There's nothing more frustrating in business than seemingly doing everything right, only to see your competition continue to grow, while your own company remains stagnant.
Fortunately, doing a competitor analysis can be incredibly helpful for understanding your strengths and weaknesses and help you find your edge.
This post outlines a method for conducting a competitive analysis that any business can use, whether you’re a successful store owner that’s re-evaluating your view of the current market or you’re just getting ready to launch your businessfor the very first time.
Below, we’ll show you the tools you need to perform an effective competitor analysis and help you identify what to make note of (e.g., social/search presence, pricing, etc.). We’ve even included a free competitor analysis template you can follow along with and fill out while conducting your own analysis.
Find your competitive edge 🎯
- What is a competitive analysis?
- Why competitor analysis matters for ecommerce
- How to do a competitor analysis
- Collect data with these competitor analysis tools
- A competitive analysis template
- Pitfalls of competitive analysis in marketing
- Competitor analysis: your business edge
- Competitive analysis FAQ
Free: Competitive Analysis Template
By evaluating the strengths and weaknesses of your competition, you can begin to formulate how to give your company an advantage. Download our free competitive analysis template and gain an edge over the competition.
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What is a competitive analysis?
A competitive analysis, also referred to as a competitor analysis, is a comparison of competitors’ strategies used to evaluate the strengths and weaknesses of different marketing approaches within an industry.
It helps a business determine potential advantages and barriers within a market around a product or service and generally helps brands monitor how direct and indirect competitors are executing tactics like marketing, pricing, and distribution.
Competitive analysis example: what does one look like?
The competitive analysis can vary widely depending on what it is you’re trying to learn about your competitors. You might do a competitive analysis around a specific aspect—like a competitor’s website approach, for example—or you might do a high-level look at their marketing approach as a whole. Ultimately the goal is to help you understand your strengths and reach new potential customers.
There are a lot of different ways you can structure a competitive analysis, so let’s look at the different types of information that are frequently seen within this type of research.
If you’re doing a high-level competitive analysis, there are a few major elements you’ll want to be sure to include around around competitors’ market positioning, such as:
- Who their target customers are;
- What their main differentiator/unique value add is for their business and products;
- Key features/benefits they highlight in sales materials;
- Price points for products across a variety of marketplaces ;
- How they approach shipping;
- Whether they’ve received any funding or venture capital.
These sections will help you get a zoomed out look at what separates your competitors from each other and how they’re working to differentiate themselves from competition within your niche.
If you’re wanting to look at more specific elements of your competitors’ approaches, you might consider adding sections like these to your competitor analysis:
- Website features ( search tools, product images, design/layout, etc.)
- Customer experience elements ( checkout workflows, customer support, mobile UX, etc.)
- Copywriting tactics (product descriptions, calls to action, etc.)
- Social media approach (channels used, frequency of posting, engagement, etc.)
- Content marketing tactics (blog topics, content types, etc.)
- Marketing tactics (types of promotions, frequency of discounts, etc.)
- Email marketing approach (Newsletter, abandoned cart emails, promos, etc.)
- Customer reviews (language used around products, recurring complaints, etc.)
Generally, competitive analysis can take on many shapes and forms depending on what a company wants to evaluate about its competitors—but this gives you a rough idea of what could be included within the different sections.
Read more: What Is Product Development? Learn The 7-Step Framework Helping Businesses Get to Market, Faster and Easier
Why competitor analysis matters for ecommerce
Maybe at this point you’re thinking, “OK, but why does competitor analysis matter for me as a business owner or marketer?”
The main reason this activity is important is because you can’t effectively compete without knowing your competitors—and you can’t differentiate yourself if you don’t know what actually makes you different.
If you’re starting an ecommerce business, an analysis of competitors helps you to:
- Make more informed marketing decisions;
- Identify industry trends;
- Benchmark against competitors;
- Solidify a unique value proposition ;
- Determine pricing (upmarket, down, or mid);
- Unearth new ways of speaking to customers, or even new customers to speak to;
- Find a gap in the marketing and also ensure there’s a market in the gap.
This type of analysis is not just for first-time ecommerce retailers either. A competitor analysis can, and should, be a living document that’s constantly evolving as a company grows and matures over time.
Maintaining a resource like this is a powerful way to stay on top of how your brand stacks up against the competition right now—but it also can help provide clear direction on how you’ll continue to excel in the future.
