Tray.io vs Windmill — Comparison

Tray.io

Turn AI and agents into business performance with our flexible iPaaS. Integrate apps, automate processes, and scale with Tray.ai. Talk to us today.

Learn how to make AI work for you, not against you Build conversational, event driven or fully autonomous agents at scale. Deploy with guardrails, identity and peace of mind. Deploy fully trusted and governed MCP servers across your organisation. Build your own tools, or use our 700+ off the shelf connectors Infuse intelligence into existing business processes and connect structured and unstructured data across enterprise systems. Centralise observability, security and access control across agent, MCP, automation and integration. Start workflows from any trigger: app events, schedules, or webhooks. Use a visual builder to map steps, add approvals, and apply conditions or branching. Reuse workflows and templates to move faster. See why Tray.ai is a Visionary and what it means for the shift to AI orchestration. How J.W. Pepper put guardrails around MCP Estimate the impact of an ITSM AI agent Started with one IT agent, then scaled across dozens of use cases How Life360 avoided agent sprawl

Windmill

Trusted by 4,000+ organizations, including 300+ EE customers at scale:

Build mission-critical internal tools and data pipelines that integrate directly with your existing stack and resources. Use Windmill's WebIDE or work locally with your favorite editor, CLI and AI agent. Write scripts in 20+ languages (Python, TS, Go...) with full LSP support, auto-generated UI, managed dependencies and turn them into instant endpoints or hooks for pubsub events. Orchestrate your scripts into high-performance flows with full code flexibility, AI assistance, and sub-20ms overhead. Build powerful full-stack apps using Windmill as a backend and any framework as frontend. Git-based collaboration, auto-scaling infrastructure, and full observability. No DevOps glue required. We engineered Windmill to be the fastest orchestrator in the industry, ensuring your most demanding workloads never bottleneck. From a single-node VPS to 1,000-node K8s clusters, auto-scale on demand or isolate critical tasks with dedicated worker groups on Kubernetes and Docker. Open source and self-hostable. Your code, your data, your infrastructure. Normal code in mainstream languages, no custom or proprietary SDKs. Run it locally, generate it with LLMs, port it anytime. Focus on what matters: your business logic. Every possible integration and trigger with external systems is already built-in with enterprise-grade reliability. PostgreSQL, Snowflake, Kafka, and 100+ more. Granular RBAC, SSO, Secret Management, and comprehensive Audit Logs. Battle-tested reliability at scale in regulated industries with air-gapped support. We actually use Windmill's job engine to do a lot of the heavy lifting for us. We schedule future jobs into Windmill's job engine to handle some drip hydration tasks for our demo platform. We can build things very quickly in Windmill, iterate very quickly, and we can ship them into a nice front end portal. Windmill quickly became crucial at Photoroom. We self-hosted Windmill Enterprise Edition to run a large number of internal scripts and business-critical automations. Windmill made chatops and iterations over scripts incredibly easy. It proved very reliable for running and monitoring workloads at scale. On top of that, their support is incredibly fast. At Pave, we self-host Windmill Enterprise Edition to run 100+ scripts and 15+ crons. Our Windmill deployment interacts with half a dozen data stores to power all kinds of business-critical tasks and automations across several teams. It enables our engineering org to move quickly while keeping things secure and avoiding infrastructure sprawl. Our platform per se is built entirely upon Windmill. It was one of the few products that allowed us the flexibility of integrating with our own third-party Python library and having a graphical user interface already pre-baked - that was the main selling point of Windmill for us. Today, Windmill ranks among the most stable components of our infrastructure. At Investing.com, we use Windmill to orchestrate our AI workflows. The quick setup th

Tray.io

Windmill

Tray.io

Windmill

Tray.io

Windmill