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How marketers can use cognitive biases to influence customer decisions


How marketers can use cognitive biases to influence customer decisions

You’re not rational — and neither are your customers. In an effort to make efficient decisions, the human brain takes shortcuts. As such, your customers rely on a variety of heuristics and cognitive biases to make decisions efficiently. And they don’t even know it. 

The utilitarian theory of economic behavior, postulated by 19th-century philosopher John Stuart Mill, suggested that all economic decisions were rational. It was a rational thought at the time, but it failed to consider how the brain worked in real-world situations. 

People, including your customers, tend to make decisions that don’t always make sense, often succumbing to the biases lurking below the surface. As a marketer, you can yield more influence by understanding how your customers’ behaviors are influenced by cognitive biases and psychological processes that lead to better — and sometimes worse — decisions. 

In this article, let’s explore three cognitive biases you can use to shape how customers think about your product or service while interacting with your brand. 

Cognitive bias 1: The framing effect 

In the article, the researchers presented findings from a study in which participants were given a choice about a life and death scenario.

Given the stakes, how did the researchers frame the different treatment options? The first treatment was framed around saving 200 lives whereas the second treatment was framed around a 1/3 probability that 600 people would be saved along with a 2/3 probability that everyone will perish. 

Which outcome do you prefer? If you’re like most people, you selected the treatment as the life-saving option, which is likely to result in 200 saved lives. But do you see something unusual about the treatment options? Regardless of which treatment you selected, 200 people are likely to survive and 400 are likely to perish (and only the first treatment, the one you selected, will certainly result in the death of 400 people). 

Despite offering “equal expected value” according to the researchers, participants overwhelmingly selected the first treatment (72% to 28%). The impact of the framing effect was starting to come into focus. 

Today the framing effect is alive and well. And marketers are making good use of it. In a world with COVID-19 concerns, household cleaning items are using the framing effect. In an industry with a projected global value of $46.9 billion by 2026, the Reckitt Benckiser Group, the maker of Lysol Disinfectant Max Cover Mist, claims that 

the disinfectant “kills 99.9% of viruses and bacteria.” Would you be more or less likely to buy the same product if it claimed to allow 1% of viruses to survive? 

The good times are not limited to cleaning products. Mission Foods, for example, found success by labeling its large flour tortillas as 95% fat-free. That certainly sounds a lot better than offering a tortilla that’s loaded with 5% fat. How about Haleon, the maker of Sensodyne toothpaste? Using a combination of three cognitive biases (social proof, authority, and the framing effect), Haleon claims that nine of 10 dentists recommend Sensodyne. That’s more appealing than a message claiming that only one of 10 dentists don’t like Sensodyne. 

How are you communicating your product or service? Remember, your customers unknowingly evaluate your value proposition based on how you frame it. And you don’t need to highlight statistics or numbers to do so. You can use the framing effect when you craft your message relative to what’s important to your audience — and then you can watch it take hold. 

Read next: Using psychology and better data practices to get customers closer to purchase

Cognitive bias 2: The decoy effect 

The decoy is all around you — and you probably don’t even know it. What’s even more interesting is that it can guide your customer’s decision at the time of purchase. Known as asymmetrical domination, the decoy effect pertains to an intentionally placed offering intended to increase the probability of selecting an alternative option. 

The Economist, a British economic and world news publication used the decoy effect to drive sales to its preferred subscription tier. Consider the following offers: 

  • Digital-Only Subscription: $59
  • Digital and Print Subscription: $125 

To nudge buyers towards the higher price point, the marketers at the Economist added another option: 

  • Print-Only Subscription: $125

Yes, the new option was priced the same as the digital and print version, but it didn’t include access to digital content. As you might imagine, the print-only option was never intended to solicit any real consideration. Instead, it was a decoy. 

Dan Ariely, a former professor of psychology and behavioral economics at MIT, learned about the pricing strategy at the Economist and wanted to learn how the decoy effect influenced behavior among his students. Using the same pricing tiers as the Economist, Ariely surveyed his students to select one of the subscription options. What happened? A whopping 84% selected the most expensive option for the $125 bundle, whereas only 16% selected the digital-only offering at $59. 

But did the decoy really play a big role in nudging students towards the $125 bundle? To find out, Ariely surveyed a second group of students. After eliminating the decoy, the percentage of students who selected the $125 bundle dropped from 84% to 32%. As such, Ariely discovered that participants became significantly more likely to choose the higher-priced option in the presence of a decoy. 

