SEO
SEM vs. SEO: What’s The Difference?

CSS. HTTP. URL. HTML.
It’s possible the only field that uses more acronyms and initializations than web marketing is the military.
The military uses them to save time.
Sometimes, it seems like our industry only uses them to confuse newcomers.
And it’s not uncommon for even experienced professionals to mix them up.
Some of the most common mistakes happen when it comes to the similar and related, but distinctly different concepts of search engine optimization (SEO) and search engine marketing (SEM).
Once upon a time, in the halcyon days of the early internet (that is, circa 2001), SEO referred to a part of SEM.
But, as the language and nuance of web marketing shifted, search engine marketing came to refer to a specific type of digital marketing. So, what’s the difference?
Sometimes also referred to as organic (SEO) and inorganic (SEM) search, both are focused on using Google (and to a lesser extent other search engines) to drive traffic to a specific website.
From a high-level view (and don’t worry, we’ll dive into the details a bit later), SEO is the process of improving your website to generate traffic, while SEM is using paid methods to show up in searches.
Don’t feel bad if you’ve mixed these terms up. It happens all the time.
To help you avoid any embarrassing mishaps when speaking with other digital marketers, we’ve compiled this handy guide to give you an overview of these concepts.
Confused? Don’t be, all will be made clear in the end. Now let’s get started.
PPC, Another Variable In The Mix
As we get started, just to make everything even more confusing, let’s add one more initialization into the mix: PPC or pay-per-click.
Okay, that one isn’t really fair because PPC is just another term for SEM – or at least, a part of it.
PPC is most likely a term that evolved through the Wild West days of early search engine strategies when different people used different terms to refer to the same thing.
Eventually, pay-per-click and search engine marketing came to mean the same thing: paid digital marketing advertisements on search platforms.
Pay-per-click, regardless if it’s called PPC, CPC (that is cost-per-click), paid search, or search ads are referring to paid search marketing, typically through search engines like Google and Bing.
Other terms and tactics used in digital marketing initiatives – especially those tied to search marketing tactics (both paid and organic) – may not be so simple and clearly defined, though.
What’s The Difference Between SEO & SEM/PPC?
We know SEO is search engine optimization.
Marketers aren’t optimizing search engines, however. We’re optimizing content and websites for search engines (and humans, too), so they can better understand, access, and direct searchers to our website.
Again, initialism doesn’t always make sense. So, naturally, this is a bit illogical.
Just like other things in life that don’t always add up, there are some acronyms that will never make sense either.
Like Humvee, which doesn’t stand for any words that start with U or E in them. (It actually stands for High Mobility Multipurpose Wheeled Vehicle, and was spawned from the original acronym, HMMWV.)
We’ve also determined that PPC marketing is (at least now) the same as or a very large part of SEM. Here’s where they overlap:
- Both are paid initiatives.
- Both need a budget.
- Both make search engines like Google and other advertising platforms a lot of money.
But, while Wikipedia defines SEM as “a form of internet marketing that involves the promotion of websites by increasing their visibility in search engine results pages (SERPs) primarily through paid advertising,” it’s not so quick to call them the same exact thing.
In fact, pay-per-click marketing has its own Wikipedia page separate from search engine marketing (despite there being plenty of discrepancies and confusion throughout the page).
The bottom line is this:
SEO is not a component of SEM.
And, while PPC is typically the largest and most demanding component of SEM, both PPC and SEM are paid initiatives that offer real-time data, ROI, and protected data that can only be accessed by advertisers on certain platforms.
Why It Matters
Consistency is the main reason it’s important to clarify these terms.
Too many novice marketers, or marketers who aren’t specialists in maximizing value through search, have adopted these industry definitions and crossed them, combined them, confused them, or used them in a way that only further diluted their true meaning.
And even well-seasoned marketers who simply didn’t agree with or possibly even completely understand the terms themselves help contribute to the turning tide, as well.
Conferences have set up entire segments of their educational offering around the SEM naming convention when referring to strictly paid marketing efforts, but those efforts aren’t strictly done through search engines.
SEM, at least from this perspective, includes PPC ads on search engines but also on third-party platforms like Amazon and YouTube, as well as industry-focused platforms like Houzz, Thumbtack, or Yelp. It also includes display ads and remarketing efforts.