Need an example for reference? Here’s one showing what a competitor analysis might look like:
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How to do a competitor analysis
Once you’re ready to dive into a competitive analysis of your own, follow the steps outlined here to keep your research structured and organized appropriately.
1. Select 7–10 competitors
To identify relevant competitors to include in your analysis, start with searches on Google, Amazon, and Alexa around your product and business idea. You want a mix of competitors that:
- Sell similar types of products;
- Have a similar business premise;
- Market to similar and slightly different audience demographics;
- Are both new to the marketplace and more experienced.
To put together a list of diverse competitors that will give you a good look at the competitive landscape that’s not too small and not too large, it’s a good idea to stick with a group of seven to 10 relevant competitors.
2. Create a spreadsheet
As you collect data on this group of competitors, keep it organized within a table or spreadsheet that can easily be shared and updated over time. Within this document, you’ll compare and contrast competitors based on different criteria such as:
- Price range;
- Product offerings;
- Social media engagement;
- Content used for lead generation;
- First-time visitor offers;
- Other traits that are worth comparing.

3. Determine competitor types
Starting with your list of competitors, begin your spreadsheet by categorizing each one as a primary or secondary competitor. This will help you better determine how they’ll relate to your business.
- Direct competitors, or primary competitors, to your business that sell a similar product to a similar audience. Example: Nike and Adidas are primary competitors.
- Indirect competitors are secondary competitions that offer a high-end or low-end version of your product to a different audience. Example: Victoria’s Secret and Walmart are secondary competitors.
- Tertiary competitors are related brands that may market to the same audience but don’t sell the same products as you or directly compete with you in any way. They may be potential partners or future competitors if they choose to expand their business. Example: Gatorade and Under Armour.
4. Identify your competitors’ positioning
Positioning is the most persuasive marketing tool for a business. Good positioning helps you connect with a target audience and keeps them around longer. It also determines your messaging, values, and overall business strategy.
This is exactly why understanding your competitors positioning is so important. You can learn how to separate yourself and build a favorable reputation in your customers’ eyes. Differentiation also helps increase brand awareness and justify your prices, which impacts your bottom line.
Analyze these key channels to determine positioning and messaging:
- Social media;
- Press releases;
- Website copy;
- Events;
- Interviews;
- Product copy.
When identifying your competitors’ positioning, ask yourself the following questions:
- What story do they express to customers?
- How do they position their products?
- What’s their company description?
- How do they describe their unique value proposition?
Understand how competitors interact with their followers, customers, employees, partners, and shareholders. If you can pinpoint their communication framework, you’ll be able to position yourself differently and set yourself apart from competitors.
5. Determine competitive advantage and offerings
Once you understand your competitors’ messaging, take a look at their competitive advantage and product or service offer. The vast majority of succesful companies have a clear "secret sauce" compared to their competition.
For example, a fashion retailer’s competitive advantage may be high-quality, reasonably priced products and expedited shipping services. An online educator may have 20 years of experience teaching and working in their specific industry. Unique selling propositions like these are not easy to replicate and can drive brand name recognition for a business.
Take time to look at your competitors’ goods and services and compare them to your own. Read online reviews of your target audience to see why customers choose their company. It could be that they offer similar products at a lower price or have a focus on sustainability. Either way, you’ll want to learn their advantage and figure out how you can offer something better.
6. Understand how your competitors market their products
Marketing is the secret to the most successful ecommerce stores. A good offering is the cost of entry, but marketing takes you to the top. Unfortunately, most businesses fail to undertake a review of their competitors’ marketing. They assume that everyone is on Instagram, running Facebook ads, and optimizing their site for search.
And a lot of them are. But understanding how your competitors market their products takes a different perspective. You want to find out what offers they are promoting, how they are building and managing their contact lists, and how they are distributing content online.
Along with the research you’re doing through software and tools, it’s a good idea to get hands-on with your competitive research, too. Assume the role of a potential customer and check out what your competitors are doing in the marketing department.
You can do this by:
- Signing up for their newsletters;
- Subscribing to their blogs;
- Following them on social media;
- Abandoning a product in the shopping cart;
- Purchasing a product.
As you execute these activities, be sure to document your findings with notes on each tactic you see. By studying their approaches to cart abandonment and looking at how they deliver support via social media (and beyond), you can spot interesting approaches your competition is using to attract more customers and to drive sales. The insights you gather during this stage can be incredibly helpful for your sales team specifically.
7. Conduct a SWOT analysis
Consider conducting a SWOT analysis to accompany the data you collect. It’s a competitive analysis framework that lists your company’s strengths, weaknesses, opportunities, and threats and is helpful in shaping your overall marketing strategy as well. SWOT leans into your competitors’ strengths and compares them to your business to define areas of improvement.
Strengths and weaknesses focus on the present. They are elements you control and can change over time, including:
- Reputation;
- Product offering;
- Partnerships;
- Intellectual property;
- Number of employees;
- Market share;
- Assets.
Opportunities and threats are outside your control. You can plan for changes but can’t influence these elements. They include:
- Competitors’ products;
- The economy;
- Consumer trends;
- Regulation;
- Market size;
- Market demand.
Aim to run a SWOT analysis annually. It helps inform your break-even analysis and keeps tabs on the competitive landscape. You can anticipate problems and make continuous improvements to your business. Should you seek funding, you’ll want to include an updated SWOT analysis in your proposed business plan.
🎯 TIP: If you're interested in writing a business plan but turned off by stodgy paperwork, we've developed a sample business plantemplate that you'll actually use. Thousands of people have made a copy to repurpose for their own plan, and it's completely free to use.
Free: SWOT Analysis Template
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Collect data with these competitor analysis tools
Once you know which direct competitors you’ll be studying, it’s time to start diving into research and data collection for your competitive analysis. The good news is that today there are many different tools and software available that can make data collection for your competitive analysis simpler, more efficient, and more accurate.
Let’s look at a few different resources that can help you gather key insights into different aspects of your competition’s marketing approach from their product or service positioning to their content marketing and social media efforts as well.
SEO Analysis
- Ahrefs: checks any URL’s top-performing organic keywords and gets estimated traffic reports around those keywords.
- Alexa: helps define audience demographics and search rankings for your site as well as your competitors websites.
- SE Ranking: shows competitors’ paid and organic search performance, strategy, and keywords.
PPC/keyword performance
- SimilarWeb: gives insights into estimated monthly visits and key traffics sources for a website. Helpful for determining a rough view of your competitor's marketshare.
- SpyFu: helps you research and download the most profitable keywords your competition is using in their PPC campaigns.
- iSpionage: shows how many keywords competitors are using on Google Ads and which ones they’re targeting, as well as their projected monthly budget.
- SEMrush: helps identify your competition’s keywords, does a site audit, and analyzes backlinks.
- WhatRunsWhere: provides data around competitors’ advertising approaches across the internet.
Social media performance
- RivalIQ: shows how often competitors post across social channels, their average engagement rates, and their most successful content.
- Followerwonk: provides Twitter insights around follower demographics, key influencers, and performance metrics.
- Sprout Social: benchmarks around competitors’ social performance across social channels, influencer identification, and reporting.
Email marketing
- Owletter: analyses changes in sending frequency and spots trends in competitors’ emails.
- MailCharts: aggregates emails and provides insight into frequency of email sends, subject line tactics, and more.
Content marketing performance
- BuzzSumo: helps you see the top-performing content for topics and for specific competitors, as well as total social shares.
- Monitor Backlinks: helps monitor backlinks each time someone references your content, plus that of your competitors.
- Feedly: aggregates content as it’s published so you can study topics covered by competitors in one place.
Using these resources, start gathering data and dropping it into your competitive analysis spreadsheet so your findings are all stored in a single, organized space.
A competitive analysis template
If you’re not still quite sure how to start laying out your template for your analysis, here’s an example and template you can work from to get the ball rolling.
