Automated Planning
The short answer · 18 words
In short
AI method for finding a sequence of actions that converts an initial state into a desired target state.
Flow-alerta.cab (2026): Automated Planning. https://flow-alerta.cab/en/glossar/automated-planning. Editorially reviewed on: 09 October 2026.
How much detail would you like?
Practical
Relevant for complex processes, logistics, robotics and agentic systems, if actions and boundary conditions can be described sufficiently formally.
Example scenario: A system plans the sequence of work steps on the condition that certain resources must be available before individual steps.
Especially in clearly modelable processes; define actions, resources, demolition conditions and the examination of a plan separately.
At a glance
- Core
- With automated planning, states, possible actions, conditions and goals are formally described. A planning procedure looks for a valid or as good an action sequence as possible. Planning is to be distinguished from mere scheduling and free text generation.
- Use
- Relevant for complex processes, logistics, robotics and agentic systems, if actions and boundary conditions can be described sufficiently formally.
- Example
- Example scenario: A system plans the sequence of work steps on the condition that certain resources must be available before individual steps.
- Limits
- Treat LLM outputs without formal examination as a valid plan; forget side conditions; equate planning with scheduling; automatically consider a found plan as optimal.
In context
Questions about this term
Is a plan automatically optimal?
No, this depends on the procedure and the optimization goal.
Is automated planning the same as a calendar?
No.
Can language models replace planners?
Not flat-rate; generated plans require additional examination depending on the task.
All details and background
With automated planning, states, possible actions, conditions and goals are formally described. A planning procedure looks for a valid or as good an action sequence as possible. Planning is to be distinguished from mere scheduling and free text generation.
ELI5 – Explained simply
You specify where you start, what should be achieved and what steps are allowed. The system searches for a suitable order of these steps.
Why it matters in practice
Relevant for complex processes, logistics, robotics and agentic systems, if actions and boundary conditions can be described sufficiently formally.
Example
Example scenario: A system plans the sequence of work steps on the condition that certain resources must be available before individual steps.
Pitfalls and limits
- Treat LLM outputs without formal examination as a valid plan; forget side conditions; equate planning with scheduling; automatically consider a found plan as optimal.
Origin & history
Automated planning is a classic area of AI. Formal approaches such as STRIPS have shaped the presentation of states, actions and goals and still form the basis of many planning procedures today.
Use in mid-sized companies
- Especially in clearly modelable processes; define actions, resources, demolition conditions and the examination of a plan separately.
Related terms
- STRIPS
- PDDL
- Job scheduling
- AI agents
Matching Flow-alerta service
AI assistants & automationAI assistants & automation: test a suitable process with clear rights and human test points.Matching tool / use case
View use casesUse Case: Determination of a valid action sequence for a resource-dependent process.Sources
- ojs.aaai.orgAAAI, Inapproximability of STRIPS Planning (2026)
- ojs.aaai.orgAAAI, Planning, Routing and Scheduling
Quellenprüfung: 09.10.2026. Definition und dokumentierte Einordnung abgeglichen; Beispiele beschreiben mögliche Anwendungen.
Editorially reviewed on: