AI visibility report
Windmill ranks #9 in Workflow Orchestration & Durable Execution AI search.
Outside the top three on 19 of the 25 prompts buyers actually ask.
Temporal is cited on 14 of those losses.
Free trial. Setup comes pre-filled for Windmill.
Track Windmill across these prompts daily.
Start free trial#9 among 11 vendors · still absent from 92% of tracked prompt responses
Top-3 citations across 125 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
ChatGPT
Gemini Search
Grok
Google AI Mode
PerplexityNarrower footprint, stronger tone. Windmill ranks #9 on presence but #6 on sentiment. That means the brand is framed well when it appears, but still needs broader prompt-response coverage.
Where Windmill is losing
Prompts where competitors are visible and Windmill is not.
These prompt-level losses are the first prompts to track and repair.
Where Windmill is winning1
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?
Avg # 3.0 · 1 platform
Where Windmill is losing5
What durable workflow platforms support scheduling and cron-like triggers natively so teams can replace job schedulers without adding another tool?
Competitors on 4 platforms
Track this promptWhich durable workflow platforms handle partial outages gracefully by resuming in-progress executions automatically when the system recovers?
Competitors on 4 platforms
Track this promptWhich workflow orchestration platforms can scale to millions of concurrent workflow executions without degrading scheduler throughput?
Competitors on 4 platforms
Track this promptWhat durable execution tools guarantee at-least-once execution and idempotency so workflows never silently drop work in a distributed system?
Competitors on 4 platforms
Track this promptI'm evaluating durable execution platforms for a startup with complex multi-step background jobs — which ones have the fastest time to value?
Competitors on 4 platforms
Track this prompt
Track Windmill daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
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.
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 Facts
- Founded
- 2022
- HQ
- Paris, France
- Founders
- Ruben Fiszel
- Employees
- 10-20
- Customers
- 4,000+ organizations (300+ enterprise)
- Status
- Private
Target users
Key Capabilities10
- 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
Key Use Cases7
- 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
Windmill customer outcomes
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
30-day migration; 60% of platform migrated
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.
25 synthetic tests per 5 minutes
Migrated from n8n to Windmill for production-critical monitoring, achieving the scale and reliability needed to run 25 synthetic tests every 5 minutes continuously.
100+ scripts, 15+ crons in production
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.
Recent Trend
How AI describes Windmill3
...| | Prefect | Good | Good | Very approachable | Python-heavy teams | | Windmill | Excellent | Strong | Very operator-friendly | Internal tooling and au...
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?
Windmill (underrated) Windmill combines: * Visual workflows * Python/TypeScript steps * Branching * Loops * Retries * Error handlers * Human approval gates It's a good middle ground between low-code tools and full engineering-heavy orchestrators.
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?
Windmill/Restate-style patterns (TypeScript-friendly): several modern engines offer a TypeScript-first API surface with strong typings around runs, journaling, and state, enabling predictable replays and editor autocomplete.
Which durable workflow platforms support TypeScript-native workflows with strong type safety and IDE autocomplete?
Most cited sources8
14Windmill | Code-first orchestration platform for internal software
windmill.dev·Blog Post
- 2
Workflow-as-code: orchestration in pure code | Windmill
windmill.dev·Product Page
- 2
Workflows as code | Windmill
windmill.dev·Product Page
- 2
Workflow builder with built-in infrastructure | Windmill
windmill.dev·Blog Post
- 1
Launch Week Day 3 - Fastest self-hostable open-source workflow engine | Windmill
windmill.dev·Blog Post
- 1
Full observability | Windmill
windmill.dev·Product Page
Alternatives in Workflow Orchestration & Durable Execution6
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.
Reviews
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
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.
Pricing
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.