Let’s say you sell makeup brushes. You’ll see how you could compare competitors’ approaches (and identify what you could do to stand out):
Competitor 1 (Primary) | Competitor 2 (Primary) | Competitor 3 (Primary) | Competitor 4 (Secondary) | Competitor 5 (Secondary) | |
---|---|---|---|---|---|
Company Name | Name 1 | Name 2 | Name 3 | Name 4 | Name 5 |
Price Point | $15-20 | $20-25 | $50-80 | $10-15 | $100+ |
Target Audience | Women ages 18-25 | Women ages 18-30 | Women ages 18-30 | Girls ages 13-18 | Women ages 40-65 |
Market Share | 10% | 20% | 40% | 10% | 10% |
Key competitive advantage | Large Instagram following | Free shipping year-round | Aggressive Facebook ad spending | Price | Luxury angle |
Marketing strategy | Newsletter and Instagram ads | Newsletter, some social media, retargeting | Facebook ads | Cheapest on Amazon | Magazines, TV, commercials, some social |
# of products | 75 | 100 | 85 | 525 | 40 |
You can add as many sections as you want to your template, but remember to keep your group of primary and secondary competitors limited to seven to 10 so that your frame of reference is highly relevant.
Want a simple competitive analysis template to speed up the process?
Free: Competitive Analysis Template
By evaluating the strengths and weaknesses of your competition, you can begin to formulate how to give your company an advantage. Download our free competitive analysis template and gain an edge over the competition.
Get the competitive analysis template delivered right to your inbox.
Almost there: please enter your email below to gain instant access.
We'll also send you updates on new educational guides and success stories from the Shopify newsletter. We hate SPAM and promise to keep your email address safe.
Thanks for subscribing. You’ll start receiving free tips and resources soon. In the meantime, start building your store with a free 14-day trial of Shopify.
Six pitfalls of competitor analysis in marketing
Now that you know how to put together a competitive assessment, let’s go over some of the main pitfalls to be aware of that can throw off the insights you’ve gathered.
1. Competitive analysis is not a one-and-done exercise
Never revisiting your original insights (or never updating them, for that matter) can lead to faulty data and poor decisions. Businesses are constantly evolving, so it’s important to remember that keeping an eye on your competitors is an ongoing process—not something you do once and then never again. Ultimately, you have to be at the top of your game consistently if you want to increase your market share.
2. Confirmation bias is real
As humans, we have a tendency to jump to conclusions around our assumptions. This is called confirmation bias. As you work through your analysis, it’s important to be aware of your initial assumptions and to test them thoroughly rather than leaning on what you “think” is true about your competitors. Let the data inform your decisions rather than letting assumptions take the lead.
3. Data without action is useless
If you’re putting in the work to do a competitor analysis, be sure that you’re acting on the findings rather than letting them gather virtual dust on your computer, buried in an obscure file folder. Make a strategic plan around your findings and execute on the unique angles and tactics that you’ve discovered during this process.
4. Working harder instead of smarter
With so many great resources available that simplify the data collection process around competitive analysis today, putting together a top-notch, highly accurate comparison is easier than ever before. Don’t reinvent the wheel and do things the hard way: make the investment into tools that speed up the process and provide the important insights you need to make informed, data-backed decisions about your business.
5. Starting without a direction
If you’re directionless while putting together your competitive analysis and have no clear end objective, the work will be much, much harder. Before diving into research, define your goal and what you hope to learn about your competition. What do you want to accomplish? What do you want to build? It is your own business after all!
6. Not accounting for market timing
When looking at competitor data, be sure to study how companies have grown and progressed over time rather than examining their approaches at a single fixed point.
Sometimes information about how your competitors have evolved their tactics can be even more useful than knowing what they did in the early days (or what they’re doing right now). Understanding past, current, and future industry trends will help you make better decisions.
Competitive analysis: your business edge
Competitive intelligence is key to starting a business. By doing market competition analysis on an ongoing basis, you can always be on top of your competition. You’ll be able to break into new markets, launch new products, and keep tabs on your competitors’ customers—giving you a cutting edge approach to small business that keeps your business or startup agile.
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Competitive Analysis FAQ
What is the meaning of competitive analysis?
A competitive analysis is the analysis of your competitors and how your business compares. By evaluating the strengths and weaknesses of your competition, you can begin to formulate how to give your company an advantage.
What is in a competitive analysis?
- Who a competitor’s target customers are;
- What market share they currently own;
- What their main competitive advantages are;
- Key product features/benefits;
- Price points for products, even across different marketplaces;
- How they do shipping;
- If they’ve received any funding or venture capital.
How do you write a competitive analysis?
- Choose seven to 10 competitors.
- Create a spreadsheet to track your data.
- Determine competitor types.
- Identifying positioning.
- Determine competitive advantage and offering.
- Understand how your competition markets themselves.
- Conduct a SWOT analysis.
