Andrew Huang

Andrew Huang

Research AI

Generative AI for blogs

Role

Product Design Intern at IBM

Timeline

May - August 2024

Team

VP of Design, Product Managers, Senior Product Designers, and Engineers

Responsibility

Interaction Design, Visual Design, Prototyping, User Testing, and Mockups

Mission

IBM Research blog is the main destination with over 100,000 visits per month and 500+ blog posts.
Our goal is to leverage the platform to enhance the readers’ experience through generative AI.

IBM Research blog is the main destination with over 100,000 visits per month and 500+ blog posts. Our goal is to leverage the platform to enhance the readers’ experience through generative AI.

Problem

I conducted over 20 in-person interviews to identify readers’ main frustrations inside the IBM Research blog.

I conducted over 20 in-person interviews to identify readers’ main frustrations inside IBM Research blog.

Readers spend a lot of time scanning blog posts.

Readers spend a lot of time scanning blog posts.

I spend a lot of time scanning the research blog just to understand the main idea.”

Readers cannot find relevant content inside blog links.

Readers cannot find relevant content inside blog links.

Some links lead to long documents with hundreds of pages.”

Readers are unable to learn more about specific content.

Readers are unable to learn more about specific content.

I have to leave the blog to learn more about large language models.”

Research

We discovered that generative AI helps people find information faster by condensing articles into a summary at the top.

Google Search

Bing

HMW

How might we use generative AI to help readers discover content they are interested in within blog posts?

Layout exploration

Full page view

Sidebar view

Modal

Full page view

Pros

Pros

Pros

  • Helps point readers to blog posts they are interested in

  • Helps point readers to blog posts they are interested in

  • Helps point readers to blog posts they are interested in

Cons

Cons

Cons

  • Not integrated into blog posts

  • Not integrated into blog posts

  • Not integrated into blog posts

  • Requires dedicated full page

Sidebar view

Pros

Pros

Pros

  • Integrated into blog posts

  • Integrated into blog posts

  • Integrated into blog posts

  • Enables readers to ask questions about the blog

Cons

Cons

Cons

  • Pulling readers’ attention away from the actual blog content

  • Pulling readers’ attention away from the actual blog content

  • Pulling readers’ attention away from the actual blog content

Challenge

Stakeholders were not aligned because they didn’t think we were solving a problem.
So we went back to the problem space...

Stakeholders were not aligned because they didn’t think we were solving a problem. So we went back to the problem space...

Solution

Takeaways provide readers with a quick understanding of the blog post, saving them time finding content.

Outcome

Stakeholders were aligned and the simplest form of this feature is now launching across all 500 blog posts.

Initially, we faced pushback on AI integration due to computational cost.

My proposed MVP provides the same user value without computational cost.

Solution

This solution provides content specific explanations for readers to learn more.

Pros

Pros

Pros

  • Modal spotlights the blog content

  • Least eye movement for the reader

Cons

Cons

Cons

  • Generated content does not save automatically

  • Difficult to discover at first

Impact

After conducting over 20 in-person interviews with users testing high fidelity prototypes we found that...

90%

90%

90%

of readers found key takeaways helpful in finding blog posts they are interested in.

of readers found key takeaways helpful in finding blog posts they're interested in.

of readers found key takeaways helpful in finding blogs they are interested in.

95%

95%

95%

of readers found link previews helpful in finding content they are interested in.

of readers found link previews helpful in finding content they're interested in.

of readers found link previews helpful in finding content they're interested in.

70%

70%

70%

of readers found the modal helpful in diving deeper into content they found interesting.

Outcome

All three proposed solutions are now launching across all 500 blog posts.

Takeaways

Link preview

Content explanations

At the end of my internship, I had the priviledge to present my launched features at the MIT-IBM Watson AI Lab.

What I've learned

The importance of proposing MVPs to stakeholders to showcase product impact.

If I had more time

I would measure how long readers stay on blog posts as a way to measure engagement.

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Let’s make some magic together!

© 2025 Andrew Huang. All Rights Reserved.

Let’s make some magic together!

© 2025 Andrew Huang. All Rights Reserved.