A tool shortlist is only the start. Connect the workload to its execution model, check when an option does or does not fit, and decide who will own and operate it.
AI Agent & Automation Decision Platform
Stacks and Flows
Choose the right AI agents, automation systems, and execution architecture for your team.
Evidence-led guidance across workflows, AI and coding agents, protocols and governance — compare deployment, reliability, migration, ownership and lock-in trade-offs.
n8n · Make · Zapier
Pipedream · Activepieces · Windmill
LangGraph · OpenAI Agents SDK
Skills / Plugins · Memory / Context
Durable execution · Sandbox · MCP / A2A
State · Evals · Governance / Approval
Overview
Evidence-led guidance across workflows, AI and coding agents, protocols and governance — compare deployment, reliability, migration, ownership and lock-in trade-offs.
Core capabilities
What it can do
Compare workflow platforms, AI agents, coding agents and runtimes by workload and operating constraints — including when not to use them.
Translate Frontier changes into decision impact: harnesses, runtimes, sandboxes, memory/context, Skills/Plugins, MCP/A2A, triggers/events, evals and governance.
Trace capability boundaries to official documentation and changelogs, source verification, verified dates and explicit conditions — not blanket recommendations.
Plan self-hosting and migration around portability, operational ownership and vendor lock-in, alongside reliability and deployment trade-offs.
Product gallery
From concept to use case
Verified project visuals are labelled honestly; placeholders never represent a live interface.
Automation systems
Scalable, vendor-neutral automation infrastructure guidance.
Typical scenarios
Built for this work
Who it is for
Designed for teams with this kind of work.
Teams choosing workflow and agent systems
Developers evaluating runtimes and deployment boundaries
Operators planning migration and long-term ownership
Current stage
Continuously evolving
The public site is live. Workflow and agent comparisons, Frontier decision guides and migration resources continue to evolve.
Supporting technology