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Function

Which marketing and content jobs can you hand to an AI agent?

Researched November 2026

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On this page

AI agents for content creation can take part of the drafting in a marketing job today. In HubSpot's editors, for example, its AI can generate a heading, paragraph or subsection from a prompt, apply a configured brand voice to text you highlight, generate new versions of a title or meta description, and generate social posts from a blog post. They cannot be trusted to publish unchecked. Google's own guidance says generative AI output "may contain inaccuracies" and that it is "critical to manually factcheck and review all AI-generated content for accuracy and trustworthiness before publishing." So the job you hand over is "draft to our brief", and the job you keep is "check it, approve it, and own what goes out under your name".

This page covers what one content product does according to its documentation, which marketing jobs you can hire an agent for, which role changes, and where to start. It describes the one product and the policies cited, as of November 2026.

What AI agents do in marketing today

The product read in detail for this page is HubSpot, whose AI features sit inside its content editors. It shows the shape of what a content agent does and where its limits are written down.

  • Drafting and rewriting in the editor. According to HubSpot's knowledge base, its AI (Breeze) can generate a heading, paragraph or subsection from a prompt in pages and blog posts, and can rewrite, expand, shorten, change the tone of, or apply a configured brand voice to text you highlight. You review the result in the right panel and choose to insert or replace it.
  • Metadata and social posts. The same documentation describes generating a new version of a title or meta description and then up to five additional variations, and generating social posts from a blog post's content (or a custom prompt) when social auto-publishing is turned on.
  • Written limits. HubSpot documents a limit of 30 generations a minute and 1,000 a day, and a 4,000-token limit on prompts and responses. A Super Admin must switch on generative AI access, the data settings the feature lists (CRM data, customer conversion data and files data), and "Give users access to Breeze Assistant."
  • The Content Agent. In an April 2025 announcement, HubSpot said its Breeze Content Agent can use uploaded reference files for blog posts and landing pages, suggest better blog topics based on top-performing content and target audience, and automate pre-publish tasks such as writing meta descriptions and adding internal links. That is HubSpot's description of its own product.

Read together, the documentation describes a drafting tool with a person in the editor, not a system that decides what to publish. That matches what the search and platform rules below expect.

What Google says about AI content. Google's guidance does not tell publishers to avoid generative AI. It says generative AI "can be particularly useful when researching a topic, and to add structure to original content." The limit is scale without value: Google's spam policies define scaled content abuse as "when many pages are generated for the primary purpose of manipulating search rankings and not helping users," and list "using generative AI tools or other similar tools to generate many pages without adding value for users" as an example. Google adds that the review step also applies to metadata such as titles, meta descriptions, structured data and image alt text; HubSpot's documentation above includes generating titles and meta descriptions. Google suggests telling readers how automation was used where that makes sense for your audience.

What social platforms say about automation. On X, for example, the automation rules say "you are ultimately responsible for the actions taken with your account, or by applications associated with your account." They prohibit automatically posting about trending topics and posting "duplicative or substantially similar posts on one account or over multiple accounts you operate," and warn that non-API automation such as scripting the website "may result in the permanent suspension of your account." Other platforms publish their own rules; check each one you post to.

Jobs you can hire an agent for

Each job has its own page with a task breakdown, a brief template you can copy, risks and how to run a trial.

  • JobSupervised
    AI agent for SEO content: what it drafts, what you check

    An AI agent can do the keyword research, outlines, drafts and refreshes behind SEO articles. A person picks the topics, adds what only your company knows, fact-checks every claim and approves what gets published.

  • JobAssist only
    AI agent for social media management: what it can do

    AI tools inside social media platforms draft captions, adapt posts for each network, tag and route incoming messages and summarize listening data. A person still approves what gets published, writes or approves replies, and owns strategy and crisis calls.

They differ in what a mistake costs:

JobWhat the agent doesWhat a person keeps
SEO content writingDrafts headings, paragraphs and sections from a prompt; generates titles and meta descriptionsFact-checking, original insight, the decision to publish
Social media managementGenerates social posts from a blog post's content or a promptApproving each post, replies to people, staying within each platform's rules

If the content depends on research about a market or competitors, see market research.

