As I consult and train people on Internet marketing, I typically ask whether keyword research is a strategic function or a tactical one. Often people think it’s tactical because of the tedious nature of the work. I submit it is not only strategic but also foundational to all marketing channels you will use. If you take the time up front to outline a killer keyword strategy, you will find your campaigns will be higher performing and more successful. In this column, I will outline seven tips for developing a killer keyword strategy you can use to take your campaigns to a higher level.
All sorts of companies in all sorts of industries can make use of geo-targeting.  By refining the ad copy to include the city name and a reference to the current weather – for example, including the words “start sleeping cooler” in an ad during periods of hot weather – Purple Mattress, an ecommerce bedding brand has been able to generate higher click-through rates by online shoppers. In an effort to update its aging "Let's Go Places" campaign,  Toyota incorporated city-specific information into each of its Google ads, encouraging consumers to go to places and attractions near them.  Whole Foods targeted ads to the smartphones of consumers visiting nearby supermarkets, encouraging them to come to a nearby Whole Foods nearby exchange for better deals.
The secondary and tertiary groups are both your indirect competition.Their products may not be the same as yours, but could satisfy the same need or solve the same problem. You should primarily focus on your direct competitors, but you should watch your indirect competitors. These businesses may move into another group as your business, or theirs, grows and expand product offerings.
Geo-targeting refers to the ability for advertisers to place their marketing materials in a specific region or locale. In digital advertising specifically, geo-targeting is just one of many tweaks that an advertiser can make to ensure that its messages and ad campaigns reach a particular customer in a particular market. In addition to geo-targeting, online ads can be targeted by additional demographic information like age, gender, hobbies and so on.

Conduct a business download meeting. I meet with key stakeholders to learn everything I can about the business and the industry they compete in. Is the business itself growing or struggling? What about the industry as a whole? I use this time to learn what has worked and not worked from a PPC perspective and to determine if PPC performance goals are realistic and achievable (or if they exist at all).


Use the search intent of a keyword to help determine what sort of page it should be used on. Informational keywords should be used on pages optimized for a branding campaign with content such as how to guides or product comparison articles. Avoid using these pages to target more specific in-market keywords. Those searchers have no use for a how-to guide or product comparisons. Use those to target your product pages that include specs, reviews, options and, most importantly, price and the "buy now" button. Of course, the “buy now” button could also be the email sign-up page or contact information form, depending on the type of goals you’re targeting.

The gap between your goal and your recent performance should guide how you choose from the menu of strategy options. If you have aggressive growth targets and are consistently meeting or exceeding your ROAS threshold, then you should primarily focus on growth initiatives, and sprinkle in a few efficiency optimizations to ensure that you’re not wasting spend. If you are not achieving your ROAS goal, you’ll want to focus primarily on efficiency optimizations. If you fall somewhere in the middle of these two scenarios, you should select an even mix of growth and efficiency efforts.
Another method that you may consider is following Google’s Webmaster guidelines for country segmentations and either using subdomains or subfolders for specific countries and languages. This assumes that you have a generic TLD (.com, .org, etc). For example, es.example.com or www.example.com/es/ for Spain/Spanish. This might be the better local SEO solution because it also means that the subdomains or subfolders you specify will be shown in local searches on Google, based on TLD. The downside is that it requires a fair amount of work to setup, and might not coincide with your branding efforts internationally. An important note about this method is that it does not solve the problem of language, but only the country location. So if your service or product is available internationally, you probably shouldn’t limit the geographic location for which Google serves results. Nonetheless, this approach serves as a good platform to initiate conversion optimization on those segmented pages or sites.
Now, to figure out state and postal code involves a more complex process. At the ‎core though, the geolocation services build up a network of servers from which ‎they can send out pings, or connection requests, and known physical locations of ‎public entities like universities and government office IPs.  Eventually, with enough ‎data, the geolocation company has the capability to triangulate any IP on the web.   ‎
Bonus Trick: Try typing in your basic keyword phrase, followed by every letter of the alphabet, and making a list of those phrases. If your product or service is specific to locations, try typing in those locations to see what kind of search volume exists. (Are alternative energy tax credits more commonly searched in Austin compared with Cleveland?)
It is dependent on the pre-analysis of the entire IP address space. There are more than 4 billion possible IP addresses, and detailed analysis of each of them is a Herculean task, especially in light of the fact that IP addresses are constantly being assigned, allocated, reallocated, moved and changed due to routers being moved,[6] enterprises being assigned IP addresses or moving, and networks being built or changed. In order to keep up with these changes, complex algorithms, bandwidth measurement and mapping technology, and finely tuned delivery mechanisms are necessary.[7] Once all of the IP space is analyzed, each address must be periodically updated to reflect changes in the IP address information, without invading a user's privacy. This process is similar in scale to the task of Web spidering.
Small businesses typically don’t have the budget or the amount of data necessary to take advantage of the benefits machine learning offers PPC marketers. If they’re not using a marketing agency to manage PPC that gives them access to machine learning optimization, they can also sign up directly. Acquisio’s Promote product was designed for small business owners to use with a monthly subscription model, simplifying ad creation and set up while allowing ad spend amounts as low as $100 using machine learning optimization. They explain in a past post about the small-business-machine-learning conundrum.

