# Windmill AI visibility in Workflow Orchestration & Durable Execution

Canonical: https://devtune.ai/verticals/workflow-orchestration-and-durable-execution/windmill

[Website](https://www.windmill.dev/)

Updated: 2026-10-01T19:11:36.276262+00:00
Prompts: 25
Runs: 6


## Platforms

- google-ai
- perplexity
- bing-copilot-search
- google-ai-mode
- chatgpt-search
- xai-search

Rank: 11
Total brands: 11
Measured responses: 150
Presence percent: 4
Share of voice percent: 1.848998459167951
Average position: 27.833333333333332
Docs presence percent: 0
Blog presence percent: 2
Brand mention percent: 0


## Profile

Overview: Windmill Labs is an open-source, code-first workflow orchestration and internal developer platform founded in 2022 (YC S22) and backed by Y Combinator, Gradient Ventures, and Bessemer Venture Partners. Built around a high-performance Rust-based job engine, Windmill enables engineering teams to turn scripts written in Python, TypeScript, Go, Bash, SQL, Rust, and other mainstream languages into auto-generated UIs, scheduled jobs, webhook-triggered APIs, and multi-step DAG workflows—all from a single self-hostable platform. It also includes a low-code app builder for custom internal dashboards and a full-code React/Svelte frontend builder. Trusted by 4,000+ organizations and 300+ enterprise customers including Zoom, Panther Labs, CFA Institute, and Photoroom, Windmill is SOC 2 Type II compliant and benchmarks at 13x faster throughput than Apache Airflow as a self-hostable workflow engine.
Product summary: Windmill is an open-source, self-hostable developer platform and workflow engine that transforms scripts in mainstream languages into production-grade internal tools, multi-step DAG workflows, scheduled jobs, and custom UIs—without proprietary SDKs, vendor lock-in, or infrastructure boilerplate.


### Key capabilities

- Polyglot script execution runtime supporting Python, TypeScript, Go, Bash, SQL, Rust, PHP, C#, PowerShell, R, and more
- DAG-based visual flow editor with branching, parallelism, retries, approval steps, and step prioritization
- Auto-generated UIs from script parameter signatures, eliminating frontend boilerplate
- Low-code drag-and-drop app builder and full-code React/Svelte frontend builder connected to Windmill runnables
- Git-native deployment: bidirectional Git sync, CLI, VS Code extension, staging/prod promotion, and GitOps workflows
- Self-hostable via Docker Compose or Kubernetes Helm charts on any cloud or on-premise environment
- Enterprise-grade RBAC with granular path-based ACLs, SSO, SAML/SCIM, OIDC, and per-workspace secret encryption
- High-performance Rust-based job orchestrator with approximately 50 ms queue-to-execution overhead and ~13x faster benchmarks vs. Airflow
- Full observability stack: real-time logs, audit trails, Prometheus metrics, HTTP tracing, queue metrics, and critical alerts
- Windmill AI for natural-language script and flow generation, with MCP trigger support for AI agent orchestration



### Target users

- Software engineers and platform engineers building internal tools and automations
- DevOps and infrastructure teams managing background jobs and operational workflows
- Data engineers building ETL pipelines and scheduled data jobs
- Security-conscious enterprises in regulated industries requiring fully on-premise self-hosted deployment
- Engineering-led organizations replacing proprietary workflow platforms to avoid vendor lock-in
- SaaS companies embedding workflow automation as a white-label feature of their product



### Key use cases

- Internal tool development: shared scripts, admin panels, and operational dashboards for ops and support teams
- Multi-step workflow orchestration and automation for cross-team business processes
- ETL and data pipeline construction, scheduling, and monitoring
- Background job execution, cron scheduling, and drip automation at scale
- DevOps automation: infrastructure management, secret rotation, CI/CD task execution
- AI agent and LLM workflow orchestration with approval gates
- Event-driven automation triggered by Kafka, Postgres CDC, webhooks, email, or message queues

