Agentic products
Also written: Agent product, AI agent
AI systems that can autonomously perform tasks or sequences of tasks on behalf of a user, often involving planning and tool use.
Agentic products are AI systems designed to act on their own to get things done for you. Instead of just responding to a direct command, these AI can figure out the steps needed to complete a goal, and then take those steps.
For example, an agentic product could help you plan a trip. You might tell it your destination and dates, and it could then research flights, book a hotel, and create an itinerary, all without you having to give separate instructions for each step.
Agentic products are AI systems engineered to autonomously pursue goals by performing sequences of actions. This typically involves capabilities such as planning, reasoning, tool use (e.g., accessing APIs, browsing the web), and adapting to feedback or environmental changes. They move beyond simple instruction following to proactive task completion.
The development of agentic products is enabled by advancements in large language models (LLMs) that can generate coherent plans and execute actions, coupled with frameworks that manage the interaction loop between the LLM, tools, and the environment.
Agentic products are gaining traction as companies like OpenAI release tools and APIs that enable AI systems to act autonomously. This allows AI to perform tasks, plan, and use tools, moving beyond simple responses to achieve user goals. The focus is on automating work and creating practical applications, driving new market opportunities.
- Stack Overflow for Agents triples signups with ChatGPT pluginOpenAI · OpenAI News ·
- Why OpenAI’s DevDay Looked Like Catch-UpOpenAI · The Information ·
- The Work Now Within ReachOpenAI · OpenAI News ·
- API blog postsOpenAI · OpenAI Developers Blog ·
- From prompts to products: One year of ResponsesOpenAI · OpenAI Developers Blog ·
- AI’s Unpopularity + Competing With ChatGPT — With Olivia MooreOpenAI · Big Technology Podcast ·
- OpenAI ChatGPT
- OpenAI is developing agentic products and APIs, such as the Responses API, to enable AI systems to act autonomously and perform tasks on behalf of users.
- Simple chatbots
- Chatbots typically respond to direct user input without autonom
- AI assistants
- While assistants can perform tasks, agentic products are characte
- Task automation
- Task automation often involves pre-defined scripts, whereas age
The concept of AI agents has roots in early AI research, but the current focus on agentic products is driven by recent advancements in large language models and their ability to perform complex reasoning and tool use.
Try asking a capable AI assistant like ChatGPT or Google Gemini to 'plan a weekend trip to San Francisco for two people next month, including flight and hotel suggestions.' Observe how it attempts to gather information and present a cohesive plan, demonstrating agentic behavior.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- WorkflowBuild an AI agent evaluation pipeline in one hourCompress weeks of AI agent testing into one hour using open-source tools and automated pipelines. · 60 min
- HeuristicAI agents need time-awareness for runtime controlAI agents require a sense of time to predict, estimate, and control their own actions and execution duration. · 5 min
- Anti-patternUsing prototype defaults for production AI agent architectureDon't let prototype settings for AI models and prompts become production defaults; they are not optimized for scale or cost. · 60 min
- Cost tipLeverage prompt caching to reduce AI agent token costsReuse previously processed prompt prefixes to avoid reprocessing and save on token costs for agents. · 30 min
- HeuristicComposable controls for agent autonomy and safetyUse composable controls that perform single jobs, enabling agents to run with autonomy at appropriate safety levels. · 10 min
Questions people ask
- What is the difference between an AI agent and an agentic product?
- An AI agent is the underlying system or model that can act autonomously, while an agentic product is the application or service built using these agents to provide a user-facing capability.
- Do agentic products require constant human supervision?
- Agentic products are designed to operate with a degree of autonomy, but the level of supervision can vary. Some may require initial setup and periodic checks, while others can operate more independently for specific tasks.
First seen on Subvolts Sep 3, 2026. Updated Oct 16, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.