Workflow
In one sentence
Break a task into fixed steps and assign them in sequence to AI or humans, with predefined inputs and outputs for each step.
Workflow steps are designed by humans in advance, making them ideal for stable, highly controlled tasks. AI agents can determine their own steps, making them suited for dynamic tasks. In practice, the two are often combined: a fixed overall workflow with specific steps handled flexibly by AI agents.
When designing workflows, add checkpoints after critical steps to pause on errors and prevent mistakes from carrying over to the next step.
Example
Article production workflow: Topic selection -> First draft -> Automated banned word check -> Image selection -> Human review -> Publishing.
Related terms
- AI Agent
- An AI that can read files, call external tools, and complete multi-step tasks on its own, unlike a standard chat AI that only replies with text.
- Multi-Agent Collaboration
- Divide a complex task among multiple specialized AI agents, coordinated by an orchestrator agent that assigns tasks and compiles results.
- Human-in-the-Loop
- Keep human approval checkpoints within AI-driven workflows: humans make critical decisions, while AI handles preparation and execution.
Further reading
AI Adoption
Why the Same AI Workflow Yields Different Quality—and How to Fix It
Consistent AI output does not depend on who types the prompt. It depends on institutionalizing knowledge, style rules, and quality gates into a fixed system.
Oct 16, 2026 · 7 min read
AI News
Where Should Human Review Live Once Agents Enter the Workflow?
As AI agents move from side chat panels into daily workflows, companies must redesign human review as deliberate checkpoints rather than a final approval button.
Oct 14, 2026 · 4 min read
GEO Guide
Compliance Workflow for Healthcare Generative Engine Optimization
Before scaling healthcare GEO, institutions must classify content into public info, health education, or medical ads to ensure regulatory compliance.
Sep 27, 2026 · 11 min read