Integrations ecosystem: Windmill integrates with 100+ external services via its resource and resource-type system. Key integrations include PostgreSQL (Aurora, Cloud SQL, Neon, Azure PostgreSQL), Snowflake, BigQuery, Oracle DB, MS SQL, Amazon S3, Apache Kafka, NATS, AWS SQS, GCP Pub/Sub, Azure Event Grid, GitHub, Supabase, Slack, Airtable, Docker, and Kubernetes. Trigger mechanisms span cron schedules, webhooks, HTTP routes, Postgres triggers, Kafka, WebSockets, email, MQTT, SQS, GCP, and Azure Event Grid. A community hub (hub.windmill.dev) provides shared scripts and flow templates. Local development is supported via a VS Code extension, a CLI (wmill), and bidirectional Git sync. TypeScript, Python, and Rust client libraries are published. OAuth and SSO integrations cover Google Workspace, Microsoft/Azure, and Okta.
Pricing summary: Free/Community Edition: $0 with unlimited executions, up to 50 users across 3 workspaces, community Discord support, and notable feature restrictions (no audit logs, no Git sync, no Kafka/NATS/SQS triggers, 10 SSO user cap). Enterprise Edition (self-hosted or cloud): starts at $120/month base, plus per-seat fees ($20/month per developer, $10/month per operator) and compute-unit fees (~$50/month per standard worker, $50/month for 8 native workers). A one-month trial is available without a credit card. Non-profit and Pro tiers are offered at reduced rates. Enterprise includes 24/7 priority support with a 3-hour SLA, a dedicated Slack/Discord channel, audit logs, SAML/SCIM, Git sync, S3 dependency cache, autoscaling, and advanced flow features.
Review summary: Windmill has a very limited formal review footprint on G2 (2 reviews, 5.0/5) making statistical inference difficult. Community sentiment from GitHub issues, Hacker News discussions, and named customer testimonials is broadly positive, consistently praising performance, polyglot language support, the flow approval/human-in-the-loop feature, ease of Docker deployment, and the responsiveness of the founding team. Recurring criticisms focus on a steep initial UX learning curve, the Enterprise pricing model's per-worker charges on self-hosted infrastructure, and the feature caps present in the Community Edition free tier.
Competitive positioning: Windmill positions itself as the highest-performance, code-first, open-source workflow orchestration platform that occupies the space between no-code automation tools and complex durable execution engines. Its headline claim is being the fastest self-hostable workflow engine, benchmarked at 13x faster than Airflow. Unlike pure orchestration tools such as Temporal or Prefect, Windmill bundles script execution, a DAG flow editor, auto-generated UIs, a low-code app builder, secret management, and RBAC into a single deployable platform. Unlike no-code platforms, every module is real code in mainstream languages with no proprietary SDKs, enabling full portability. Its open-source AGPLv3 core and self-host-first ethos differentiate it from SaaS-only competitors, while its polyglot runtime (Python, TypeScript, Go, Bash, SQL, Rust, and more) and Git-native deployment appeal to engineering-led teams who want infrastructure control without operational overhead.
Limitations: The Community Edition has notable feature restrictions: maximum 3 workspaces, 50 users, 4 groups, and 10 SSO users; no audit logs, no Git sync, no Kafka/NATS/SQS triggers, and S3 uploads capped at 50 MB. Enterprise self-hosted pricing charges per developer seat and per compute unit (worker), which has drawn public criticism from users who argue that charging for workers running on customer-owned infrastructure is counterintuitive and a barrier in regulated industries. The platform UX, while feature-rich, is reported as daunting and complex for onboarding new users. G2 formal review volume is extremely low (2 reviews), limiting external social proof. The platform requires coding proficiency, reducing accessibility for non-technical operators compared to pure no-code alternatives.