How can you create a decoy in your line of business? As you think about leveraging the decoy effect, you must keep in mind that you want the price of the decoy to be close enough to the preferred item while offering dramatically inferior features. In other words, you want the decoy to be significantly less feature-rich than the preferred option but only slightly more feature-rich than the least expensive option. 

Imagine that you work for a streaming service that’s considering a new pricing strategy for access to its content library. The audience to whom the service appeals enjoy consuming exclusive movies, documentaries and podcasts on the platform. And according to new survey data, customers are willing to pay around $10 per month for access to your content. But your business strategy requires you to nudge a percentage of your customers into a higher price tier. 

How could you use the decoy effect to increase the price your customers are willing to pay for a monthly membership? You can start by creating an introductory tier that aligns with the survey data and offer access to a limited library of movies at $9.99. Next, you want to focus on the desired price point, which is, say $14.99. At this price, your customers can access all movies, documentaries and podcasts. 

Knowing that most customers like to consume each type of content equally, you can create a decoy that offers access to all movies for $13.99. After all, this is the decoy. As you can see, the decoy offers an expanded version of the first offer but doesn’t provide access to the various types of content your audience wants. As a result, your customers start to perceive the $14.99 option as a value choice — even though it represents the highest price point. 

The goal is to use the decoy effect to nudge your customers towards a specific choice. Once the decoy is in place, your customers begin comparing the company-preferred option (the bundled option in the Economist example and the $14.99 option in the above scenario) against the decoy. And if you create a large enough gap in value while maintaining a small enough gap in price, you might find yourself with more high-paying customers. 

Skaffa MarTech! Dagligen. Fri. I din inkorg.

Cognitive bias 3: Frequency bias 

Frequency bias is something that can alter perception over time. When a person encounters something new, whether a new word, a slogan, an idea or a product, frequency bias posits that the person perceives the new thing to appear more frequently. It might seem like the new item is everywhere. Have you ever been introduced to a new product and noticed more of the same advertisements at every turn? 

According to Anina Rich, a Professor in the School of Psychological Sciences at Macquarie University in Sydney, Australia, frequency bias is related to working memory-driven attentional capture — a process by which specific environmental stimuli attract your attention because it’s now occupying a space in your mind. Interestingly, the new word, phrase, idea, or product that’s occupying your mind is likely occupying it below the level of consciousness. As Rich puts it, “what you are thinking about unconsciously guides you to relevant information in the environment.”2

Frequency bias is particularly relevant in marketing within the context of a larger campaign. Do you have one marketing channel through which you can more easily capture your customer’s attention — and then carefully place your message in other areas that can draw upon this subconscious phenomenon? 

By understanding that people perceive repetitive information with greater frequency after initial exposure, you can be more diligent in how you build your multichannel marketing strategy. Specifically, you can develop a strategy in which you emphasize capturing attention across a highly engaged channel, thus setting the stage for your message appearing everywhere during the course of your campaign. 

Read next: How anthropology can drive insights from your customer data


Cognitive biases constantly pull the decision-making strings inside your customers’ heads. Do you see yourself as a marketing puppeteer? As you attempt to build a rational marketing strategy, you might want to remember that your customers don’t always make rational decisions. And that understanding must inform part of your marketing strategy. 

1Amos Tversky, Daniel Kahneman, “The Framing of Decisions and the Psychology of Choice,https://www.science.org/doi/10.1126/science.7455683

2Anina Rich, “What Is the Baader Meinhof Phenomenon?, https://lighthouse.mq.edu.au/article/july-2020/What-is-the-Baader-Meinhof-Phenomenon

Opinions expressed in this article are those of the guest author and not necessarily MarTech. Staff authors are listed here.

About The Author

Jade Bunke is the vice president of marketing at National Technical Systems and is a leading authority in marketing science, messaging and demand generation. As a marketing scientist with expertise in buyer behavior, Bunke blends creative marketing with aspects of cognitive neuroscience, social psychology and behavioral economics to yield optimal results.



What to Consider When Choosing a Brand Ambassador for Your Social Media Campaign


What to Consider When Choosing a Brand Ambassador for Your Social Media Campaign

Want to maximize the potential of your social media campaign? Then you must ensure to choose the right brand ambassador for the job. Having a good ambassador will increase your social media reach and boost sales. But, selecting the best ambassador can be tricky.

