OpenAI has unveiled its latest language model, “o1,” touting advancements in complex reasoning capabilities.

In an announcement, the company claimed its new o1 model can match human performance on math, programming, and scientific knowledge tests.

However, the true impact remains speculative.

Extraordinary Claims

According to OpenAI, o1 can score in the 89th percentile on competitive programming challenges hosted by Codeforces.

The company insists its model can perform at a level that would place it among the top 500 students nationally on the elite American Invitational Mathematics Examination (AIME).

Further, OpenAI states that o1 exceeds the average performance of human subject matter experts holding PhD credentials on a combined physics, chemistry, and biology benchmark exam.

These are extraordinary claims, and it’s important to remain skeptical until we see open scrutiny and real-world testing.

Reinforcement Learning

The purported breakthrough is o1’s reinforcement learning process, designed to teach the model to break down complex problems using an approach called the “chain of thought.”

By simulating human-like step-by-step logic, correcting mistakes, and adjusting strategies before outputting a final answer, OpenAI contends that o1 has developed superior reasoning skills compared to standard language models.

Implications

It’s unclear how o1’s claimed reasoning could enhance understanding of queries—or generation of responses—across math, coding, science, and other technical topics.

From an SEO perspective, anything that improves content interpretation and the ability to answer queries directly could be impactful. However, it’s wise to be cautious until we see objective third-party testing.

OpenAI must move beyond benchmark browbeating and provide objective, reproducible evidence to support its claims. Adding o1’s capabilities to ChatGPT in planned real-world pilots should help showcase realistic use cases.

Featured Image: JarTee/Shutterstock

At a time when anyone can create content, the real challenge—and opportunity—is in saying something new. 

I think content curation can help with that.

Curation is all about finding undiscovered stories and repackaging ideas in ways your audience really respond to.

In this article, you’ll learn why content curation is great for growth, and how to talent scout quality underground or left-field content.

Gathering and sharing content is a popular social media tactic, but content curation extends to mediums and channels far beyond social.

Let’s take a look at some examples:

Newsletters, in particular, have become the go-to platform for curation, since they’re fairly cheap to run and easy to set up.

The numbers back this up. A quick look at Site Explorer shows newsletter platform Substack experiencing a 373% leap in organic traffic from September 5th, 2023 to September 5th, 2024.

You can see some great examples of curated SEO newsletters here: I Subscribed to 72 SEO Newsletters. Here Are My 11 Favorites.

Now you know about content curation in all its forms and guises, let me tell you what’s so great about it…

1. Content curation saves time and money

At Ahrefs, we follow The Pareto Principle: the idea that 80% of the reward comes from 20% of the effort.

If you want to improve your effort:reward ratio, curation is a great option.

“One benefit is that I don’t have to write an essay from scratch each week (which is what most newsletters are).”

While content curation has the potential to save you time, resources, and money, I do want to add two important caveats:

2. Curation helps you build links, traffic, and engagement

Marketing Examples is a goldmine of curated marketing snippets.

Founder, Harry Dry, doesn’t just gather content — he dissects real-world marketing copy, name drops the creator, and breaks down their winning formulas, making it easy for readers to replicate that success.

As a result, his site has earned fairly consistent links and traffic over time, growing organically by 88% in the last two years.

Curating content is an example of what I call “awareness you prepared earlier”. Your chances of driving traction are vastly improved when you crowdsource ideas.

Not only do your audience consume your curated content, they publicize it to their own network via social posts or reciprocal links when they get featured.

Some refer to this as “ego bait”. Obviously there’s an element of flattery involved, but in my experience, the top curators prioritize content that genuinely helped or inspired them, rather than chasing big names with the widest reach.

3. Curating content is great for EEAT

But, since 2022, first-hand experience has become a prerequisite for ranking in Google.

Curating others’ lived experiences and knowledge in your content is a powerful way to build your EEAT and improve your rankings.

4. You become credible by association

We tend to categorize people according to their social group memberships – this is known as social categorization.

If you’re regularly associating yourself with respected thought leaders, your audience is more likely to group you with them, and hold you in higher regard as a result.

Mixing in your own content and opinion is important for building credibility, but be careful not to overdo the self-promotion.