### Source urls

- https://www.windmill.dev/
- https://windmill.dev/docs/intro
- https://github.com/windmill-labs/windmill
- https://www.windmill.dev/pricing
- https://www.windmill.dev/case-studies
- https://www.windmill.dev/case-studies/zoom
- https://www.windmill.dev/case-studies/panther-labs
- https://www.ycombinator.com/companies/windmill
- https://www.g2.com/products/windmill/reviews
- https://github.com/windmill-labs/windmill/issues/5014

Reviewed at: 2026-04-28T23:33:41.587+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Zoom | Built a centralized enterprise demo platform on Windmill self-hosted on AWS EKS, enabling 60+ Global Architects to contribute polyglot workflows and supporting 400+ solution engineers with automated, consistent demo environments that eliminated manual account setup and scaling to | Not available |
| Panther Labs | Migrated their entire internal operations platform from the shuttered Airplane.dev to Windmill in 30 days; 60% of their internal platform now runs on Windmill, described as among the most stable components of their cybersecurity infrastructure. | 30-day migration; 60% of platform migrated |
| CFA Institute | Migrated from n8n to Windmill for production-critical monitoring, achieving the scale and reliability needed to run 25 synthetic tests every 5 minutes continuously. | 25 synthetic tests per 5 minutes |
| Pave | Self-hosts Windmill Enterprise Edition to run over 100 scripts and 15+ cron jobs, powering business-critical tasks and automations across multiple data stores for several engineering teams. | 100+ scripts, 15+ crons in production |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 5 | 5 | 2 | https://www.g2.com/products/windmill/reviews |



### Review themes



#### Praised

- Best-in-class performance and low execution latency
- Open-source self-hostable with no vendor lock-in
- Polyglot language support across Python, TypeScript, Go, Bash, SQL, and more
- Auto-generated UIs eliminate frontend boilerplate
- Flow approval steps enable human-in-the-loop automation
- Highly responsive founder and engineering team support
- Fast Docker Compose deployment and quick time-to-production
- Git-native version control and collaboration workflows



#### Criticized

- Steep UX learning curve; interface is daunting for new users
- Enterprise pricing charges per worker on customer-owned self-hosted infrastructure
- Community Edition has restrictive feature caps on SSO users, groups, and trigger types
- Arbitrary limits in free tier (e.g., 50 MB S3 upload cap, 3-workspace ceiling)
- Very limited third-party review volume reduces external social proof




### Company facts

Founded year: 2022
Hq: Paris, France


#### Founders

- Ruben Fiszel

Employees range: 10-20
Total funding: Not available
Valuation: Not available
Arr: Not available
Customer count: 4,000+ organizations (300+ enterprise)
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Temporal | 72 | 150 | 48 | 19.255144032921812 |
| Inngest | 45 | 150 | 30 | 23.185185185185187 |
| Restate | 30 | 150 | 20 | 21.225806451612904 |
| AWS Step Functions | 28 | 150 | 18.666666666666668 | 26.18 |
| Prefect | 18 | 150 | 12 | 31.357142857142858 |
| Trigger.dev | 18 | 150 | 12 | 35.55813953488372 |
| Kestra | 15 | 150 | 10 | 32.121212121212125 |
| Orkes | 9 | 150 | 6 | 31.88888888888889 |
| Camunda | 8 | 150 | 5.333333333333334 | 62.57692307692308 |
| Hatchet | 7 | 150 | 4.666666666666667 | 19.833333333333332 |
| Windmill | 6 | 150 | 4 | 27.833333333333332 |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| google-ai | 1 | 4 |
| perplexity | 0 | 0 |
| bing-copilot-search | 0 | 0 |
| google-ai-mode | 0 | 0 |
| chatgpt-search | 3 | 12 |
| xai-search | 2 | 8 |



## Strengths





## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which durable workflow platforms support TypeScript-native workflows with strong type safety and IDE autocomplete? | 5 |
| Which durable workflow platforms handle partial outages gracefully by resuming in-progress executions automatically when the system recovers? | 5 |
| Which workflow orchestration platforms can scale to millions of concurrent workflow executions without degrading scheduler throughput? | 5 |
| I need a workflow engine that supports saga patterns for distributed transactions with automatic compensation on failure — what are my options? | 5 |
| What durable execution tools guarantee at-least-once execution and idempotency so workflows never silently drop work in a distributed system? | 5 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 2 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 2 |



## Prompt results

- Prompt text: Which durable workflow platforms support TypeScript-native workflows with strong type safety and IDE autocomplete?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 3 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Prefect | 2 |
| Inngest | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |
| Inngest | 2 |
| Temporal | 3 |
| Restate | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 26 |
| Inngest | 28 |
| Trigger.dev | 42 |