This guide will show you the key steps to consider when selecting the perfect brand ambassador for your social media campaign. From assessing their influence to ensuring their content matches your brand’s mission. This guide will give you the insights you need to make the right decision.

Understanding the role of a brand ambassador

A brand ambassador acts as a company representative, promoting the brand’s products to a specific audience. They are selected for their influence and ability to communicate the brand’s message. Their primary goal is to increase brand awareness and engagement with the audience.

To achieve this, an ambassador shares the brand’s message and builds connections with the target audience. They help to establish trust and credibility for the brand by personally endorsing it through their own experiences. Also, they provide valuable feedback to the company, allowing for product improvements.

Tips for choosing the right ambassador for your social media campaign

1) Assess the credibility and influence of potential ambassadors.

One of the first steps is to ensure they have a very active social media presence. Make sure they have many followers and a high engagement rate. Check the number of followers they have and the type of posts they share. This will give you a good idea of the content they generate and let you know if they are a good fit for your campaign.

Make sure their posts are relevant and appropriate for your brand. If their content is not a good fit, you may want to reconsider hiring them for your campaign. This is important if your brand has a particular message you wish to convey to your audience. If their content is not in line with your brand’s values, it could have a negative effect on your brand’s image.

2) Analyze the compatibility between the ambassador’s content and your brand’s mission.

It’s common to think that a famous ambassador would be a good fit for your campaign. But if their content is not in line with your brand, they are not an option. You may want to go further and check the interaction between their posts and followers. If the interaction is very high and followers actively participate, this is a good indicator of the quality of the ambassador. This will show how much impact the ambassador has among their followers. The interaction of the followers with the ambassador’s posts is important, as it is a good way for them to get to know your brand better.

3) Make sure the ambassador is present on the right social networks.

If your brand uses more than one type of social media, you should ensure the ambassador is present on them. You can choose an ambassador who is active on most of the major social networks. But, you must ensure they have an appropriate presence on each platform.

For example, it may not be a good idea to select an ambassador who is primarily active on Instagram for a Facebook-centric campaign. Remember that followers on each platform are different, and it’s important to reach your desired audience. If the ambassador you choose is present on the right social media platform, it will be easier for them to reach your audience.

4) Set expectations and establish the terms of the partnership.

Once you have selected an ambassador and they have agreed to collaborate with your brand, set the terms of the collaboration. Set clear expectations and tell the ambassador precisely what you want them to do. This includes specifying the type of content that should be posted. It is also important to outline the kind of connection that should be fostered between their followers and your company.

Also, be sure to establish payment terms and any other essential partnership details. For example, if you want the ambassador to promote your brand at a specific event, let them know so they can prepare.

5) Consider brand ambassadors who have experience participating in events.

A brand ambassador with experience working at events and comfortable interacting with customers can be a valuable asset to your campaign. They will be able to promote your brand and products at events and help to build a positive image for your company.

Find a brand ambassador who is professional and comfortable in a high-energy environment. This will ensure they can effectively represent your brand and engage with customers at events. Hire an event staffing agency to ensure the event runs smoothly and let brand ambassadors focus on promoting the brand and connecting with the audience.

6) Complete the selection and onboarding process

Make sure you select an available ambassador with the right skills for your campaign. Verify that the ambassador’s availability matches your campaign schedule.

It’s a good idea to start interacting with the ambassador on social media. It will help you establish a strong relationship, making promoting your brand more accessible. Show the audience that they have rallied behind your brand and thank them for their support.

7) Follow-up and evaluation of the ambassador’s success

Once the campaign is over, follow up with the ambassador to test its success. Ask the ambassador if your promotion has been effective and get their feedback on the campaign. This is an excellent way to improve your campaign the next time you run it. It will also help you identify areas where you can improve your social media strategy.

You can test the success of your social media campaign by looking at three main factors: reach, engagement, and conversions. By considering these factors, you can determine the success of your social media campaign. Also, you can identify any areas that need improvement.


Brands use brand ambassadors to increase engagement and sales of their products. An ambassador has a large following and regularly interacts with your audience. When selecting an ambassador, consider factors such as their social media presence and the ability to communicate your brand’s message. Taking the time to choose the proper brand ambassador will ensure the success of your social media campaign.


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Content Operations Framework: How To Build One


Content Operations Framework: How To Build One

More and more marketers of all ilk – inbound, outbound, social, digital, content, brand – are asked to add content operations to their list of responsibilities.