Back to SQ:

“I don’t tend to include all of the blog posts we publish on our blog.“ 

5. You get closer to your customers and community

6. When you curate, your content gets better

7. You build your personal “brand”

Aleyda curates SEO news and insights across her newsletter, SEOFOMO, her podcast, Crawling Mondays, her owned social media channels, and industry talks.

As a result, her name now drives ~600 monthly organic searches, according to Site Explorer.

And over 19K “in content” mentions, according to Content Explorer.

1. Pay attention to lesser-known voices

Mark Williams-Cook, Director at Candour and Founder of AlsoAsked, does just this when curating his newsletter: Core Updates.

“I’ve made a conscious effort not just to follow the ‘big names’, as there are some truly excellent SEOs that are very quiet on social media. I’d always recommend following someone if you see them putting out solid advice, even if you’ve never heard of them. I’ve made some good friends and excellent connections that way!” 

This is probably something you’ll have to do manually at first.

I try to pay close attention to people leaving savvy comments on social media posts and industry communities.

2. Build an X list of “ones to watch”

3. Mine niche and atypical sources of information

Nicole DeLeon, Ed Zitron, Marie Haynes and other tech curators recently mined Google’s DoJ trial documentation to investigate “buried” information on how the search engine ranks content.

Search Engine Roundtable founder, Barry Schwartz, is always extracting content from Google rep social comments, Google developer docs, and Google’s Office Hours video series to curate hot-off-the-press news.

Techemails mines leaked tech company emails from court filings and curates them across social media and their website (p.s. they are preeetty eye-opening).

Finding and teasing out obscure information is a great skill to have when it comes to content curation.

Here are some more ways you can do that:

• Track updates in company documentation (e.g. brand Ts & Cs, Google Developer Docs, Anthropic Release Notes)
• Mine Freedom of Information Act (FOIA) request databases
• Monitor government data via fact finding bodies (e.g. Indeed curates content from the Bureau of Labor Statistics to inform content in their Hiring Lab)
• Study public datasets released by research institutions (e.g. Harvard Dataverse)
• Mine “hidden” or ephemeral content (e.g. podcasts, webinars, industry talks, seminars etc.) to curate quotes and promote relatively unheard information
• Monitor public announcements and press releases from organizations

4. Track down new and trending content

Be the first to break and curate news in your industry. Start by searching for industry-specific keywords in Content Explorer.

Then add filters to make sure you’re seeing the freshest and highest quality content.

In my experience, I find that:

• Adding a minimum Referring Domain of “30”
• Adding a minimum word count of “300”
• Sorting by “Date: newest first”

…shows me the newest and best SEO related content, but you should play around until you find what works in your industry.

This next part is really important. Once you’re happy with your configuration, hit “Save filters” so that you can repeat this analysis for the next instalment of your newsletter, podcast, social post, article, or whatever else you might be curating.

With the Content Explorer, you’re searching for instances of a keyword in the title, content, URL or all of the above.

But relevant content won’t always contain the exact keywords or topics you’re searching for.

In which case, try searching for keywords in the anchor text linking to that content.

There’s a preconfigured search for this in Ahrefs’ Web Explorer. Just hit the “examples” tab, and select “Most quoted newly published pages about ChatGPT”:

This will load a full report of the most linked to pages about the topic “ChatGPT” over the last week. Then all you need to do is update the report with your chosen topic, and adjust any filters.

And hit “Save report”.

Another tip for breaking news was recently disclosed by SEO expert and founder of SEO blog Detailed, Glen Allsopp, on the Ahrefs Podcast (it’s a great episode – I highly recommend a full listen!)

He spoke about a technique that he refers to as the “iPhone Link Building” method.

“The reason I call it this, because it doesn’t matter who you are, it doesn’t matter how old your website is, it doesn’t matter how long you’ve been around. If you have a photo of the iPhone 16 before anyone else and you put that on [your site], the whole tech world is going to talk about it, right? You’re going to get links from every tech website on the planet. Doesn’t matter that [your site] has nothing to do with tech and gadgets. You’ve got the first iPhone link. People are going to talk about it. So I refer to it as the iPhone link building.“ 

To carry out “iPhone link building”, Glen sets up an alert using Visual Ping. This sends him a notification as soon as there’s an update on one of the webpages he’s tracking. If something new or interesting has changed, he’ll work this into his next piece of content.

