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Comparison · Infra & APIs
Windmill vs ToolJet
A side-by-side editorial comparison of Windmill and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:enterprise
Windmill vs ToolJet: at a glance
What is Windmill?
Windmill is building a full AI-native workflow platform — guest app access, agent evals, dbt runtime, and AI cost tracking shipped in rapid succession.
Windmill is an open-source workflow automation and developer platform that has been adding AI capabilities at an accelerating rate. The last month brought AI agent evaluations (with dataset-based scoring and run comparison), AI usage and cost tracking per user and model, a Plan mode for AI sessions (read-only investigation posture), version history for both AI artifacts and resource values, and nested filter groups for Kafka and WebSocket triggers. The platform now spans workflow orchestration, AI-assisted script writing, and a native dbt runtime.
What is ToolJet?
ToolJet's AI builder goes model-agnostic with a multi-model catalog and MCP server baked into the enterprise image.
ToolJet has shifted its core narrative from low-code app builder to AI-powered app builder. In the past two weeks alone: MCP server packaging bundled into the EE production image, a multi-model build system with a visual model picker and effort variants, and AI build notifications wired into the canvas. The beta branch (v3.21.x) is a steady feed of component-level improvements while the LTS branch (v3.20.x) is now absorbing the AI infrastructure.
Windmill vs ToolJet: editorial side-by-side
Windmill
7.5INFRA · APIS
Windmill is building a full AI-native workflow platform — guest app access, agent evals, dbt runtime, and AI cost tracking shipped in rapid succession.
◆ Current state
Windmill is an open-source workflow automation and developer platform that has been adding AI capabilities at an accelerating rate. The last month brought AI agent evaluations (with dataset-based scoring and run comparison), AI usage and cost tracking per user and model, a Plan mode for AI sessions (read-only investigation posture), version history for both AI artifacts and resource values, and nested filter groups for Kafka and WebSocket triggers. The platform now spans workflow orchestration, AI-assisted script writing, and a native dbt runtime.
◆ Where it's heading
The pattern across recent releases is clear: Windmill is building the operational infrastructure around AI agents — not just the ability to run them, but the ability to measure, control, audit, and govern them. Agent evals add a testing layer; Plan mode adds a safety posture; cost tracking adds financial visibility; version history adds rollback capability. The guest app access model also introduces a new monetization dimension (4:1 guest-to-seat ratio above 100 free guests). Windmill is positioning as the AI workflow platform for teams that need enterprise-grade controls.
◆ Prediction
The eval framework (currently beta) will likely gain deeper integration with CI/CD and deployment flows. Guest access metering signals that Windmill is building toward consumption-based pricing for external-facing AI apps. Expect tighter integration between the agent evals system and the existing flow editor deployment pipeline.
ToolJet
7.5INFRA · APIS
ToolJet's AI builder goes model-agnostic with a multi-model catalog and MCP server baked into the enterprise image.
◆ Current state
ToolJet has shifted its core narrative from low-code app builder to AI-powered app builder. In the past two weeks alone: MCP server packaging bundled into the EE production image, a multi-model build system with a visual model picker and effort variants, and AI build notifications wired into the canvas. The beta branch (v3.21.x) is a steady feed of component-level improvements while the LTS branch (v3.20.x) is now absorbing the AI infrastructure.
◆ Where it's heading
ToolJet is building the infrastructure to make its AI builder run any model from any provider, not just OpenAI. The model catalog with effort variants (presumably mapping to cost/speed tradeoffs) and the bundled MCP server position ToolJet as a platform that AI agents can drive — not just a tool humans use to build apps. The Confluence marketplace integration points to continued enterprise integrations.
◆ Prediction
The MCP server now in the EE image will likely get documented API coverage in the next 2–3 releases, making ToolJet a programmable target for external AI agents. A new Basic plan suggests pricing restructuring; look for the AI builder features to be tiered behind higher plans.
Alternatives to Windmill and ToolJet
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Windmill or ToolJet.
Redocly
Redocly ships a built-in MCP server page across its entire docs platform, with public and authenticated endpoints
Expo
Expo kills its AI agent, SDK 58 beta arrives as EAS observability stack hits GA
Jackett
Jackett in pure tracker-maintenance mode, daily domain and category updates only
Skipper
Skipper adds Redis as a distributed L2 cache backend amid a high-frequency patch cadence.
Kubernetes
Kubernetes v1.37 matures its memory management and scheduling stack for AI/ML workloads.
See all Windmill alternatives → · See all ToolJet alternatives →
Recent activity from Windmill and ToolJet
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoToolJetv3.20.227-lts: MCP server bundled in EE image, AI build cancellation added
- 1d agoToolJetv3.21.71-beta: Dynamic component heights, currency format, AI build notifications
- 5d agoToolJetv3.21.70-beta
- 5d agoToolJetv3.20.226-lts: Confluence integration added, component resolution bug fixed
- 7d agoToolJetv3.20.225-lts: Multi-model AI builder with model catalog and effort variants ⚡
- 7d agoToolJetv3.20.224-lts
- 11d agoWindmillGuest access for apps ⚡
- 23d agoWindmillAI agent evals (beta) ⚡
- 23d agoWindmillAI usage and cost tracking
- 26d agoWindmillApplication default credentials for GCP Pub/Sub triggers
- 1mo agoWindmillPlan mode for AI sessions
- 1mo agoWindmillNested filter groups and dotted paths in trigger filters
Frequently asked questions
What is the difference between Windmill and ToolJet?
Both compete on the same themes — enterprise — within Infra & APIs. Windmill and ToolJet are shipping at a similar cadence (velocity 7.5 vs 7.5, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Windmill better than ToolJet?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Windmill and ToolJet are shipping at a similar cadence (velocity 7.5 vs 7.5, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Windmill?
Top Windmill alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Windmill alternatives" section above for the current picks, or visit /alternatives/windmill for the full list with editorial commentary on each.
What are the best alternatives to ToolJet?
Top ToolJet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ToolJet alternatives" section above for the current picks, or visit /alternatives/tooljet for the full list with editorial commentary on each.