You must get your arms around:

  • Who is involved (and, I mean, every who) in content creation
  • How content is created
  • What content is created by whom
  • Where content is conceived, created, and stored
  • When and how long it takes for content to happen
  • Why content is created (the driving forces behind content creation)
  • What kinds of content does the audience want
  • How to build a framework to bring order and structure to all of this

The evolving expectations mean content marketers can no longer focus only on the output of their efforts. They must now also consider, construct, implement, and administer the framework for content operations within their organizations.

#Content marketers can no longer focus solely on the output. It’s time to add content ops to the mix, says @CathyMcKnight via @CMIContent. Click To Tweet

What exactly are content operations?

Content operations are the big-picture view of everything content-related within your organization, from strategy to creation, governance to effectiveness measurement, and ideation to content management. All too frequently at the companies – large and small – we consult with at The Content Advisory, content operations are left to evolve/happen in an organic fashion.

Teams say formal content operations aren’t necessary because “things are working just fine.”

Translation: Nobody wants the task of getting everyone aligned. No one wants to deal with multiple teams’ rationale for why the way they do things is the right/best/only way to do it. So, content teams just go on saying everything is fine.

News flash – it’s not.

It’s not just about who does what when with content.

Done right, content operations enable efficacy and efficiency of processes, people, technologies, and cost. Content ops are essential for strategic planning, creation, management, and analysis for all content types across all channels (paid, earned, owned) and across the enterprise from ideation to archive.

A formal, documented, enforced content operation framework powers and empowers a brand’s ability to deliver the best possible customer experiences throughout the audiences’ journeys.

A documented, enforced #ContentOperations framework powers a brand’s ability to deliver the best possible experiences, says @CathyMcKnight via @CMIContent. Click To Tweet

It doesn’t have to be as daunting as it sounds.

What holds many content, administrative, and marketing teams back from embracing a formal content operations strategy and framework is one of the biggest, most challenging questions for anything new: “Where do we start?”

Here’s some help in high-level, easy-to-follow steps.

1. Articulate the purpose of content

Purpose is why the team does what it does. It’s the raison d’etre and inspiration for everything that follows. In terms of content, it drives all content efforts and should be the first question asked every time content is created or updated. Think of it as the guiding star for all content efforts.

In Start With Why, author Simon Sinek says it succinctly: “All organizations start with WHY, but only the great ones keep their WHY clear year after year.”

All organizations start with WHY, but only the great ones keep their WHY clear year after year, says @SimonSinek via @CathyMcKnight and @CMIContent. Click To Tweet

2. Define the content mission

Once the purpose of the teams’ content efforts is clear (and approved), it’s time to define your content mission. Is your content’s mission to attract recruits? Build brand advocacy? Deepen relationships with customers? Do you have buy-in from the organization, particularly the C-suite? This is not about identifying what assets will be created.

Can you talk about your mission with clarity? Have you created a unique voice or value proposition? Does it align with or directly support a higher, corporate-level objective and/or message? Hint: It should.

Answering all those questions solidifies your content mission.


The marketer’s field manual to content operations

A hands-on primer for marketers to upgrade their content production process – by completing a self-audit and following our step-by-step best practices. Get the e-book.

3. Set and monitor a few core objectives and key results

Once your content mission is in place, it is time to set out how to determine success.

Content assets are called assets for a reason; they possess real value and contribute to the profitability of your business. Accordingly, you need to measure their efficacy. One of the best ways is to set OKRs – objectives and key results. OKRs are an effective goal-setting and leadership tool for communicating objectives and milestones to achieve them.

OKRs typically identify the objective – an overall business goal to achieve – and three to five key quantifiable, objective, measurable outcomes. Finally, establish checkpoints to ensure the ultimate objective is reached.

Let’s say you set an objective to implement an enterprise content calendar and collaboration tool. Key results to track might include:

  • Documenting user and technical requirements
  • Researching, demonstrating, and selecting a tool
  • Implementing and rolling out the tool.

You would keep tabs on elements/initiatives, such as securing budget and approvals, defining requirements, working through procurement, and so on.

One more thing: Make sure OKRs are verifiable by defining the source and metric that will provide the quantifiable, measurable result.

Make sure objectives and key results are verifiable by defining source and metric, says @CathyMcKnight via @CMIContent. Click To Tweet

4. Organize your content operations team

With the OKRs set, you need people to get the work done. What does the structure look like? Who reports to whom?

Will you use a centralized command-and-control approach, a decentralized but-supported structure, or something in between? The team structure and organization must work within the construct and culture of the larger organization.

Here’s a sample organizational chart we at TCA developed for a Fortune 50 firm. At the top is the content function before it diverges into two paths – one for brand communications and one for a content center of excellence.

Under brand communications is each brand or line of business followed by these jointly connected teams: content – marcom, social/digital content development and management, center of excellence content – creative leader, center of excellence PR/media relations, customer relationship management, and social advertising.

Under the content center of excellence is the director of content strategy, manager of content traffic, projects, and planning, digital asset operations manager, audience manager, social channel and content specialist, creative manager, content performance and agility specialist, and program specialist.

Click to enlarge

5. Formalize a governance model

No matter how the operational framework is built, you need a governance model. Governance ensures your content operations follow agreed-upon goals, objectives, and standards.

Get a senior-management advocate – ideally someone from the C-suite – to preside over setting up your governance structure. That’s the only way to get recognition and budget.

To stay connected to the organization and its content needs, you should have an editorial advisory group – also called an editorial board, content committee, or keeper of the content keys. This group should include representatives from all the functional groups in the business that use the content as well as those intricately involved in delivering the content. The group should provide input and oversight and act as touchpoints to the rest of the organization.

Pointing to Simon Sinek again for wisdom here: “Passion alone can’t cut it. For passion to survive, it needs structure. A why without how has little probability of success.”

6. Create efficient processes and workflows

Adherence to the governance model requires a line of sight into all content processes.

How is content generated from start to finish? You may find 27 ways of doing it today. Ideally, your goal would be to have the majority (70% or more) of your content – infographic, advertisement, speech for the CEO, etc. – created the same or in a similar way.

You may need to do some leg work to understand how many ways content is created and published today, including:

  • Who is involved (internal and external resources)
  • How progress is tracked
  • Who the doers and approvers are
  • What happens to the content after it’s completed

Once documented, you can streamline and align these processes into a core workflow, with allowances for outlier and ad-hoc content needs and requests.

This example of a simple approval process for social content (developed for a global, multi-brand CPG company) includes three tiers. The first tier covers the process for a social content request. Tier two shows the process for producing and scheduling the content, and tier three shows the storage and success measurement for that content:

Click to enlarge

7. Deploy the best-fit technology stack

How many tools are you using? Many organizations grow through acquisitions, so they inherit duplicate or overlapping functionality within their content stacks. There might be two or three content management systems (CMS) and several marketing automation platforms.

Do a technology audit, eliminate redundancies, and simplify where possible. Use the inherent capabilities within the content stack to automate where you can. For example, if you run a campaign on the first Monday of every month, deploy technology to automate that process.

The technology to support your content operations framework doesn’t have to be fancy. An Excel spreadsheet is an acceptable starting place and can be one of your most important tools.

The goal is to simplify how content happens. What that looks like can vary greatly between organizations or even between teams within an organization.

Adopting a robust content operations framework requires cultural, technological, and organizational changes. It requires sponsorship from the very top of the organization and adherence to corporate goals at all levels of the organization.

None of it is easy – but the payoff is more than worth it.

Updated from a November 2021 post.

Want more content marketing tips, insights, and examples? Prenumerera to workday or weekly emails from CMI.


Omslagsbild av Joseph Kalinowski/Content Marketing Institute


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SEO Recap: ChatGPT – Moz


SEO Recap: ChatGPT - Moz

The author’s views are entirely his or her own (excluding the unlikely event of hypnosis) and may not always reflect the views of Moz.

We’re back with another SEO recap with Tom Capper! As you’ve probably noticed, ChatGPT has taken the search world by storm. But does GPT-3 mean the end of SEO as we know it, or are there ways to incorporate the AI model into our daily work?

Tom tries to tackle this question by demonstrating how he plans to use ChatGPT, along with other natural language processing systems, in his own work.

Be sure to check out the commentary on ChatGPT from our other Moz subject matter experts, Dr. Pete Meyers and Miriam Ellis:

Video Transcription

Hello, I’m Tom Capper from Moz, and today I want to talk about how I’m going to use ChatGPT and NLP, natural language processing apps in general in my day-to-day SEO tasks. This has been a big topic recently. I’ve seen a lot of people tweeting about this. Some people saying SEO is dead. This is the beginning of the end. As always, I think that’s maybe a bit too dramatic, but there are some big ways that this can be useful and that this will affect SEOs in their industry I think.

The first question I want to ask is, “Can we use this instead of Google? Are people going to start using NLP-powered assistants instead of search engines in a big way?”

So just being meta here, I asked ChatGPT to write a song about Google’s search results being ruined by an influx of AI content. This is obviously something that Google themselves is really concerned about, right? They talked about it with the helpful content update. Now I think the fact that we can be concerned about AI content ruining search results suggests there might be some problem with an AI-powered search engine, right?

No, AI powered is maybe the wrong term because, obviously, Google themselves are at some degree AI powered, but I mean pure, AI-written results. So for example, I stole this from a tweet and I’ve credited the account below, but if you ask it, “What is the fastest marine mammal,” the fastest marine mammal is the peregrine falcon. That is not a mammal.

Then it mentions the sailfish, which is not a mammal, and marlin, which is not a mammal. This is a particularly bad result. Whereas if I google this, great, that is an example of a fast mammal. We’re at least on the right track. Similarly, if I’m looking for a specific article on a specific web page, I’ve searched Atlantic article about the declining quality of search results, and even though clearly, if you look at the other information that it surfaces, clearly this has consumed some kind of selection of web pages, it’s refusing to acknowledge that here.

Whereas obviously, if I google that, very easy. I can find what I’m looking for straightaway. So yeah, maybe I’m not going to just replace Google with ChatGPT just yet. What about writing copy though? What about I’m fed up of having to manually write blog posts about content that I want to rank for or that I think my audience want to hear about?

So I’m just going to outsource it to a robot. Well, here’s an example. “Write a blog post about the future of NLP in SEO.” Now, at first glance, this looks okay. But actually, when you look a little bit closer, it’s a bluff. It’s vapid. It doesn’t really use any concrete examples.

It doesn’t really read the room. It doesn’t talk about sort of how our industry might be affected more broadly. It just uses some quick tactical examples. It’s not the worst article you could find. I’m sure if you pulled a teenager off the street who knew nothing about this and asked them to write about it, they would probably produce something worse than this.

But on the other hand, if you saw an article on the Moz blog or on another industry credible source, you’d expect something better than this. So yeah, I don’t think that we’re going to be using ChatGPT as our copywriter right away, but there may be some nuance, which I’ll get to in just a bit. What about writing descriptions though?

I thought this was pretty good. “Write a meta description for my Moz blog post about SEO predictions in 2023.” Now I could do a lot better with the query here. I could tell it what my post is going to be about for starters so that it could write a more specific description. But this is already quite good. It’s the right length for a meta description. It covers the bases.

It’s inviting people to click. It makes it sound exciting. This is pretty good. Now you’d obviously want a human to review these for the factual issues we talked about before. But I think a human plus the AI is going to be more effective here than just the human or at least more time efficient. So that’s a potential use case.

What about ideating copy? So I said that the pure ChatGPT written blog post wasn’t great. But one thing I could do is get it to give me a list of subtopics or subheadings that I might want to include in my own post. So here, although it is not the best blog post in the world, it has covered some topics that I might not have thought about.

So I might want to include those in my own post. So instead of asking it “write a blog post about the future of NLP in SEO,” I could say, “Write a bullet point list of ways NLP might affect SEO.” Then I could steal some of those, if I hadn’t thought of them myself, as potential topics that my own ideation had missed. Similarly you could use that as a copywriter’s brief or something like that, again in addition to human participation.

My favorite use case so far though is coding. So personally, I’m not a developer by trade, but often, like many SEOs, I have to interact with SQL, with JavaScript, with Excel, and these kinds of things. That often results in a lot of googling from first principles for someone less experienced in those areas.

Even experienced coders often find themselves falling back to Stack Overflow and this kind of thing. So here’s an example. “Write an SQL query that extracts all the rows from table2 where column A also exists as a row in table1.” So that’s quite complex. I’ve not really made an effort to make that query very easy to understand, but the result is actually pretty good.

It’s a working piece of SQL with an explanation below. This is much quicker than me figuring this out from first principles, and I can take that myself and work it into something good. So again, this is AI plus human rather than just AI or just human being the most effective. I could get a lot of value out of this, and I definitely will. I think in the future, rather than starting by going to Stack Overflow or googling something where I hope to see a Stack Overflow result, I think I would start just by asking here and then work from there.

That’s all. So that’s how I think I’m going to be using ChatGPT in my day-to-day SEO tasks. I’d love to hear what you’ve got planned. Let me know. Thanks.


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