In B2B, the term target customer (or ideal customer profile) refers to both the company and decision maker profiles. We can’t fully grasp the pains and challenges of a decision maker without looking into his/her organization —  and their stakeholders. Larger organizations can throw more money at problems than a smaller, more agile company. Even decision makers with the same title, same goals, and same challenges might have different priorities and stakeholders to convince depending on the size of their organization.
It doesn’t take a marketing expert to know that marketing is a complex endeavor. With so many moving pieces, it can be hard to decide what you should focus on. What mediums do you prioritize? How do you narrow down your target audience? How do you rank better on search engines? Should you have a social media campaign? And if so, which social media platform should drive that campaign? And where in the world do you even begin to dig into this stuff?

Monitoring also allows you to notice trends. If there’s a high bounce rate (people leaving your landing page before making a purchase) but a high click-through rate as well (lots of people are clicking on your ad), it’s a sign that the issue isn’t with your ad but with your landing page. Instead of throwing the baby out with the bathwater, you can focus exclusively on improving your landing page.


For example, if a user from a high income neighborhood visits a car dealer’s site or clicks on a paid search display ad, that consumer may be directed to a landing page displaying a luxury vehicle, while consumers located in a lower income area may be targeted with a deal on an economy vehicle. The higher income consumers may be more interested in deals such as cash off or lower interest rates whereas those in lower income brackets may be more receptive to lower monthly payments.

Remember: The idea of a competitive analysis isn't to overly focus on the competition but to understand where your company stands in the marketplace and identify opportunities to further differentiate. At the end of the day, a focus on the customer will serve your company far more than a focus on the competition. Done well, a competitive analysis can help you find ways to outplay the competition by better serving customers —  theirs and yours.

Let’s take the example of a guy, we’ll call him Jerry, who runs a coworking space in the city of Bristol, UK. He’s concerned about his keyword rankings, as seen in WooRank’s SERPs tool. Even his main keywords are only providing ‘+100’ rankings. (If you have used our SERPs tool, you know that this is the number we give to search engine results that rank out of the first ten pages in Google and Bing for a certain query.)


Avoid industry research. Industry analysts aren’t good at predicting disruptive companies and cutting-edge trends because such changes occur at the bottom of the market, which is generally not on their radar. Research giants like Forrester and Gartner provide industry consensus after major shifts have already occurred. Plus, they derive their research by analyzing large organizations, so startups won’t find what they’re looking for here.

According to Nielsen Norman Group’s “User Experience Careers” survey report, 61% of UX professionals prefer to do the competitive analysis for their projects. But what exactly is competitive analysis? In simple language, competitive analysis is nothing but a method to determine how your competitors are performing, what they are offering and how well they are doing it.


Once you have determined which keywords you should focus on, use them repeatedly in your content. Use an Excel sheet to keep an organized eye on your usage by tracking how many times you use each of your selected terms in your content. Why? The latest Google algorithm update is penalizing pages whose anchor text is over-optimized, and having an updated list of the terms you have already used will help you to vary them smartly.

While doing the marketing competitor analysis you have to consider everything in SWOT. For that, you need to assess the external factors. This is where the PEST analysis comes into play. By doing the PEST analysis, you are getting to know how your competitors will react when there is a change. Will they consider that change an opportunity to do better or see it as a threat? This will give you an idea as to how your rivals operate. You can even base your marketing strategy on their ideas. Supposing there is a social change and your competitors cannot deal with it. However, your firm can. So you will try to strategize to take full opportunity of that social change so that you come out better than your opposition.


As a manager, this may take the form of believing that people with less experience but lots of initiative tend to outperform experts. It may mean looking past the traditional resume. As an entrepreneur, this may be a conviction that some social stigma, like sleeping in someone else’s home (Airbnb), wearing someone else’s dress (Rent the Runway) or persistently sharing your location with all your friends (FourSquare), will lessen over time and eventually disappear.
7. Use a keyword research brief to share for unified messaging. The final tip is to attempt to break down the silos that are typical in medium to large organizations and share with them enough keyword data so they can be encouraged to use your targeted keywords in their respective messaging. One way to do this is to develop what I call a keyword research brief. This is simply a document that is like an executive summary of keyword research for your top keywords. This document should be no more than one to two pages. It should be a quick read. See an example of this below.
Privacy and security concerns are, by many accounts, the one thing holding location based services back from exploding. One of the first backlashes came from Nordstrom customers, when that retailer tracked customers through its physical locations for market research purposes. The word “creepy” was applied at the time, and it’s still a word commonly found in discussions of how location-based marketing can tend to make people feel.
What is PPC (pay-per-click) marketing? Pay-per-click marketing is a way of using search engine advertising to generate clicks to your website, rather than “earning” those clicks organically. You know those sponsored ads you often see at the top of Google’s search results page, marked with a yellow label? That’s pay-per-click advertising (specifically Google AdWords PPC, which we’ll talk about below).

Geo-Fencing refers to drawing a virtual barrier around a location using your devices global positioning system (GPS) or Internet Protocol (IP) address, which is just like your virtual address.  Ads inside of geo-fenced areas can be seen on computer, tablet, or mobile devices as potential customers are browsing the web.  Technically, geo-fencing can be any size radius from a particular location, anywhere from a mile to state-wide.  But most people when they are referring to geo-fencing are looking for a very tight radius around a location.   A misconception with geo-fencing is that once inside the fence you receive push notifications, or text messages to the device, which is not accurate.   What geo-fencing does instead is show ads to the person inside the geo-fenced radius if they are browsing the web, to alert them of a local deal or the distance you are from a particular store location.
Bluetooth technology is less expensive than GPS and WiFi. However, while bluetooth makes beacons great, it’s also their downside, as many folks keep bluetooth turned off when they’re moving around in the world. To understand the tech in greater detail, Estimote, a beacon vendor, does a good job of explaining the physics and math of how beacons work.
Choosing which PPC strategies to deploy will largely depend on the type of business you have and the goals you’d like to achieve. By now, almost all of Google’s above-the-fold search engine result page (SERP) space is PPC advertising, which includes Google Shopping ads and PPC Adwords ads, as well as organic search results. Given this increasingly competitive and limited landscape, it’s important that you use the tools available to get a leg up on the competition. To help you navigate the field, here are 8 of the best PPC strategies your competition is not doing (and that you should be).
An effective GTM strategy requires a deep understanding of your ideal customer, market and competition, product offering and pricing, and channels necessary to reach your customers. Competitive analysis helps you understand market dynamics so you can find an optimal way to reach your target customers. Analyzing your market and competition also helps you determine how your company and your product fits in the current environment.
For this reason, some companies have taken a more direct measurement approach ‎to IP geolocation vs. trying to infer it through ping triangulation.  It’s far more ‎straightforward, but requires a lot more manual effort.  Basically, these companies ‎send cars out to drive up and down every street in the country and log WiFi IP ‎addresses as well as their physical location to populate the same table that more ‎traditional geolocation companies build through technical means.   Google and ‎Skyhook both use this approach. 

Google's AdWords Keyword Planner tool is another common starting point for SEO keyword research. It not only suggests keywords and provides estimated search volume, but also predicts the cost of running paid campaigns for these terms. To determine volume for a particular keyword, be sure to set the Match Type to [Exact] and look under Local Monthly Searches. Remember that these represent total searches. Depending on your ranking and click-through rate, the actual number of visitors you achieve for these keywords will usually be much lower.
Long-tail keywords: Longer keywords or specific phrases might not be used as search queries as frequently by your audience. In the above example, for instance, it’s likely that a freelancer looking for a coworking place queries ‘coworking bristol’ rather than ‘coworking space in bristol’, however, the traffic generated by all combinations of long-tail keywords can provide your site as much traffic as the short-tail keywords. And why would you risk losing any opportunity you have to be present on search engines? We are not the only ones saying this, HitTail also give facts about long-tail keywords; about 70 percent of queries are long-tail.
Comparative user testing to the rescue: you ask the participants to evaluate your website as well as the websites of your top 2 competitors. To avoid biased feedback, try not to disclose which company you are with, and mix up the order in which you show the websites to the participants. Not to overwhelm the participants, limit the number of websites to 3 per person.

You need to develop tactics to recognise and double down on the deep conviction you have in your gut that nobody else understands. Stop looking for consensus or opportunities that seem obvious and compelling at first glance. Great opportunities never have “great opportunity” in the subject line. Honing your gut instincts and acting upon conviction is a theme of every successful journey.

In pay per click advertising, negative keywords prevent your advertisements from displaying for particular keywords. Identify the keywords that you don’t want your ads to show up for and add them to your negative keyword list. A well-researched Negative Keyword list will reduce the cost of your ad by filtering out non-converting traffic and irrelevant clicks. It also improves your ROI by reducing the average CPC.
Although this process can be tedious and time consuming, it is essential in identifying where your competition may be surpassing you as well as what advantages you have over your competition. Developing takeaways will help identify these strengths and weaknesses. From there, you can improve your marketing plan by putting greater influence on the features your company offers and finding ways to implement features your company doesn’t offer that seem crucial to gaining customers.
How exciting. You do a good job with the whole page thing by leaving a sort of information. You are gathering the information with a nice research and it works well in marketing and with your blog post! Actually, I am trying to find new strategies for work towards Adwords for PPC Services in Hyderabad definitely this article with good stuff helps me alot.
Using negative keywords in PPC campaigns is an often overlooked but highly effective strategy. These are keywords that you add to your campaign that you don’t want to target. Adding negative keywords will let Google know that it should not show your campaigns in searches that include these words. This is a crucial step in order to make sure that you don’t waste money by displaying your ad for irrelevant searches.
According to Nielsen Norman Group’s “User Experience Careers” survey report, 61% of UX professionals prefer to do the competitive analysis for their projects. But what exactly is competitive analysis? In simple language, competitive analysis is nothing but a method to determine how your competitors are performing, what they are offering and how well they are doing it.
SEMrush isn't free, but it will give you the comprehensive data you need to make smart decisions about what keywords to target. It's also easy to use. Let's say your company wants to be the first name to show up when someone searches for "solar panel installation." Type that keyword into the Phrase Match tool within SEMrush, and you'll be able to see that term along with other related terms. 
I analyze the story the competitors tell with their landing pages, their site UX, and transparency (reviews, trust). Then I adjust my wireframe, making sure my client’s page can stand up to all that and more. Sometimes all I need is a better visual design than the competitor’s, but often, it is a matter of better explaining the value proposition of the service/product and putting together a more logical flow of elements.”
Brands love to be front and center and who can blame them? Essential to becoming a well known brand is achieving awareness and name recognition, and well branded companies tend to do well at drawing in new customers. In the world of search, the best way to build your brand is by showing up in the top position of search results. Preferably you can do this for both organic and paid results, but at the very least you can often buy your way to the top of search results with a high enough Maximum CPC bid. You will also want to enhance your brand even further by adding Sitelinks to your account to showcase the depth of products and services you offer and occupy even more real estate in search results.
You will likely run into some difficulties along the way, and you may need to develop a hybrid strategy to achieve your goals. For example, I have often broken out campaigns between profitability focused keywords and brand focused keywords in order to satisfy clients. This is especially useful when someone demands visibility for certain keywords but does not give enough budget to achieve that visibility. The same goes for balancing visibility and profit.

Use the Keyword Planner to flag any terms on your list that have way too little (or way too much) search volume, and don't help you maintain a healthy mix like we talked about above. But before you delete anything, check out their trend history and projections in Google Trends. You can see whether, say, some low-volume terms might actually be something you should invest in now -- and reap the benefits for later.
From my experience, you don’t need complex algorithms to save money with paid search. You don’t need a crazy PPC management tool to trim down costs for campaigns. You need only employ one of 3 core paid search strategies in order to succeed in your PPC campaigns: 1) Maximize your budget, 2) Improve Branding by showing up in a top position and 3) Maximize your profit potential.
For both teams, first reactions from people were often strongly negative. I cringe to think what focus groups would have done with these ideas. But, Chesky and Gebbia, and Hyman and Fleiss, were undeterred. To these founders, their ideas were obvious and they set out to find investors and employees who got the vision when most everyone else did not.
Do they have separate marketing messages for different segments? Sometimes, you might see a stark difference between how your competitor markets their business for one type of customer versus how they present themselves to another type of customer. For example, if you're trying to sell services as a math tutor to high school students who are struggling to pass their math subjects, you'll be making a completely different pitch than you would to those students who need additional help with their SAT math so that they could get into prestigious universities. Your message to the struggling students might be closer to "I'll help you finally pass your math tests!" While your message to the other market will be similar to "I'll help you get into the school of your dreams!" Also, be sure to note if your competitor does something similar with their own customer segments. 
Volume. The number of searches for that phrase each month. What's a decent volume? It depends on your industry. If you're in a niche industry, like compliance, 100 monthly searches might be as good as it gets.  If you offer something with more broad appeal, like furniture, you could expect to see hundreds of thousands of searches each month. Whatever the case, aim for higher volumes, but know that the higher the volume, the more difficult it will likely be to stand out among your competitors. Which brings us to the next number...
A FINAL WORD [top] Schedule a competitive analysis on a regular basis, as you do for inventory and other business functions. Depending on what market you're operating in it could be every two months or once a year. Consider employing a college student for the summer or create student internship positions to fulfill the task. You must remember that your competitive research and analysis is never finished. This is on-going, rather than a one-time process. Your competition can change quickly, new players can emerge tomorrow, the economy may upswing or downswing at any moment. It's only when you clearly understand your competition that you can evaluate your own market position. Only then can you exploit their weaknesses to your competitive advantage and seek to improve your own marketing efforts. CHECKLIST [top] ___ Have you identified your direct and indirect competitors? ___ Do you know how the customers in your target market rate your product in comparison with your cometitors'? ___ Have you compiled the intelligence you have gathered on each competitor in a format that fosters comparison of features and market postions? ___ Do you have strategies for building on your strengths and minimizing your vulnerability where you have weakenesses? Do you have strategies for minimizing the value of your competitors' strengths and taking advantage of their weaknesses? ___ Have you communicated the competitor information and your strategies to every worker who needs to know? In research and development? In production? In marketing and sales? ___ Have you established procedures for keeping your industry and competitor profiles current? RESOURCES [top] Books Competitive Intelligence for the Competitive Edge, by Alan Dutka. (NTC Business Books, 1999). Brief discussions of competitive intelligence activities are followed by extensive real-life case-study examples. Web Sites "Do You REALLY Know What The Competition Is Doing?" by Darrell S. Mockus. Journal of Business Strategy 24:1 (January-February, 2003), 8-10. "Spies Like Us," by Carole Ashkinaze. Business Week (July 12, 2000), F4+. "Face-to-Face: Spies Like Us," by Stephanie L. Gruner. Inc. 20:11 (August 1998), 45 (7). "Spy Away," by Mark Henricks. Entrepreneur 28:3 (March 2000), 98. Fuld and Company. What Is CI?. Society of Competitive Intelligence Professionals. "Competitive Intelligence vs. Espionage," by Fred White. ThomasNet Industrial Newsroom, May 22, 2007. Writer: Susan MaGee All rights reserved. The text of this publication, or any part thereof, may not be reproduced in any manner whatsoever without written permission from the publisher.  
Ad copy is the actual text that you’ll write for your AdWords, Bing or Facebook ads that will attract people to click on your ad. Search engines like Google are looking to show high quality ads, whose text says something closely related to the actual search in the search engine. So if you own a plant nursery in Montreal and your keyword is “Where to buy shrubs in Montreal,” a good headline for your ad could be: “Are You Looking to Buy Shrubs in Montreal?” Because the headline is relevant to the keyword and the query, it will be considered a more high-quality ad result in the eyes of search engines like Google.
If you’re aiming for a steady cost per conversions (also known as Cost Per Acquisition) average, despite the potential challenge in calculating those costs, then Conversion Optimizer may be of help. This strategy works by setting a target Cost per Conversion at campaign level, and then AdWords uses your historical conversion data to optimize your bidding strategy to reach your targeted average.
No, but you will need to have completed keyword research beforehand - and I mean thorough keyword research, not a bullshit download from Google Keyword Planner. You will need to have a handle on the competitive metrics for your target SERP's. If you have no idea how to get these, I strongly encourage you to also check out my course Master Keyword Research.
3. Mapping keywords to the right landing pages. One way to insure you get the best results from your keyword campaigns is to make sure there is very high relevance between the keywords you use and the associated landing pages. This is a very important principle. What happens when you click on an organic listing or a PPC add from a SERP (search engine results page) and the content has little to zero keywords on that page that you used to search on? Right, you bolt and head back and click on another link. Make sure your landing pages are optimized to handle your keyword traffic to make them relevant.