And, as the opportunity to advertise on social media continues to grow, it is usually used to refer to paid advertising on those networks, too.
Here at Search Engine Journal, we’re doing our part. Keeping the definitions and their usage consistent is going to be the best way to keep the information organized in a way that makes sense for marketers.
It also helps us, as marketers, convey our thoughts and ideas to clients and stakeholders, peers, or a friend who is curious about just what exactly it is we do for a living.
But, you should never assume someone else knows what you’re referring to when you use these terms.
Be concise and explain exactly what you’re talking about and make sure everyone agrees on term definitions.
Before we move on, let’s recap:
- SEO is the organic effort that goes into marketing through search engines.
- SEM and PPC are paid initiatives through search and other platforms.
Now that we have that out of the way, let’s move on.
Should I Use SEO Or SEM?
Now that you hopefully have a grasp on the differences between SEO and SEM, you’re undoubtedly asking yourself a question: Which one should I be using?
Ideally, both.
But if you don’t have the bandwidth and can only choose one, here are some things to consider:
What Are Your Goals?
If you want to drive traffic quickly, whether to promote a sale, try out a new offer or just give your website more exposure, SEM is the choice for you.
SEO, on the other hand, is a marathon, not a sprint. It takes more time to show results but is good for long-term growth and compounding value.
What Is Your Budget?
Obviously, SEM campaigns are going to cost you money. After all, there’s a reason it’s called pay-per-click.
If your budgets are tight or you have low product margins, it may not make sense to run SEM.
SEO, on the other hand, is more of a time investment than a financial one. And, you can probably enlist people already on your payroll like writers, IT personnel, and marketers to help.
How Is Your Site Currently Performing?
If your website already ranks highly for your keywords, your SEO needs will be primarily driven by changes to the Google algorithm and competition.
In this situation, SEM is a great augmentation. Conversely, if you’re not getting a lot of organic traffic, you probably need to get your SEO in order before you start spending money on paid ads.
How Much Data Do You Have Or Need About Visitors?
SEM lets you capture a lot more visitor data than organic search.
You can run your PPC campaigns through dashboards like Google Analytics, where you can see clicks, impressions, CTR, sessions, conversions, etc.
You can then use this data to track trends and attract new customers.
How Is Your Online Reputation?
SEO is a great way to control the narrative around your brand.
Using the same techniques you use to climb to the top of search rankings, you can control the way your organization is seen online.
In one famous (albeit unsuccessful) example, UC-Davis paid a consulting firm $175,000 to scrub the internet of negative postings.
Of course, if you can swing it, you should combine SEO and SEM as complementary search strategies.
This way, you can use the data you gather from your PPC campaigns to refine your SEO campaigns. This will give you a better idea of exactly what your audience is looking for when they click your links, so you can customize your content to it.
Combining both practices also lets you create remarketing campaigns.
If your SEO work is driving visitors, but you’re not seeing the conversions you want, you can use SEM to actively reach out to those targets and bring them back to your website.
Pairing SEO and SEM can also allow you to completely dominate search engine results pages (SERPs).
If you have the top ranking on the first page of results, plus paid listings on the same page, you’ve just claimed a lot of real estate.
The downside of this, however, is that your paid listings may cannibalize your organic traffic, which costs you unnecessary money.
Conclusion
Hopefully, by this point, we’ve successfully impressed on you the difference between SEO and SEM. But just in case it wasn’t clear, here it is once more for the people in the back:
SEO is using non-paid tactics to drive traffic to your website organically. It’s a slower process (usually three to six months) but can pay long-term dividends.
SEM, including PPC, is the use of paid search platforms to drive targeted traffic to your website. It requires a budget but can drive results very quickly.
Too many people either see these as the same thing or as completely separate initiatives and miss out on the benefits of using them together.
To get the best results, both should be a part of your digital marketing strategy.
They each have different strengths and weaknesses, but when properly united, can give you a real competitive advantage.
More Resources:
Featured Image: Krakenimages.com/Shutterstock
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SEO
4 Ways To Try The New Model From Mistral AI

