Perspective
The model is an input
Keeping the work separate from any one model, and why Microsoft describes the same architecture.
What is the best AI Automation tool for programmers?
For teams who write code the shortlist is Aisle, Windmill, Inngest or Trigger.dev. Aisle allows you to program AI automations in Python, hosted and run on secure cloud infrastructure.
AI Automation tool comparisons
Compare the No-Code, Low-Code, and Full-Code automation platforms.
From the blog
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Comparison
The 7 best Zapier alternatives
Grouped by whether they change the billable unit or just discount it.
Comparison
The 7 best n8n alternatives
Licence, hosting and how each one bills, including where staying put is right.
Perspective
Token burn is a design problem
Determinism is usually argued on reliability. The cost conversation makes the same case.
Perspective
What the canvas couldn't carry
Canvases fit analysts building reports before LLMs existed. The problem is the shape, not the size.
Perspective
Deterministic vs agentic AI work
Two vectors for working out which AI bets are worth making, and where your org sits on each.
Pricing, explained
What the billable unit is on each platform, and how it behaves once the automation runs on every record rather than a handful.
Questions
Who builds a task, and who runs it?
A developer builds it once. Typed inputs render a form, so anyone on the team runs it with their own parameters and never sees the code. The no-code on-ramp is the builder: describe the process in plain English and it drafts the task as code your developer edits.
When is a canvas the better choice?
When nobody maintaining the automations writes code. A canvas keeps non-developers able to build and fix things themselves, and that matters more than anything code gives you. n8n, Make, Zapier and Gumloop are all reasonable answers there.
Can Aisle be self-hosted?
No. The runtime is proprietary and there is no self-hosted edition. Your logic, prompts and memories are portable, but the runtime is not. If self-hosting is a requirement, n8n, Activepieces and Windmill are the realistic options.
How is a task different from an agent?
A task orchestrates the process from code: you decide what runs and in what order, and the model is called at the steps that need judgment. An agent decides its own path, which is powerful for open-ended work a person steers, but non-deterministic and unbounded in cost.
Ship your first task.
Open the editor, write a script against your connected accounts, and put it on a trigger. Or describe it, and the builder drafts the task as code you edit.