- Prompt text: Which durable workflow platforms support versioning workflows so you can deploy code changes without breaking in-flight executions?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Restate | 6 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Restate | 1 |



##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 13 |
| AWS Step Functions | 28 |
| Camunda | 35 |
| Orkes | 66 |


- Prompt text: Which durable workflow platforms handle partial outages gracefully by resuming in-progress executions automatically when the system recovers?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 3 |
| Inngest | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Orkes | 1 |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Restate | 2 |
| AWS Step Functions | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 19 |
| Inngest | 22 |
| AWS Step Functions | 27 |
| Orkes | 36 |


- Prompt text: Which workflow orchestration platforms integrate natively with event streaming platforms to trigger workflows from topic messages?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Kestra | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Prefect | 3 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Kestra | 1 |
| Prefect | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 6 |
| Prefect | 26 |
| Camunda | 45 |


- Prompt text: What workflow orchestration platforms offer a managed cloud service with minimal ops overhead for a 10-person backend team?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| AWS Step Functions | 2 |
| Kestra | 4 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Prefect | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Prefect | 1 |
| Temporal | 36 |
| AWS Step Functions | 44 |
| Kestra | 76 |


- Prompt text: What durable execution tools have the best local development experience so engineers can step through a long-running workflow without deploying to a staging environment?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Inngest | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 3 |
| Restate | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 6 |



##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Restate | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 17 |
| Restate | 23 |


- Prompt text: Which workflow orchestration platforms can scale to millions of concurrent workflow executions without degrading scheduler throughput?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 3 |
| Orkes | 4 |
| Prefect | 26 |
| Inngest | 29 |
| AWS Step Functions | 56 |
| Kestra | 65 |


- Prompt text: I need a workflow engine that supports saga patterns for distributed transactions with automatic compensation on failure — what are my options?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 3 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Orkes | 14 |
| Temporal | 17 |
| Camunda | 30 |


- Prompt text: What durable execution tools work well with serverless compute platforms so individual workflow steps run as isolated functions without dedicated workers?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| AWS Step Functions | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Inngest | 3 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 15 |
| AWS Step Functions | 16 |
| Restate | 24 |


- Prompt text: What workflow orchestration tools do platform teams recommend for reducing the custom infrastructure a product team needs to build for reliable background jobs?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 4 |
| Kestra | 6 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 46 |


- Prompt text: What durable execution tools guarantee at-least-once execution and idempotency so workflows never silently drop work in a distributed system?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 4 |
| Restate | 6 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 2 |
| Inngest | 3 |
| Hatchet | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Orkes | 22 |
| Restate | 25 |
| Hatchet | 27 |
| Inngest | 30 |
| Prefect | 43 |
| AWS Step Functions | 68 |


- Prompt text: What's the easiest durable workflow platform to adopt for a backend team tired of managing unreliable cron jobs and retry logic from scratch?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 3 |
| Temporal | 4 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Kestra | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Restate | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 2 |
| Inngest | 6 |
| Trigger.dev | 64 |


- Prompt text: Which platforms handle long-running workflows that can sleep for days or months and resume exactly where they left off after an external event?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Trigger.dev | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 4 |
| Hatchet | 5 |
| AWS Step Functions | 6 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 2 |
| AWS Step Functions | 3 |



##### Xai-search




- Prompt text: Which durable execution platforms handle fan-out scenarios where a parent workflow spawns thousands of child tasks and waits for all results?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |
| Temporal | 2 |
| Restate | 6 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 4 |



##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |
| Temporal | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 13 |
| AWS Step Functions | 24 |


- Prompt text: Looking for a workflow orchestration platform with a visual workflow replay UI so on-call engineers can debug a failed run without reading raw logs — what are my options?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 2
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 2 |
| Temporal | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Hatchet | 1 |
| Windmill | 2 |
| Temporal | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Orkes | 5 |
| Temporal | 11 |
| Prefect | 43 |
| Camunda | 83 |