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.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Gemini Search | ChatGPT | Perplexity | Grok | Google AI Mode |
|---|---|---|---|---|---|
Capability0/5 cited (0%) | |||||
What workflow orchestration tools support human-in-the-loop workflows where execution pauses indefinitely until a person approves the next step? | |||||
I need a workflow engine that supports saga patterns for distributed transactions with automatic compensation on failure — what are my options? | |||||
Which durable workflow platforms support versioning workflows so you can deploy code changes without breaking in-flight executions? | |||||
Which platforms handle long-running workflows that can sleep for days or months and resume exactly where they left off after an external event? | |||||
Which durable execution platforms handle fan-out scenarios where a parent workflow spawns thousands of child tasks and waits for all results? | |||||
Developer Experience2/5 cited (40%) | |||||
Which durable workflow platforms support TypeScript-native workflows with strong type safety and IDE autocomplete? | |||||
Which workflow orchestration platforms let developers write workflows in plain code without learning a proprietary DSL or YAML configuration? | |||||
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? | |||||
What workflow orchestration tools do platform teams recommend for reducing the custom infrastructure a product team needs to build for reliable background jobs? | |||||
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? | |||||
Integrations & Ecosystem1/5 cited (20%) | |||||
What durable execution tools work well with serverless compute platforms so individual workflow steps run as isolated functions without dedicated workers? | |||||
What durable workflow platforms support scheduling and cron-like triggers natively so teams can replace job schedulers without adding another tool? | |||||
Which workflow orchestration tools integrate with observability platforms so traces span across workflow steps and external API calls? | |||||
Which workflow orchestration platforms integrate natively with event streaming platforms to trigger workflows from topic messages? | |||||
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? | |||||
Performance & Reliability0/5 cited (0%) | |||||
Which durable workflow platforms handle partial outages gracefully by resuming in-progress executions automatically when the system recovers? | |||||
Which workflow platforms have the lowest latency for triggering a new workflow execution in response to an inbound webhook event? | |||||
Which workflow orchestration platforms can scale to millions of concurrent workflow executions without degrading scheduler throughput? | |||||
What durable execution tools guarantee at-least-once execution and idempotency so workflows never silently drop work in a distributed system? | |||||
What orchestration tools are battle-tested for production use at high scale — which ones do high-growth startups rely on for mission-critical workflows? | |||||
Setup & First Run3/5 cited (60%) | |||||
What workflow orchestration platforms offer a managed cloud service with minimal ops overhead for a 10-person backend team? | |||||
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? | |||||
What's the easiest durable workflow platform to adopt for a backend team tired of managing unreliable cron jobs and retry logic from scratch? | |||||
I'm evaluating durable execution platforms for a startup with complex multi-step background jobs — which ones have the fastest time to value? | |||||
Which workflow orchestration tools can a Node.js team integrate into an existing codebase without rewriting their business logic? | |||||
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Temporal | 48.8% | 37.0% | 23.2% | 26.4% | 39.2% | #20.8 | +0.38 |
| 2 | Inngest | 22.4% | 11.8% | 8.8% | 11.2% | 22.4% | #30.5 | +0.44 |
| 3 | AWS Step Functions | 20.0% | 8.7% | 4.8% | 0.0% | 16.0% | #26.0 | +0.37 |
| 4 | Prefect | 17.6% | 9.6% | 4.0% | 8.0% | 13.6% | #26.4 | +0.39 |
| 5 | Orkes | 16.0% | 5.2% | 3.2% | 8.8% | 15.2% | #22.0 | +0.41 |
| 6 | Kestra | 15.2% | 6.2% | 6.4% | 3.2% | 13.6% | #29.9 | +0.36 |
| 7 | Restate | 12.8% | 5.9% | 5.6% | 5.6% | 12.8% | #31.8 | +0.39 |
| 8 | Trigger.dev | 10.4% | 6.8% | 0.8% | 0.8% | 10.4% | #34.5 | +0.36 |
| 9 | Windmill | 8.0% | 3.4% | 0.0% | 3.2% | 4.8% | #18.5 | +0.38 |
| 10 | Camunda | 6.4% | 3.7% | 2.4% | 6.4% | 6.4% | #62.6 | +0.31 |
| 11 | Hatchet | 4.8% | 1.7% | 1.6% | 2.4% | 4.8% | #24.1 | +0.47 |
Turn this into your team dashboard
Sign up to unlock project-level analytics, daily tracking, actionable insights, custom prompt configurations, adoption tracking, AI traffic analytics and more.
Free trial. Setup comes pre-filled from this report.