Roles they affect

This function covers one role so far. Its page goes task by task through what an agent can take and what stays with the writer.

  • Role
    Can AI replace content writers? The job, task by task

    HubSpot documents a content agent that drafts blog posts, social posts, landing pages and campaign assets, with a person reviewing every draft before publishing; Jasper documents a Blog Post agent task. Research, interviews, client work, editing to approval and publishing stay with a writer.

For scale: the U.S. Bureau of Labor Statistics puts the median annual wage for writers and authors at $76,910 (May 2025, SOC 27-3043), with about 140,300 jobs in 2025, 65% of them held by self-employed workers. BLS projects little or no change in employment from 2025 to 2035 and states that "increasing use of artificial intelligence (AI) for writing is projected to dampen demand for these workers," while they "will continue to be needed for online media and advertising." The BLS duty list includes conducting research, writing advertising copy, and presenting drafts to editors and clients for feedback. Drafting copy is the part closest to what the documentation above describes; choosing subjects that interest readers and working with editors and clients is not described there as something the product does on its own.

Where to start

Start with content where an error is cheap to catch before it goes out: meta descriptions for existing pages, first drafts of posts on topics your team knows well, social versions of articles you have already published. Avoid starting with anything that makes claims about prices, health, money or competitors, or that publishes without a person seeing it.

For example (assume, for this example, a 15-person software company with a blog of 80 posts): you ask an agent to draft new meta descriptions for the 20 posts with the lowest click-through in your search console. The agent returns a table with the URL, the old description and the new one. An editor reads each new description against its post, rejects any that promise something the post does not deliver, and publishes the rest. The share rejected is your first measure of how much review the next batch needs.

Before you hand over any content job, we recommend:

  1. Write the brief down. Audience, purpose, sources the agent may use, claims it must not make, and the brand voice. The job description guide has a template.
  2. Give it your sources, not just a topic. Product facts, prices and customer quotes should come from material you supply. Google's guidance explains why: generative models "don't retrieve facts, but predict a likely sequence of words based on their training data."
  3. Fact-check every piece before publishing. Check each number, name and claim against a source. Include titles, meta descriptions and alt text.
  4. Measure value, not volume. Ask whether each page answers something a reader needs that your site did not answer before. Google's scaled content abuse policy describes "large amounts of unoriginal content that provides little to no value to users, no matter how it's created."
  5. Keep publishing rights with a person. Let the agent draft and queue; let a named person approve. On social accounts, read each platform's automation rules before connecting a tool.
  6. Know what data the agent reads. HubSpot's features, for example, require CRM, customer conversion and files data to be switched on. Check what your provider shares and retains before granting access.

The guides on hiring an AI agent and supervising one cover trials, review and handover in more detail. If you want help scoping a content job, use the brief below.

Sources

  1. Google Search's guidance on using generative AI content on your website

    Google Search CentralPrimaryAccessed Nov 14, 2026

  2. Spam policies for Google web search

    Google Search CentralPrimaryAccessed Nov 14, 2026

  3. Generate and refine content with AI

    HubSpot Knowledge BasePrimaryAccessed Nov 14, 2026

  4. Automation rules

    X Help CenterPrimaryAccessed Nov 14, 2026

  5. Writers and Authors: Occupational Outlook Handbook

    U.S. Bureau of Labor StatisticsPrimaryAccessed Nov 14, 2026

What we could not verify

  • Production use of content agents by named companies, verified by an independent source. The evidence found is product documentation and vendor announcements, which show what the products do, not who runs them in production or with what results.
  • Independent accuracy or quality figures for AI-written marketing content. No study read for this page measures error rates in published marketing content.
  • A per-article or per-post agent price. HubSpot's documentation read for this page states usage limits and the plans that include the features, not a per-piece price, so this page states no cost comparison.
  • Automation rules of social platforms other than X. Only X's automation rules were read for this page; each platform publishes its own.

Use this brief

The AI agent job board isn't open yet. Tell us about the job and Nikolas will reply personally.