Is SWOT a competitive analysis?
SWOT is a competitive analysis framework that helps gain insight into a current business situation. SWOT represents Strengths, Weaknesses, Opportunities, and Threats
FAQs
How do you write a competitive analysis example? ›
- Write down your competitors.
- Write what you know about them already.
- Discover who their target customers are.
- Discover their pricing methods.
- Investigate their marketing strategy.
- Figure out their competitive advantage.
A competitor analysis, also referred to as a competitive analysis, is the process of identifying competitors in your industry and researching their different marketing strategies. You can use this information as a point of comparison to identify your company's strengths and weaknesses relative to each competitor.
How do you write a competitor analysis essay? ›...
A competitive analysis covers five key topics:
- Your company's competitors.
- Competitor product summaries.
- Competitor strengths and weaknesses.
- The strategies used by each competitor to achieve their objectives.
- The market outlook.
What Is SWOT Analysis? SWOT (strengths, weaknesses, opportunities, and threats) analysis is a framework used to evaluate a company's competitive position and to develop strategic planning. SWOT analysis assesses internal and external factors, as well as current and future potential.
What is a competitive analysis grid? ›Definition (1): A competitive analysis grid is a tool for organizing the information a firm collects about its competitors to see how it stacks up against its competitors provides ideas for markets to pursue, and, perhaps most importantly, identifies its primary sources of competitive advantage.
Which of the following tool we use for competitor analysis? ›Ahrefs. Ahrefs is a great SEO and keyword research tool. You can use it to see what your competitors are ranking for, how much organic traffic they're getting, and understand what content of theirs is performing the best. You can also compare domains to see content gaps and track specific keywords over time.
What is a competitive analysis report? ›A competitive analysis report outlines the strengths and weaknesses of your competitors compared to those of your own business. Typically, a competitive analysis report will contain: A description of your business's target market. Details about the features of your product compared to your competitors' products.
Who are your competitors example? ›These are businesses offering similar (or identical) products or services in the same market. They also vye for the same customer base. Some famous examples of direct competitors include Apple versus Android, Pepsi versus Coca-Cola, and Netflix versus Hulu.
What is a competition analysis in a business plan? ›A competitive analysis is a type of market research that identifies your competitors, their strengths and weaknesses, the strategies they are using to compete with you, and what makes your business unique.
How long does it take to complete a competitive analysis? ›But a good general rule is six to seven weeks to analyze one competitor, and seven to eight weeks to analyze multiple companies.
What two items should be included in a study of competition? ›
- Where do my target market customers shop for similar items?
- Is there room for my product in its market?
- What competitive advantage does my product hold?
- How should my product be positioned within the market?
Competitive Strength - YouTube
What are the 5 competitive strategies? ›- Cost leadership. ...
- Product differentiation. ...
- Customer relationship management (CRM) ...
- Cost focus. ...
- Commitment to customers strategy.
- Strengths: what is the company doing well? ...
- Weaknesses: what is the company doing poorly? ...
- Opportunities: where can/will/should growth occur? ...
- Threats: what new competitors or threats are coming onto the marketplace?
Offering the lowest prices.
Cost effectiveness is one of the solid bases of IKEA competitive advantage. The global furniture retailer is able to offer low prices thanks to a combination of economies of scale and technological integration into various business processes.
- Identify your competitors. Start by making a list of your direct and indirect competitors. ...
- Find their strengths and weaknesses. Identify what your competitors are doing right. ...
- Figure out your “special ingredient”
The purpose of a competitor analysis is to understand your competitors' strengths and weaknesses in comparison to your own and to find a gap in the market. A competitor analysis is important because: It will help you recognise how you can enhance your own business strategy.
What are 4 examples of opportunities? ›- Get help on projects.
- Propose working groups.
- Get testers for new ideas or products.
- Create a team to work on an idea you have.
- Share your expertise or best practices in a particular field.
Examples of Weaknesses.
Lack of knowledge of particular software. Public speaking. Taking criticism. Lack of experience.
Opportunities and threats are external—things that are going on outside your company, in the larger market. You can take advantage of opportunities and protect against threats, but you can't change them. Examples include competitors, prices of raw materials, and customer shopping trends.
How do you write a competitor matrix? ›
- List the features of your brand. In the left column of your competitive matrix, you can list factors you use to target customers, such as: ...