In a significant leap in large language model (LLM) development, Mistral AI announced the release of its newest model, Mixtral-8x7B.
magnet:?xt=urn:btih:5546272da9065eddeb6fcd7ffddeef5b75be79a7&dn=mixtral-8x7b-32kseqlen&tr=udp%3A%2F%https://t.co/uV4WVdtpwZ%3A6969%2Fannounce&tr=http%3A%2F%https://t.co/g0m9cEUz0T%3A80%2Fannounce
RELEASE a6bbd9affe0c2725c1b7410d66833e24
— Mistral AI (@MistralAI) December 8, 2023
What Is Mixtral-8x7B?
Mixtral-8x7B from Mistral AI is a Mixture of Experts (MoE) model designed to enhance how machines understand and generate text.
Imagine it as a team of specialized experts, each skilled in a different area, working together to handle various types of information and tasks.
A report published in June reportedly shed light on the intricacies of OpenAI’s GPT-4, highlighting that it employs a similar approach to MoE, utilizing 16 experts, each with around 111 billion parameters, and routes two experts per forward pass to optimize costs.
This approach allows the model to manage diverse and complex data efficiently, making it helpful in creating content, engaging in conversations, or translating languages.
Mixtral-8x7B Performance Metrics
Mistral AI’s new model, Mixtral-8x7B, represents a significant step forward from its previous model, Mistral-7B-v0.1.
It’s designed to understand better and create text, a key feature for anyone looking to use AI for writing or communication tasks.
New open weights LLM from @MistralAI
params.json:
– hidden_dim / dim = 14336/4096 => 3.5X MLP expand
– n_heads / n_kv_heads = 32/8 => 4X multiquery
– “moe” => mixture of experts 8X top 2 👀Likely related code: https://t.co/yrqRtYhxKR
Oddly absent: an over-rehearsed… https://t.co/8PvqdHz1bR pic.twitter.com/xMDRj3WAVh
— Andrej Karpathy (@karpathy) December 8, 2023
This latest addition to the Mistral family promises to revolutionize the AI landscape with its enhanced performance metrics, as shared by OpenCompass.
What makes Mixtral-8x7B stand out is not just its improvement over Mistral AI’s previous version, but the way it measures up to models like Llama2-70B and Qwen-72B.
It’s like having an assistant who can understand complex ideas and express them clearly.
One of the key strengths of the Mixtral-8x7B is its ability to handle specialized tasks.
For example, it performed exceptionally well in specific tests designed to evaluate AI models, indicating that it’s good at general text understanding and generation and excels in more niche areas.
This makes it a valuable tool for marketing professionals and SEO experts who need AI that can adapt to different content and technical requirements.
The Mixtral-8x7B’s ability to deal with complex math and coding problems also suggests it can be a helpful ally for those working in more technical aspects of SEO, where understanding and solving algorithmic challenges are crucial.
This new model could become a versatile and intelligent partner for a wide range of digital content and strategy needs.
How To Try Mixtral-8x7B: 4 Demos
You can experiment with Mistral AI’s new model, Mixtral-8x7B, to see how it responds to queries and how it performs compared to other open-source models and OpenAI’s GPT-4.
Please note that, like all generative AI content, platforms running this new model may produce inaccurate information or otherwise unintended results.
User feedback for new models like this one will help companies like Mistral AI improve future versions and models.
1. Perplexity Labs Playground
In Perplexity Labs, you can try Mixtral-8x7B along with Meta AI’s Llama 2, Mistral-7b, and Perplexity’s new online LLMs.
In this example, I ask about the model itself and notice that new instructions are added after the initial response to extend the generated content about my query.


While the answer looks correct, it begins to repeat itself.


The model did provide an over 600-word answer to the question, “What is SEO?”
Again, additional instructions appear as “headers” to seemingly ensure a comprehensive answer.


2. Poe
Poe hosts bots for popular LLMs, including OpenAI’s GPT-4 and DALL·E 3, Meta AI’s Llama 2 and Code Llama, Google’s PaLM 2, Anthropic’s Claude-instant and Claude 2, and StableDiffusionXL.
These bots cover a wide spectrum of capabilities, including text, image, and code generation.
The Mixtral-8x7B-Chat bot is operated by Fireworks AI.


It’s worth noting that the Fireworks page specifies it is an “unofficial implementation” that was fine-tuned for chat.
When asked what the best backlinks for SEO are, it provided a valid answer.


Compare this to the response offered by Google Bard.


3. Vercel
Vercel offers a demo of Mixtral-8x7B that allows users to compare responses from popular Anthropic, Cohere, Meta AI, and OpenAI models.


It offers an interesting perspective on how each model interprets and responds to user questions.


Like many LLMs, it does occasionally hallucinate.


4. Replicate
The mixtral-8x7b-32 demo on Replicate is based on this source code. It is also noted in the README that “Inference is quite inefficient.”


In the example above, Mixtral-8x7B describes itself as a game.
Conclusion
Mistral AI’s latest release sets a new benchmark in the AI field, offering enhanced performance and versatility. But like many LLMs, it can provide inaccurate and unexpected answers.
As AI continues to evolve, models like the Mixtral-8x7B could become integral in shaping advanced AI tools for marketing and business.
Featured image: T. Schneider/Shutterstock
SEO
OpenAI Investigates ‘Lazy’ GPT-4 Complaints On Google Reviews, X

OpenAI, the company that launched ChatGPT a little over a year ago, has recently taken to social media to address concerns regarding the “lazy” performance of GPT-4 on social media and Google Reviews.

This move comes after growing user feedback online, which even includes a one-star review on the company’s Google Reviews.
OpenAI Gives Insight Into Training Chat Models, Performance Evaluations, And A/B Testing
OpenAI, through its @ChatGPTapp Twitter account, detailed the complexities involved in training chat models.


The organization highlighted that the process is not a “clean industrial process” and that variations in training runs can lead to noticeable differences in the AI’s personality, creative style, and political bias.
Thorough AI model testing includes offline evaluation metrics and online A/B tests. The final decision to release a new model is based on a data-driven approach to improve the “real” user experience.
OpenAI’s Google Review Score Affected By GPT-4 Performance, Billing Issues
This explanation comes after weeks of user feedback about GPT-4 becoming worse on social media networks like X.
Idk if anyone else has noticed this, but GPT-4 Turbo performance is significantly worse than GPT-4 standard.
I know it’s in preview right now but it’s significantly worse.
— Max Weinbach (@MaxWinebach) November 8, 2023
There has been discussion if GPT-4 has become “lazy” recently. My anecdotal testing suggests it may be true.
I repeated a sequence of old analyses I did with Code Interpreter. GPT-4 still knows what to do, but keeps telling me to do the work. One step is now many & some are odd. pic.twitter.com/OhGAMtd3Zq
— Ethan Mollick (@emollick) November 28, 2023
Complaints also appeared in OpenAI’s community forums.


The experience led one user to leave a one-star rating for OpenAI via Google Reviews. Other complaints regarded accounts, billing, and the artificial nature of AI.


A recent user on Product Hunt gave OpenAI a rating that also appears to be related to GPT-4 worsening.


GPT-4 isn’t the only issue that local reviewers complain about. On Yelp, OpenAI has a one-star rating for ChatGPT 3.5 performance.
OpenAI is now only 3.8 stars on Google Maps and a dismal 1 star on Yelp!
GPT-4’s degradation has really hurt their rating. Hope the business survives.https://t.co/RF8uJH1WQ5 pic.twitter.com/OghAZLCiVu
— Nate Chan (@nathanwchan) December 9, 2023
The complaint:


In related OpenAI news, the review with the most likes aligns with recent rumors about a volatile workplace, alleging that OpenAI is a “Cutthroat environment. Not friendly. Toxic workers.”


The reviews voted the most helpful on Glassdoor about OpenAI suggested that employee frustration and product development issues stem from the company’s shift in focus on profits.


This incident provides a unique outlook on how customer and employee experiences can impact any business through local reviews and business ratings platforms.


Google SGE Highlights Positive Google Reviews
In addition to occasional complaints, Google reviewers acknowledged the revolutionary impact of OpenAI’s technology on various fields.
The most positive review mentions about the company appear in Google SGE (Search Generative Experience).


Conclusion
OpenAI’s recent insights into training chat models and response to public feedback about GPT-4 performance illustrate AI technology’s dynamic and evolving nature and its impact on those who depend on the AI platform.
Especially the people who just received an invitation to join ChatGPT Plus after being waitlisted while OpenAI paused new subscriptions and upgrades. Or those developing GPTs for the upcoming GPT Store launch.
As AI advances, professionals in these fields must remain agile, informed, and responsive to technological developments and the public’s reception of these advancements.
Featured image: Tada Images/Shutterstock
SEO
ChatGPT Plus Upgrades Paused; Waitlisted Users Receive Invites

ChatGPT Plus subscriptions and upgrades remain paused after a surge in demand for new features created outages.
Some users who signed up for the waitlist have received invites to join ChatGPT Plus.