More and more consumers are finding businesses online through search engines. How do they find them? By using keywords! Fortunately, you can take advantage of this consumer habit by optimizing your website around the keywords that are relevant to your business and which keywords consumers are using to find you online. This will increase your chances of getting found by people searching with those keywords, which will drive more and better quality traffic to your business’ website.
The jockey does not have to be the manager of all the operations and support functions of your business, but it is your duty as founder of the business to ensure that the fundamentals are in place. Institute controls by identifying strengths and weaknesses in yourself and your team. Then implement solutions to avoid any pitfalls or risks in your business.
From my experience, you don’t need complex algorithms to save money with paid search. You don’t need a crazy PPC management tool to trim down costs for campaigns. You need only employ one of 3 core paid search strategies in order to succeed in your PPC campaigns: 1) Maximize your budget, 2) Improve Branding by showing up in a top position and 3) Maximize your profit potential.

City advertising[19] by advertising on web sites with extensive content related to particular cities. Such web sites can connect large city audiences with products/services for sale in those cities. Surfers searching for information about particular cities find adverts at such web sites as a result of city name related searches rather than product/service keyword searches. In this way businesses, e.g. shops, restaurants, can advertise and reach out to consumers located in the real-world localities of their product/service offerings.
Keywords are the crucial foundation for online marketing efforts, and in this course, author Matt Bailey shows how you best structure search engine optimization and pay-per-click plans around the insights you glean from keyword research. He helps you explore the sources for keywords and build a keyword list with research and management tools like Raven Tools, Moz, SEMrush, and Wordtracker. He shows you how to filter and interpret keyword data, observe trends, and better understand the intent of the searcher, and how to develop an informed strategy and implement keywords throughout your site for maximum searchability. Matt also covers how to apply your keyword insights to Google AdWords campaigns and measure the results of your SEO and AdWords efforts.
It’s good for searchers – Research indicates that searchers click on paid search ads more often than any other form of digital advertising. This means that people really don’t mind being advertised to, provided that the products and services advertised actually fit the searcher’s needs. And because we use search engines when we’re looking for products and services, the results, including the ads, are generally highly relevant to what we’re looking for. Plus, Google has developed an excellent formula for ensuring that PPC ads meet the user’s needs.
Finally, some strategies will drive both efficiency and growth within an account. For example, concluding an ad copy test based on CTR, conversion rate, or conversion per impression can increase revenue and improve ROI. However, these strategies typically show incremental long-term improvements, and are less likely to ramp revenue or improve ROAS in the short-term.
Effective PPC campaign is the process of continuous research and refinement. Never follow “Set it and forget it” approach for PPC campaigns. You must do research to understand searcher’s behavior. You must also research on your profitable keywords and best suitable days and hours for your campaign. Now that you know what is PPC campaign, plan your daily budget and invest wisely.

Competitive analysis is an exercise of comparing your business, product, and service to companies and finding similarities and differences. The most critical part of kicking off a competitive analysis is choosing the right competitors to analyze. Otherwise, you will spend tons of time on competitive research with very limited insight to show for it. In other words, the competitors you select determines how you will perceive your company and the final analysis.
There is a “home” for newly published content. A hub for new content can be the site’s blog, or a news section. For instance, Distilled’s “home for newly published content” is the Resources section. While this line item may seem like a binary (score of “0” if you don’t have a dedicated section for new content, or score of “2” if you do), there are nuances that can bring each brand’s score up or down. For example:
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