Schedule social posts through an AI agent

Hi everyone,. Task: Hi everyone, I run a small business that offers art classes for kids, birthday workshops, and holiday camps. I want to start improving my marketing, especially promoting birthday workshops and creating holiday camps and maybe open a website. I’m trying to build an AI-based system that can help me: Create and publish posts on Facebook and LinkedIn Generate content (text, images, maybe short videos) Post consistently without me doing everything manually The problem is I am completely overwhelmed. There are too many tutorials, tools, and approaches and I don’t know where to start. I’d really appreciate help with: What’s the simplest way to get started? What tools should I focus on (Claude + what else)? Is it even possible to fully automate posting to Facebook/LinkedIn? Any recommended tutorials, courses, or step-by-step guides? If anyone here has built something similar (even partially), I’d love to hear what worked for you. Thanks a lot 🙏; tools: custom-built or unnamed agent. Human role: The original post does not say how a person stayed involved.; limitations: Prerequisites include access to Facebook and LinkedIn APIs and a clear content strategy. The source does not specify operating costs or integration complexities, but API restrictions often limit full automation. Human approval is critical before publishing to ensure brand safety. The source is a forum post seeking help, so its reliability as a proven workflow is low; treat all advice as theoretical until tested..

Tools

custom-built or unnamed agent

Published on Agent Work Atlas:

Overview

Hi everyone,

Workflow

Hi everyone, I run a small business that offers art classes for kids, birthday workshops, and holiday camps. I want to start improving my marketing, especially promoting birthday workshops and creating holiday camps and maybe open a website. I’m trying to build an AI-based system that can help me: Create and publish posts on Facebook and LinkedIn Generate content (text, images, maybe short videos) Post consistently without me doing everything manually The problem is I am completely overwhelmed. There are too many tutorials, tools, and approaches and I don’t know where to start. I’d really appreciate help with: What’s the simplest way to get started? What tools should I focus on (Claude + what else)? Is it even possible to fully automate posting to Facebook/LinkedIn? Any recommended tutorials, courses, or step-by-step guides? If anyone here has built something similar (even partially), I’d love to hear what worked for you. Thanks a lot 🙏

Reported result

No actual outcomes or measured results are reported, as the source is a request for advice rather than a case study of completed work. The author expresses uncertainty about whether full automation is possible and asks for recommendations on tools and tutorials. To validate this approach, a measurable acceptance check would be to successfully generate and schedule one approved post per platform within a week using the selected AI tools.

Human role

The original post does not say how a person stayed involved.

Limitations

Prerequisites include access to Facebook and LinkedIn APIs and a clear content strategy. The source does not specify operating costs or integration complexities, but API restrictions often limit full automation. Human approval is critical before publishing to ensure brand safety. The source is a forum post seeking help, so its reliability as a proven workflow is low; treat all advice as theoretical until tested.

Try it

Act as a marketing automation consultant for a small business offering kids' art classes and birthday workshops. I need to set up an AI-driven system to create and schedule posts for Facebook and LinkedIn. My goal is to generate text, images, and short videos to maintain consistent posting without manual effort for every item. Please recommend a simple tech stack starting with Claude and identify necessary scheduling tools. Clarify if full automation is feasible given current API restrictions. Provide a step-by-step guide for the first month. Before executing any real posts, generate a sample content calendar for [replaceable inputs: specific upcoming holiday or workshop theme] and show me the draft text and image prompts. I will review and approve these samples. Do not publish anything until I confirm the drafts are suitable. If API access is limited, suggest a semi-automated workflow where I approve drafts before scheduling. Ask me for my current follower count and typical engagement rates if needed to tailor the strategy.

Original source

Source reports are not independently verified. Publication date is the catalog publication date, not the original article date.

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