowDagster vs MakeDagster vs n8nDagster vs WorkatoDagster vs ZapierDagster vs KestraApache Airflow vs MakeApache Airflow vs n8nApache Airflow vs WorkatoApache Airflow vs ZapierApache Airflow vs KestraMake vs n8nMake vs WorkatoMake vs ZapierMake vs Kestran8n vs Workaton8n vs Zapiern8n vs KestraWorkato vs ZapierWorkato vs KestraZapier vs Kestra
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
02C03
04
05
06
07
08
09
10B11
12
13
14
15
16
17Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Apache Airflow29%
Apache Airflow29%02Astronomer Astro10%
Astronomer Astro10%03Camunda Platform 88%
04Temporal8%
Temporal8%05Prefect6%
Prefect6%06Microsoft Power Automate6%
Microsoft Power Automate6%07Dagster2%
Dagster2%08Workato2%
Workato2%09Pega2%
Pega2%10ServiceNow Workflow2%
ServiceNow Workflow2%11BMC Control-M2%
12n8n2%
n8n2%13Appian0%
Appian0%14Argo Workflows0%
Argo Workflows0%15AWS Step Functions0%
AWS Step Functions0%16Make0%
Make0%17Zapier0%
Zapier0%What they warned about
Two of twelve models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, 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.
Zapier70%
14 of 20 labels negative · 10 of 12 models · 10 hard negative
“they become dangerous liabilities as an organization scales... Migrating off a web of interconnected Zapier Zaps is notoriously difficult” Qwen 3.7 Flash, negative prompt
AWS Step Functions50%
9 of 18 labels negative · 8 of 12 models · 3 hard negative
“you generally want to avoid "Pay-Per-Step" pricing (like AWS Step Functions or Cloud Workflows), as costs spike uncontrollably” Qwen 3.7 Flash, budget prompt
Apache Airflow22%
10 of 46 labels negative · 8 of 12 models · 1 hard negative
“Tools to Avoid or Be Highly Cautious About: 1. Apache Airflow (especially self-managed)... When to avoid: If you don't have a dedicated platform engineering team” Grok 4.20, negative prompt
Make69%
9 of 13 labels negative · 7 of 12 models · 7 hard negative
“such as Zapier, Make, n8n, Pipefy, Kissflow, and Nintex when the enterprise needs deep integration” Perplexity Sonar, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 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. 1001 links across 310 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Elementum40 answers · 43 citations · 11 models
vendor site · Zapier29 answers · 32 citations · 9 models
27 answers · 32 citations · 10 models
22 answers · 30 citations · 11 models
vendor site · Beta Systems22 answers · 29 citations · 11 models
vendor site · Enate21 answers · 22 citations · 10 models
vendor site · Teamwork.com21 answers · 21 citations · 10 models
vendor site · Wrike20 answers · 20 citations · 10 models
15 answers · 16 citations · 10 models
vendor site · Prefect12 answers · 20 citations · 6 models
vendor site · Kestra12 answers · 19 citations · 7 models
vendor site · Unmeshed12 answers · 12 citations · 8 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.
39 answers · 11 models
23 answers · 9 models
20 answers · 11 models
20 answers · 10 models
20 answers · 9 models
20 answers · 10 models
19 answers · 9 models
14 answers · 9 models
12 answers · 8 models
11 answers · 9 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 | |
| Astronomer astronomer.io Astronomer Astro 10% | 10% | 29 | 170 | 12 | 77,826 company | 46 | |
| Camunda Platform 8 camunda.com | 8% | 81 | 13,960 | 35 | |||
| Temporal temporal.io | 8% | 93 | 49,500 | 13,896 | 41,181 | 70 | |
| Prefect prefect.io | 6% | 140 | 14,800 | 1,159 | 8,198 | $691 | 6 |
| Next Matter nextmatter.com | 6% | 140 | 19 | 949 | |||
| Enate enate.io | 6% | 3 | 3,600 | 132 | 2,493 | ||
| Microsoft parent site Microsoft Power Automate 6% | 6% | 323 | 2,240,000 | 403,136 | |||
| Dagster dagster.io | 2% | 121 | 5,400 | 143 | 23,407 | 34 | |
| Workato workato.com | 2% | 80 | 14,800 | 405 | 38,042 | $20 | 120 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (elementum.ai, reddit.com, teamwork.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 4.5Apache Airflowagainst: ZapierApache AirflowHeldno first choicePegano first choiceagainst: AWS Step Functions, Enate, Google Cloud Workflows, Orkes, Zapier
Two alternatives
Prefect, TemporalFour alternatives
Astronomer Astro, Azure Data Factory, Dagster, InformaticaThree alternatives
Appian, Camunda Platform 8, ServiceNow WorkflowGPT-5.4 miniApache AirflowApache AirflowHeldno first choiceApache Airflowagainst: Dagster, Prefectno first choicenothing named
One alternative
TemporalTwo alternatives
Dagster, PrefectOne alternative
TemporalGemini 3.5 FlashTemporalDagsterChangedno first choicen8nagainst: MuleSoft Anypoint Platform, Tray.io, Workato, ZapierAstronomer Astroagainst: Apache Airflowagainst: AWS Step Functions, Apache Airflow, Apache Oozie, Appian, IBM Business Automation Workflow, Kubeflow Pipelines, Luigi, Make, Pega, Ray Workflows, Zapier
Seven alternatives
AWS Step Functions, Apache Airflow, Camunda Platform 8, Dagster, Make, Prefect, WorkatoFour alternatives
Apache Airflow, Astronomer Astro, Kestra, PrefectFour alternatives
Activepieces, Apache Airflow, Camunda Platform 8, TemporalThree alternatives