5. Ask your network

Here’s Chris Haines, Ahrefs’ Senior SEO Specialist, doing just this on LinkedIn…

And here I am posting in Women In Tech SEO (my #1 community) for contributions to my article: So You’ve Been Asked To Humanize AI Content 

Often, Slack communities will dedicate a channel to self-promotion. This is another handy way to find new content to curate.

“In the Women in Tech SEO Slack group, we have a hashtag channel (#wts-amplify-me) that serves as a space for members to promote their work, and it’s wholesome to see lots of our members use it to highlight the work of others! This channel helps me curate content for our weekly WTSNewsletter. As newsletter creators, we are responsible for amplifying diverse voices, which was the driving force behind starting WTSNewsletter. The lack of diversity in industry newsletters motivated me to create our very own weekly newsletter that showcases the brilliant work of underrepresented individuals.” 

Community content sourcing doesn’t begin and end with LinkedIn or Slack. Check out other pockets of the internet, including niche forums, Subreddits, Facebook groups, and Mastodon instances.

6. Bookmark everything

Use web highlighters

Use a web highlighter plugin to bookmark interesting content for future curation.

Organize examples in a note taking app

Use a note taking app like Notion or Obsidian to organize your content examples.

Bookmark your saved social media content

You’ll undoubtedly have banked some great content on social media over the years, but navigating back to those archives can be a bit of a faff.

I bookmark mine to my browser so I can easily jump back in (e.g. LinkedIn “Saved”, X bookmarks, X advanced searches, TikTok saved, Instagram saved etc.)

7. Set up author notifications

Follow creators and journalists that inspire you. Subscribe to their channel, turn on notification bells on LinkedIn and X, and set up RSS feeds to get alerted whenever they push out new content.

Tip

When you’re searching for new content in the Content Explorer, check out the Authors tab for ideas on which thought leaders to follow in your industry. 

8. Set up keyword alerts

Get notified as soon as on-topic content is published, with Ahrefs “Mention” alerts.

9. Use AI to extract and annotate content

Extract nuggets from “hidden” content

I used AI to extract quotes and insights from webinars, interviews, and YouTube videos. The post I wrote for SpinSucks was inspired by content mined from interview transcripts and bookmarked social media content, using Claude AI.

Reverse-engineer successful content formulas

I fed ChatGPT examples of top-performing blogs to understand patterns of success, and inform my opinion of what “good” content looks like, while updating the post: 6 Simple Blog Post Templates (Download & Edit Along.

Make sure you have a clear theme

Build your exclude list

Repurpose your knowledge

Final thoughts

In a world where 70 million blog posts are published every month, skilled curators stand out. They don’t just share content – they build communities, spark discussions, and become go-to resources in their niches.

If you’re giving content curation a try, experiment with different formats and track what resonates (our Content Explorer can help with that too), then watch your influence grow.

“Entity SEO”.

Sounds scary, doesn’t it? Not only does the word “entity” sound foreign, it feels like yet another thing to add to your never-ending SEO to-do list. You’re barely afloat when it comes to SEO, but ohgawd here comes one more new thing to dedicate your scarce resources.

I have good news for you though: You don’t have to do entity SEO.

Why? Because you’re probably already doing it.

Let’s start from the beginning.

In 2012, Google announced the Knowledge Graph. The Knowledge Graph is a knowledge base of entities and the relationships between them.

An entity is any object or concept that can be distinctly identified. This includes tangibles like people, places, and organizations, and intangibles like colors, concepts, and feelings.

For example, the footballer Federico Chiesa is an entity:

So is the famous British-Indian restaurant Dishoom:

Entities are connected by edges, which describe the relationships between them.

Introducing the Knowledge Graph helped improve Google’s search results because:

• Google could better understand search intent — People search for the same thing but describe it in different ways. Google can now understand this and serve the same results.
• It reduced reliance on keyword matching — Matching the number of keywords on a page doesn’t guarantee relevance; also it prevents crafty SEOs from keyword stuffing.
• It reduced Google’s computational load — The Internet is virtually infinite and Google simply cannot understand the meaning of every word, paragraph, webpage, and website. Entities provide a structure where Google can improve understanding while minimizing load.

For example, even though we didn’t mention the actor’s name, Google can understand we’re looking for Harrison Ford and therefore shows his filmography:

That’s because Hans Solo and Harrison Ford are closely connected entities in the Knowledge Graph. Google shows Knowledge Graph data in SERP features like Knowledge Panels and Knowledge Cards.

