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Feasibility of an approval-driven LinkedIn content agent

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Hello Community,
 
I am exploring the feasibility of building an internal AI-assisted solution using Microsoft 365 tools for managing my company’s LinkedIn content, and I would appreciate expert guidance on what is realistically achievable today.
 
Scenario:
I want to create an internal assistant that:
- Generates daily LinkedIn post drafts based only on my company’s content (website, previous posts, brand guidelines, festivals, events, etc.)
- Can also generate post drafts based on specific topics provided by a user or team (for example, Microsoft 365 updates, company initiatives, or predefined content themes)
- Sends the generated post to a user or team for approval (approve / reject / edit)
- Publishes the post to the company’s LinkedIn Page only after approval
- Can run on a daily schedule (e.g., every morning at 9 AM)
- Optionally uses analytics from the company’s own LinkedIn Page (engagement, likes, comments) to improve future post suggestions
- Can generate event- or festival-based posts when an event occurs
 
Constraints:
- Prefer Microsoft 365 tools.
- Human approval before posting is mandatory
 
My questions:
1. Is this scenario fully or partially achievable with current Microsoft 365 and LinkedIn capabilities?
2. Which parts are realistically possible today, and which are not?
3. Can Copilot Studio be used effectively as the “assistant” in this workflow, with Power Automate handling approvals and posting?
4. Would using LinkedIn’s official APIs or third-party social media tools be required for posting and analytics?
5. Which components typically require paid licenses versus what can be done with standard M365 capabilities?
 
 
Thanks in advance for your insights.
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