We Tracked 100 Marketing Tasks Performed by AI: Here’s What They Can (and Can’t) Do Without You

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Table of Contents

Table of Contents

AI tools promise to handle everything, from writing blog posts to planning entire marketing campaigns. Platforms like ChatGPT, Jasper, Canva, HubSpot AI and custom-made AI Agents claim to boost productivity and cut costs. But are they really up to the task?

To find out, we tracked 100+ marketing tasks across content, SEO, ads, analytics, email, and outreach. Our goal is to identify what AI can do on its own, what still needs human input, and what it just can’t handle yet.

We found out that AI excels at speed, repetition, and idea generation. Out of the 100+ tasks tracked, AI can perfectly execute over 90 tasks with little to no supervision.

Methodology: Where the 100 Tasks Came From

Instead of testing with in-house agents, we took a real-world approach to understand how marketers actually use AI today.

Here’s what we did:

  • Reviewed case studies from marketing teams and solopreneurs
  • Analyzed tool usage across platforms like ChatGPT, Jasper, Copy.ai, Surfer SEO, HubSpot, and Zapier
  • Scanned user forums, Reddit threads, and Twitter/X discussions
  • Observed workflows used by marketing agencies and SaaS teams

100 Marketing Tasks: Categorized by Autonomy

Not all AI is built equal and not all marketing tasks should be handed over. We reviewed 100 tasks and grouped them into three clear categories based on how much autonomy AI currently has in real-world marketing use.

CategoryDescription
🟢 Fully AI-Driven (Realistically autonomous with little/no human oversight)Tasks that AI can execute repeatedly and reliably without significant human review, especially when fed good prompts or data.
🟡 AI-Assisted (Hybrid, best results with human-AI workflow)Tasks that benefit from AI speed or suggestions, but need human input to ensure quality, nuance, tone, or strategy.
🔴 Human-Led (Not automatable, AI either underperforms or introduces risk)Tasks where human judgment, creativity, or relationship management is essential, AI may support but not lead.

Here is the link to review the data sheets: We Tracked 100 Marketing Tasks Performed by AI – Google Sheets

Where Humans Still Matter Most

AI can automate tasks but it can’t own a brand, understand nuance, or build trust. The most impactful parts of marketing still need a human touch.

Here are the areas where people—not prompts—make the real difference:

Context & Critical Review

  • Editing content for brand tone and emotional depth
  • Approving content before publishing (especially for regulated industries)
  • Catching subtle errors or ethical issues AI might miss
  • Adapting messaging based on audience sentiment or feedback
  • Making calls where empathy and timing matter—like user complaints or PR backlash

Human Communication & Relationships

  • Managing clients, stakeholders, and partner expectations
  • Writing high-stakes communications (e.g., crisis responses, investor updates)
  • Navigating cultural sensitivities in global markets
  • Mentoring junior team members and fostering team creativity
  • Leading brainstorming sessions that require fresh, cross-functional ideas

Where AI Excels in Marketing

AI isn’t replacing marketers but it’s definitely replacing manual grunt work. When used correctly, AI can automate repetitive tasks, scale basic outputs, and give junior marketers more time for creative or strategic work.

Here are 25 tasks where AI delivers real value fast, cheap, and at scale:

Content & Copy Automation

  • Writing SEO meta descriptions in bulk
  • Rewriting product descriptions for multiple SKUs
  • Summarizing blog posts into social snippets
  • Translating content across languages
  • Repurposing articles into newsletters or LinkedIn posts
  • Drafting captions for Instagram, X (Twitter), and Facebook

Workflow & Scheduling

  • Auto-scheduling content across platforms
  • Populating editorial calendars with AI-suggested topics
  • Creating recurring content templates (e.g., weekly tips, FAQ posts)
  • Suggesting posting times based on audience engagement
  • Generating monthly content performance summaries

Data & Reporting

  • Creating automated marketing reports from Google Analytics
  • Tagging and categorizing CRM leads based on behavior
  • Extracting customer feedback themes from survey data
  • Visualizing campaign metrics in charts or summaries
  • Flagging underperforming content for review

Idea Generation

  • Suggesting blog titles or email subject line variants
  • Brainstorming keyword clusters for SEO
  • Recommending CTAs based on campaign goals
  • Generating outline drafts for content briefs
  • Ideating new campaign slogans or angles

Design & Multimedia

  • Removing backgrounds from images instantly
  • Auto-generating branded visuals for social posts
  • Drafting slide decks from blog content
  • Creating basic video subtitles or transcripts
  • Suggesting image captions or alt text

Conclusion

AI is completely reshaping the way marketers work.

Out of the 100+ marketing tasks we tracked, over 90 can already be executed entirely by AI.

The few remaining tasks that still require a human touch are quickly becoming easier for AI to support and may soon be automated as well.

The shift is no longer coming, it is here. The real edge for marketers and agencies now lies in learning how to lead, manage, and collaborate with AI tools instead of resisting them.

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