This has resulted in a few shares of the link that is accessible for everyone. For now.
Found a hack to skip chatGPT plus wait list.
Follow the steps
– login to ChatGPT
– now if you click on upgrade
– Signup for waitlist(may not be necessary)
– now change the URL to https://t.co/4izOdNzarG
– Wallah you are in for payment #ChatGPT4 #hack #GPT4 #GPTPlus pic.twitter.com/J1GizlrOAx— Ashish Mohite is building Notionpack Capture (@_ashishmohite) December 8, 2023
RELATED: GPT Store Set To Launch In 2024 After ‘Unexpected’ Delays
In addition to the invites, signs that more people are getting access to GPTs include an introductory screen popping up on free ChatGPT accounts.


Unfortunately, they still aren’t accessible without a Plus subscription.


You can sign up for the waitlist by clicking on the option to upgrade in the left sidebar of ChatGPT on a desktop browser.


OpenAI also suggests ChatGPT Enterprise for those who need more capabilities, as outlined in the pricing plans below.


Why Are ChatGPT Plus Subscriptions Paused?
According to a post on X by OpenAI’s CEO Sam Altman, the recent surge in usage following the DevDay developers conference has led to capacity challenges, resulting in the decision to pause ChatGPT Plus signups.
we are pausing new ChatGPT Plus sign-ups for a bit 🙁
the surge in usage post devday has exceeded our capacity and we want to make sure everyone has a great experience.
you can still sign-up to be notified within the app when subs reopen.
— Sam Altman (@sama) November 15, 2023
The decision to pause new ChatGPT signups follows a week where OpenAI services – including ChatGPT and the API – experienced a series of outages related to high-demand and DDoS attacks.
Demand for ChatGPT Plus resulted in eBay listings supposedly offering one or more months of the premium subscription.
chatgpt plus accounts selling ebay for a premium 🫡🇺🇸 https://t.co/VdN8tuexKM pic.twitter.com/W522NGHsRV
— surya (@sdand) November 15, 2023
When Will ChatGPT Plus Subscriptions Resume?
So far, we don’t have any official word on when ChatGPT Plus subscriptions will resume. We know the GPT Store is set to open early next year after recent boardroom drama led to “unexpected delays.”
Therefore, we hope that OpenAI will onboard waitlisted users in time to try out all of the GPTs created by OpenAI and community builders.
What Are GPTs?
GPTs allow users to create one or more personalized ChatGPT experiences based on a specific set of instructions, knowledge files, and actions.
Search marketers with ChatGPT Plus can try GPTs for helpful content assessment and learning SEO.
Two SEO GPTs I’ve created for assessment + learning 👀👇
1. Content Helpfulness and Quality SEO Analyzer: Assess a page content helpfulness, relevance, and quality for your targeted query based on Google’s guidelines vs your competitors and get tips: https://t.co/LsoP2UhF4N pic.twitter.com/O77MHiqwOq
— Aleyda Solis 🕊️ (@aleyda) November 12, 2023
2. The https://t.co/IFmKxxVDpW SEO Teacher: A friendly SEO expert teacher who will help you to learn SEO using reliable https://t.co/sCZ03C7fzq resources: https://t.co/UrMPUYwblH
I hope they’re helpful 🙌🤩
PS: Love how GPT opens up to SO much opportunity 🤯 pic.twitter.com/yqKozcZTDc
— Aleyda Solis 🕊️ (@aleyda) November 12, 2023
There are also GPTs for analyzing Google Search Console data.
oh wow. I think this GPT works.
Export data from GSC comparing keyword rankings before and after an update and upload it to ChatGPT and it will spit out this scatter plot for you.
It’s an easy way to see if most of your keyword declined or improved.
This site was impacted by… pic.twitter.com/wFGSnonqoZ
— Marie Haynes (@Marie_Haynes) November 9, 2023
And GPTs that will let you chat with analytics data from 20 platforms, including Google Ads, GA4, and Facebook.
Google search has indexed hundreds of public GPTs. According to an alleged list of GPT statistics in a GitHub repository, DALL-E, the top GPT from OpenAI, has received 5,620,981 visits since its launch last month. Included in the top 20 GPTs is Canva, with 291,349 views.
Weighing The Benefits Of The Pause
Ideally, this means that developers working on building GPTs and using the API should encounter fewer issues (like being unable to save GPT drafts).
But it could also mean a temporary decrease in new users of GPTs since they are only available to Plus subscribers – including the ones I tested for learning about ranking factors and gaining insights on E-E-A-T from Google’s Search Quality Rater Guidelines.


Featured image: Robert Way/Shutterstock
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