Dagster, Prefect, TemporalPerplexity SonarWorkatoAstronomer AstroChangedno first choiceCamunda Platform 8against: Appian, Microsoft Power Automate, Pega, ServiceNow Workflowno first choiceagainst: AWS Step Functions, Apache Airflow, Appian, Dagster, Google Cloud Workflows, IBM Business Automation Workflow, Kissflow, Make, Nintex, Pega, Pipefy, Prefect, ServiceNow Workflow, Zapier, n8n
Seven alternatives
Appian, Camunda Platform 8, Enate, Next Matter, Pega, ServiceNow Workflow, TemporalFour alternatives
Dagster, Informatica, MuleSoft Anypoint Platform, PrefectOne alternative
TemporalGrok 4.20Apache Airflow, ServiceNow Workflowagainst: Broadcom Automic AutomationApache AirflowChangedagainst: Databricks Lakeflow Jobs, PrefectApache AirflowBMC Control-Magainst: Apache Airflow, Argo Workflows, Astronomer Astro, Camunda Platform 8, Dagster, Microsoft Power Automate, Prefect, Temporal, WorkatoJinba Flowagainst: Amazon Managed Workflows for Apache Airflow, Apache Airflow, Astronomer Astro, Dagster, Make, Prefect, Zapier, n8n
Five alternatives
BMC Control-M, Dagster, Pega, Prefect, WorkatoFour alternatives
Amazon Managed Workflows for Apache Airflow, Astronomer Astro, Dagster, Google Cloud ComposerFive alternatives
BMC Control-M, Dagster, IBM Workload Automation, Prefect, Stonebranch Universal Automation CenterTwo alternatives
ActiveBatch, Stonebranch Universal Automation CenterThree alternatives
Apache Airflow, BMC Control-M, ZapierMistral SmallEnate, Next MatterApache AirflowChangedno first choiceFrendsagainst: BMC Control-M, Broadcom Automic/AutoSys, MuleSoft Anypoint Platform, Workatono first choiceagainst: Apache Airflowagainst: ServiceNow Workflow
One alternative
WorkatoFour alternatives
AWS Step Functions, Astronomer Astro, Dagster, PrefectSix alternatives
Apache Airflow, Argo Workflows, Camunda Platform 8, Prefect, Temporal, WorkatoDeepSeek V4 FlashCamunda Platform 8Apache Airflow, Astronomer AstroChangedagainst: PrefectApache Airflowagainst: AWS Step FunctionsWrikeagainst: AWS Step Functions, Google Cloud Workflows, Make, Prefect, ServiceNow Workflow, Temporal, Zapierno first choiceagainst: Apache Airflow, Camunda Platform 8, Make, ServiceNow Workflow, Zapier, n8n
Three alternatives
Apache Airflow, Temporal, WorkatoThree alternatives
Azure Data Factory, Dagster, Databricks Lakeflow JobsSix alternatives
Argo Workflows, Camunda Platform 8, Dagster, Flyte, Prefect, TemporalTwo alternatives
Smartsheet, monday serviceLlama 4 MaverickEnate, Next Matterno first choiceChangedno first choiceno first choiceno first choiceagainst: AWS Step Functions, Make, Temporal, Zapier, n8n
Qwen 3.7 FlashApache Airflow, TemporalApache Airflow, Astronomer AstroChangedAppian, ServiceNow Workflowagainst: Broadcom Automic/AutoSys, Microsoft Power AutomateMicrosoft Power Automate, Prefectagainst: AWS Step Functions, Google Cloud Workflows, Make, Zapierno first choiceagainst: Apache Airflow, Apache NiFi, Make, ServiceNow Workflow, Temporal, Workato, Zapier, n8n
Five alternatives
Amazon Managed Workflows for Apache Airflow, Dagster, Databricks Lakeflow Jobs, Prefect, n8nFive alternatives
AWS Step Functions, Azure Data Factory, BMC Control-M, Dagster, Google Cloud ComposerThree alternatives
Apache Airflow, Pega, RunMyJobsTwo alternatives
Dagster, WorkatoKimi K2Camunda Platform 8, TemporalApache Airflow, Astronomer AstroChangedno first choiceagainst: BMC Control-M, Broadcom Automic/AutoSysMicrosoft Power Automate, NITRO Studioagainst: AWS Step Functions, Astronomer Astro, Automation Anywhere, Copilot Studio, Salesforce Agentforce, Temporal, UiPathPrefectagainst: Apache Airflow, BMC Control-M, Broadcom Automic/AutoSys, CA-7, Microsoft Power Automate, Salesforce Agentforce, ServiceNow Workflow, Zapier
Three alternatives
AWS Step Functions, Apache Airflow, WorkatoTwo alternatives
Dagster, PrefectFive alternatives
Apache Airflow, Camunda Platform 8, Dagster, NetApp Instaclustr for Cadence, PrefectThree alternatives
Camunda Platform 8, Elementum, TonkeanGLM 4.7 FlashXCamunda Platform 8, TemporalApache AirflowChangedagainst: Prefectno first choiceagainst: BMC Control-MPrefectagainst: Temporal, Workatono first choiceagainst: AWS Step Functions, Argo Workflows, Bizagi, Camunda Platform 8, Kubeflow, Make, Microsoft Power Automate, Orchest, Pega, Workato, Zapier, n8n
Four alternatives
Apache Airflow, Enate, Prefect, Stonebranch Universal Automation CenterTwo alternatives
Astronomer Astro, DagsterSix alternatives
Apache Airflow, Appian, Microsoft Power Automate, Pega, ServiceNow Workflow, WorkatoTwo alternatives
Apache Airflow, Microsoft Power AutomateMiniMax M2.5Enate, Next MatterApache AirflowChangedno first choiceMicrosoft Power Automateno first choiceagainst: Temporalagainst: Apache Airflow, BMC Control-M, Broadcom Automic/AutoSys, Cflow, Dagster, Prefect, ServiceNow Workflow, Zapier
Two alternatives
Microsoft Power Automate, WorkatoOne alternative
DagsterFive alternatives
Astronomer Astro, Camunda Platform 8, Kestra, ServiceNow Workflow, TemporalThree alternatives
Apache Airflow, Camunda Platform 8, n8nThree alternatives
Jinba, Prefect, 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.