- Prompt text: Which workflow orchestration tools integrate with observability platforms so traces span across workflow steps and external API calls?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Prefect | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Prefect | 4 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Kestra | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 2 |
| Hatchet | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Kestra | 22 |
| Prefect | 26 |
| Temporal | 36 |
| Camunda | 66 |


- Prompt text: What workflow orchestration tools support human-in-the-loop workflows where execution pauses indefinitely until a person approves the next step?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 2 |
| AWS Step Functions | 4 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 2 |
| Inngest | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Orkes | 1 |
| Temporal | 9 |
| AWS Step Functions | 13 |
| Camunda | 28 |


- Prompt text: Which workflow platforms have the lowest latency for triggering a new workflow execution in response to an inbound webhook event?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Kestra | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Prefect | 3 |



##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 62 |


- Prompt text: Which workflow orchestration platforms let developers write workflows in plain code without learning a proprietary DSL or YAML configuration?


#### Brand position by platform

Google-ai: 1
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 3
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Windmill | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Prefect | 1 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Inngest | 2 |
| Windmill | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Prefect | 2 |
| Temporal | 4 |
| Kestra | 16 |


- Prompt text: Looking for a workflow platform with strong LLM provider integrations for building AI agent pipelines with retry logic and state persistence — what should I look at?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 3 |


- Prompt text: What orchestration tools are battle-tested for production use at high scale — which ones do high-growth startups rely on for mission-critical workflows?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Prefect | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 6 |
| Orkes | 21 |
| AWS Step Functions | 77 |


- Prompt text: I'm evaluating durable execution platforms for a startup with complex multi-step background jobs — which ones have the fastest time to value?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Kestra | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |
| Inngest | 2 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |
| Inngest | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 3 |
| Inngest | 5 |
| Trigger.dev | 55 |


- Prompt text: Which durable workflow tools have self-hosted options that are straightforward to deploy on a single server for a team not ready for managed services?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 2
Xai-search: 16



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Kestra | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Hatchet | 3 |
| Temporal | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Windmill | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 3 |
| Prefect | 11 |
| AWS Step Functions | 14 |
| Windmill | 16 |
| Kestra | 23 |
| Restate | 32 |
| Inngest | 33 |
| Camunda | 85 |


- Prompt text: Which workflow orchestration tools can a Node.js team integrate into an existing codebase without rewriting their business logic?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: 34



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 4 |
| Restate | 8 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 2 |
| Restate | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 14 |
| Temporal | 26 |
| Windmill | 34 |
| Kestra | 35 |
| Inngest | 41 |


- Prompt text: What durable workflow platforms support scheduling and cron-like triggers natively so teams can replace job schedulers without adding another tool?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Trigger.dev | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 3 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Restate | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Trigger.dev | 2 |
| Hatchet | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Trigger.dev | 20 |
| Inngest | 31 |
| Prefect | 34 |
| Camunda | 65 |





## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.windmill.dev/blog/launch-week-workflow-as-code | Workflow-as-code: orchestration in pure code - Windmill | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | comparison | 14 | 14 |
| https://www.windmill.dev/docs/advanced/self_host | Self-host \| Windmill | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | blog_post | 4 | 4 |
| https://www.windmill.dev/docs/core_concepts/workflows_as_code | Workflows as code \| Windmill | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | comparison | 3 | 3 |
| https://www.windmill.dev/platform/observability-content | Full observability \| Windmill | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | product_page | 1 | 1 |
| https://www.windmill.dev/blog/airflow-alternatives | 8 Alternatives to Airflow - Use Cases | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | blog | 2 | 0 |
| https://www.windmill.dev/blog/launch-week-1/fastest-workflow-engine | Launch Week Day 3 - Fastest self-hostable open-source workflow engine \| Windmill | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | comparison | 1 | 0 |
| https://www.windmill.dev/platform/self-host | No-ops self-host | windmill.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/54b338b7450b7853d7ee19751cedb4c2c6735b50.png | commercial | home | 1 | 0 |
| https://github.com/windmill-labs/windmill/discussions/8857 | Installing a worker on linux server #8857 | github.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/1f124f5566b0d74ee2832a84d3dbe9c20cc287d3.png | commercial | github | 1 | 0 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which workflow orchestration tools can a Node.js team integrate into an existing codebase without rewriting their business logic? | google-ai-mode | Windmill : Windmill supports a "workflow-as-code" pattern where complex multi-step pipelines can be scripted directly in TypeScript or Python. |
| What workflow orchestration tools do platform teams recommend for reducing the custom infrastructure a product team needs to build for reliable background jobs? | bing-copilot-search | Best Process Orchestration Tools (April 2026) \| Automation Atlas \| \| Hatchet / n8n / Windmill \| Lightweight or visual-first orchestration \| Easy setup, visual builders, Postgres-only durability (Hatchet) \| Less mature for large-scale durable executi... |
| Which durable workflow tools have self-hosted options that are straightforward to deploy on a single server for a team not ready for managed services? | bing-copilot-search | ...rable workflows without managed services, the most straightforward self‑hosted options are n8n, Activepieces, Automatisch, Windmill, Dagu, and Temporal. These tools all provide Docker Compose setups that make single‑server deployment relatively painles... |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| google-ai | Inngest | Inngest * How Type Safety Works: Inngest uses a unified event schema where you define event types and payloads once. |
| perplexity | Temporal | Temporal — Define workflows in TypeScript and call activities in a type-safe way. |
| perplexity | Inngest | Inngest — Write durable functions in standard TypeScript. Its SDK provides event and payload type inference, autocomplete for event names, and type checks for event data. |
| google-ai-mode | Restate | ...ly run on a single VPS or virtual machine using a single binary or a simple `docker-compose` stack include: 1. Restate * The Setup: Deploys as a single, lightweight Rust binary that bundles its own journal/state storage on dis... |
| google-ai-mode | Prefect | Inngest +2 3. Prefect * The Setup: Can be easily deployed on a single server using an official Prefect Docker Compose setup (typically spinning up a lightweight Postgres database, a coordination backend, and the Prefect server container). |
| google-ai-mode | Inngest | Restate +2 2. Inngest * The Setup: Runs via a single CLI binary ( `inngest start` ) or a lightweight container image ( `inngest/inngest` ). For a basic single-server deployment, it defaults to SQLite for event and state persistence. |
| chatgpt-search | Trigger.dev | ...orm \| TypeScript experience \| Durability model \| IDE/type safety \| Best fit \| \| --- \| --- \| --- \| --- \| --- \| \| Trigger.dev \| ⭐⭐⭐⭐⭐ \| Durable tasks/workflows \| Excellent \| TypeScript/AI-heavy apps \| \| Inngest \| ⭐⭐⭐⭐⭐ \| Event-driven du... |
| chatgpt-search | Inngest | ...--- \| --- \| --- \| \| Trigger.dev \| ⭐⭐⭐⭐⭐ \| Durable tasks/workflows \| Excellent \| TypeScript/AI-heavy apps \| \| Inngest \| ⭐⭐⭐⭐⭐ \| Event-driven durable functions \| Excellent \| Serverless/Next.js workflows \| \| Temporal \| ⭐⭐⭐⭐ \| Durabl... |
| chatgpt-search | Temporal | ...avy apps \| \| Inngest \| ⭐⭐⭐⭐⭐ \| Event-driven durable functions \| Excellent \| Serverless/Next.js workflows \| \| Temporal \| ⭐⭐⭐⭐ \| Durable workflows + activities \| Excellent, but more framework-heavy \| Complex mission-critical workflows \|... |
| google-ai | Temporal | Temporal / Cadence * How it handles outages: Temporal continuously records every workflow decision and step outcome into an immutable, append-only event log stored in a backend database (like PostgreSQL, MySQL, or Cassandra). |
| perplexity | Temporal | Temporal — It rebuilds workflow state from durable event history and resumes execution from the last recorded point after worker failures, network issues, or outages. |
| perplexity | Restate | Restate — It journals execution steps, retries ongoing executions on available service instances, and replays completed steps so execution continues from the first incomplete one. |



## Trend

Visibility delta: -3.8
Avg position delta: 3.435897435897436
Citation count delta: -10