With this knowledge, we can then define entity SEO as optimizing your website or webpages for such entities.

If Google has moved to entity-oriented search, then entity SEO is just SEO. As my colleague Patrick Stox says, “The entity identification part is more on Google’s end than on our end.”

I mean, if you look at the ‘entity SEO’ tactics you find in blog posts, you’ll discover that they’re mostly just SEO tactics:

• Earn a Wikipedia page
• Create a Google Business Profile
• Add internal links
• Create all digital assets Google is representing on the page (e.g., videos, images, Twitter)
• Develop topical authority
• Include semantically related words on a page
• Add schema markup

Let’s be honest. If you’re serious about SEO and are investing in it, then it’s likely you’re already doing most of the above.

Regardless of entities, wouldn’t you want a Wikipedia page? After all, it confers benefits beyond “entity SEO”. Brand recognition, backlinks from one of the world’s most authoritative sites (albeit nofollow)—any company would want that.

If you’re a local business, you’ve probably created a Google Business Profile. Adding internal links is just SEO 101.

And billions of blistering barnacles, creating all digital assets Google wants to see, like images and videos, is practically marketing 101. If you’re a Korean recipe site and want to be associated with the kimchi jjigae entity, wouldn’t you already know you need to make a video and have photos of the cooking process?

When I started my breakdance site years ago, I knew nothing about SEO and content marketing but I still knew I needed to make YouTube videos. Because guess what? It’s hard to learn breakdancing from words. I don’t think I needed an entity SEO to tell me that.

Topical authority is an SEO concept where a website aims to become the go-to authority on one or more topics. Call me crazy, but it feels like blogging 101. Read most guides on how to start a blog and I’m sure you’ll find a subheading called “niche down”. And once you niche down, it’s inevitable you’ll create content surrounding that one topic.

If I start a breakdance site, what are the chances I’ll write about contemporary dance or pop art? Pretty low.

In fact, topical authority is similar to the Wiki Strategy, which Nat Eliason wrote about in 2017. There wasn’t a single mention of entities. It was just the right way to make content for the Internet.

I think the biggest problem here isn’t entities versus keywords or that topical authority is a brand-new strategy. It’s simply that many SEOs are driven by short-sightedness or the wrong incentives.

You can target a whole bunch of unrelated keywords that have high search volume, gain incredible amounts of search traffic, and brag about how successful you are as an SEO.

Some of the pages sending HubSpot the most search traffic has barely anything to do with their core product. A page on how to type the shrug emoji? The most famous quotes?

This is not to single out HubSpot—I’m sure they have their reasons, as explored by Ryan here—but to illustrate that many companies do the exact same thing. And when Google stops rewarding this behavior, all of a sudden companies realise they do need to write about their core competencies. They need to “build topical authority”.

I don’t want to throw the baby out with the bathwater because I do see value in the last two ‘entity SEO tactics’. But again, if you’re doing something similar to the Wiki Strategy for your site, chances are you would have naturally included entities or semantically relevant words without thinking too much about it. It’s difficult to create content about kimchi jjigae without mentioning kimchi, pork, or gochujang.

However, to prevent the curse of knowledge or simply to avoid blindspots, checking for important subtopics you might have missed is useful. At Ahrefs, we run a page-level content gap analysis and look out for subtopics:

For example, if we ran a content gap analysis on “inbound marketing” for the top three ranking pages, we see that we might need to include these subtopics:

• What is inbound marketing
• Inbound marketing strategy
• Inbound marketing examples
• Inbound marketing tools

Finally, adding schema markup makes the most sense because it’s how Google recognizes entities and better understands the content of web pages. But if it’s just one new tactic—which I believe is already part of ‘standard’ SEO and you might already be doing it—then there’s no need to create a category to define the “new era” (voice SEO, where art thou?)

Final thoughts

Two years ago, someone on Reddit asked for an SEO workflow that utilized super advanced SEO methodologies:

The top answer: None of the above.

When our Chief Marketing Officer Tim Soulo tweeted about this Reddit thread, he got similar replies too:

And even though I don’t know him, this is a person after my own heart:

You don’t have to worry about entity SEO. If you have passion for a topic and are creating high-quality content that fulfills what people are looking for, then you’re likely already doing “entity SEO”.

Just follow this meme: Make stuff people like.