Seventy-two 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 | 2026-09-17 10:27 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:33 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:14 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:19 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:54 | yes | 29 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:29 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:05 | yes | 19 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:03 | no | 0 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:09 | yes | 10 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:27 | yes | 14 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:02 | yes | 5 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:48 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:23 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:41 | yes | 13 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 12:04 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:03 | yes | 22 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:50 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:48 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:55 | yes | 5 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:25 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:36 | yes | 25 | 86 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:31 | yes | 10 | 44 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:27 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:36 | yes | 10 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:54 | yes | 18 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 11:22 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:25 | yes | 29 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:53 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:41 | yes | 20 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:11 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:45 | yes | 5 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:43 | yes | 23 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:02 | yes | 25 | 64 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:07 | yes | 5 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:33 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:06 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:27 | yes | 19 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 09:46 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:18 | yes | 47 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:25 | yes | 10 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:30 | yes | 20 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 14:11 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:25 | yes | 5 | 71 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:47 | yes | 17 | 65 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:25 | yes | 32 | 148 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:04 | yes | 21 | 89 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:20 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:12 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 14:05 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 13:13 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:26 | yes | 13 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:06 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:43 | yes | 15 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:16 | yes | 9 | 57 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:42 | yes | 14 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:31 | yes | 28 | 69 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:43 | yes | 5 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:37 | yes | 16 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:55 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:36 | yes | 10 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 10:05 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:00 | yes | 25 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:23 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:09 | yes | 30 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 14:09 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:17 | yes | 25 | 82 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:08 | yes | 24 | 80 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:00 | yes | 29 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:41 | yes | 20 | 56 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Argo read as Argo Workflows
Astronomer read as Astronomer Astro
Astronomer (Managed Airflow) read as Astronomer Astro
Broadcom Automic read as Broadcom Automic Automation
Broadcom Automic (CA Workload Automation) read as Broadcom Automic Automation
Camunda read as Camunda Platform 8
Camunda (Self-Managed) read as Camunda Platform 8
Camunda 8 read as Camunda Platform 8
Camunda 8 (Zeebe engine) read as Camunda Platform 8
Databricks read as Databricks Lakeflow Jobs
MuleSoft read as MuleSoft Anypoint Platform
ServiceNow read as ServiceNow Workflow
ServiceNow (Workflow Automation) read as ServiceNow Workflow
Stonebranch read as Stonebranch Universal Automation Center
Stonebranch UAC read as Stonebranch Universal Automation Center
Unresolved, counted raw
ANOW!
CA-7
Frends
IBM Workload Automation
Jinba Flow
NITRO Studio
NetApp Instaclustr for Cadence
Ray Workflows
Redwood
Revo
ServiceNow Flow Designer
Tonkean
UiPath Orchestrator
Workfront (Adobe)
Discontinued, still offered
No shut-down product was recommended here.