- List the competitors of your brand. ...
- Rank your brand against your competitors.
A competitive profile matrix is a tool your company can use to directly compare your strengths and weaknesses to industry competitors. For this matrix, you will use four elements: critical success factor, weight, rating, and score. Critical success factors are areas that will determine your success.
What is competitive positioning example? ›For example, if CAR BRAND A has developed a reputation as the most economical in a category, then CAR BRAND B, rather than competing on that decision-making factor, might position themselves as the most reliable.
How do you measure competitors performance? ›- Monitor Competitors' Rankings.
- Monitor Competitors' Social Media Mentions.
- Monitor Competitors' Backlinks.
- Monitor Competitors' On-Page Changes.
- Monitor Competitors' Unhappy Clients.
- Monitor Their Customers' Questions.
- Monitor Competitors' PPC Advertising.
- Identify main competitors. ...
- Analyze competitors' online presence. ...
- Gather information. ...
- Track your findings. ...
- Check online reviews. ...
- Identify areas for improvement. ...
- Tools for competitive research.
What Is SWOT Analysis? SWOT (strengths, weaknesses, opportunities, and threats) analysis is a framework used to evaluate a company's competitive position and to develop strategic planning. SWOT analysis assesses internal and external factors, as well as current and future potential.
How do you write a competitor in a business plan example? ›- Define your business use. For the competition section of your business plan, first, settle on which of these two business uses applies to your situation: ...
- Establish your competitive position. ...
- Establish regular competitive review channels.
- Cost leadership. ...
- Product differentiation. ...
- Customer relationship management (CRM) ...
- Cost focus. ...
- Commitment to customers strategy.
These are businesses offering similar (or identical) products or services in the same market. They also vye for the same customer base. Some famous examples of direct competitors include Apple versus Android, Pepsi versus Coca-Cola, and Netflix versus Hulu.
What are 4 examples of opportunities? ›- Get help on projects.
- Propose working groups.
- Get testers for new ideas or products.
- Create a team to work on an idea you have.
- Share your expertise or best practices in a particular field.
What is a competitive analysis chart? ›
It's a competitive analysis framework that lists your company's strengths, weaknesses, opportunities, and threats and is helpful in shaping your overall marketing strategy as well. SWOT leans into your competitors' strengths and compares them to your business to define areas of improvement.
What are your 5 Weaknesses? ›Examples of Weaknesses.
Lack of knowledge of particular software. Public speaking. Taking criticism. Lack of experience.
Within an industry, all businesses that offer the same products and services are in direct competition. For example, anyone who sells electronics is a direct competitor with other sellers of electronics. All media consulting firms are in direct competition with each other.
What is an example of business competition? ›An example of business competition could be Pepsi and Coke. Both are sodas and both are readily available. They even have a similar taste and similar price. The way they compete and set one another apart is through their marketing campaigns.
What two items should be included in a study of competition? ›- Where do my target market customers shop for similar items?
- Is there room for my product in its market?
- What competitive advantage does my product hold?
- How should my product be positioned within the market?
According to Porter's Generic Strategies model, there are three basic strategic options available to organizations for gaining competitive advantage. These are: Cost Leadership, Differentiation and Focus.
What are the two key pillars of competitive advantage? ›Michael Porter defined the two ways in which an organization can achieve competitive advantage over its rivals: cost advantage and differentiation advantage.
What are the 4 major competitive strategies? ›- Cost leadership strategy. It suits large businesses that can produce a big volume of products at a low cost, and that is why Walmart implemented this strategy. ...
- Differentiation leadership strategy. ...
- Cost focus strategy. ...
- Differentiation focus strategy.
For each competitor, perform a SWOT Analysis and include the following information: Competitor's Name. Overview of Competitor (where are they located; how long have they been operating) Competitor's Product or Service.
What are my competitors strength and weaknesses? ›If a competitor only sells one product, this may be seen as a weakness as the competitor will have limited market reach . In contrast, if a competitor has a large product range, this could be seen as a strength, as the competitor is likely to be able to target a wider range of customers.
How do you identify your competitors? ›
- local business directories.
- your local Chamber of Commerce.
- advertising.
- press reports.
- exhibitions and trade fairs.
- questionnaires.
- searching on the Internet for similar products or services.
- information provided by customers.