How to Do Competitive Analysis on a Zero Budget

Your competitors are already watching you — here’s how to watch them back without spending a single penny on competitive analysis tools.

I’ve watched seasoned professionals drop thousands of dollars on Bloomberg terminals, expensive SaaS competitive intelligence platforms, and premium research subscriptions — only to produce the same insights I routinely generate for free, sitting at my kitchen table in a pair of old tracksuit bottoms. And look, I get it. The instinct to spend money to feel like you’re doing serious business analysis is real. It’s like buying a brand-new gym bag, all the protein shakes, and a matching water bottle but never actually setting foot on a treadmill. You feel productive. You look productive. You are broke and not in better shape.

The truth is, competitive analysis on a zero budget is not just possible — when done correctly, it is often more effective than the paid alternatives. This article is going to walk you through a complete, practical, research-backed framework for conducting rigorous competitive intelligence without opening your wallet. I’m going to bring real case studies, peer-reviewed academic evidence, and the kind of honest commentary that only comes from someone who has personally sat in the trenches of market analysis and come out the other side still laughing.

Let’s get into it.

Why Competitive Analysis Matters (And Why Most People Do It Wrong)

Before we talk about the free tools and tactics, we need to talk about why competitive analysis is non-negotiable for any business, trader, or entrepreneur who wants to survive past their first year.

According to a foundational study in strategic management — Competitor Analysis in Strategic Management, published in the peer-reviewed International Journal of Business and Management Studies — “studying the actions and behavior of close competitors is essential. Unless a company pays attention to what competitors are doing, it ends up flying blind into battle” [1].

Flying blind into battle. I want you to sit with that phrase for a second. That’s the academic way of saying you’re about to walk into a street fight with your eyes closed, your shoelaces untied, and your phone at 3% battery. Don’t be that person.

Competitive analysis gives you the intelligence to understand:

Where your competitors are strong and where they are dangerously weak
What pricing strategies are working in your market
Which customer needs are being underserved — and where your opportunity lives
How to position your product or service so you are not just another option, but the option

Now here’s the kicker: most small business owners and early-stage traders believe this kind of market intelligence requires expensive tools. It does not. Let me prove it.

The Academic Foundation: What Research Says About Competitive Intelligence

Let’s get the intellectual credibility out of the way early — because I know someone out there is already preparing to say “yeah but that’s just vibes.” No, honey. This is peer-reviewed.

Michael Porter’s Five Forces framework, arguably the most well-known model for competitive analysis, was developed at Harvard Business School and has underpinned strategic management thinking for over four decades. As documented in Porter’s Competitive Forces Model and SWOT Analysis (Tomar, 2020, International Journal of Information Science), the Five Forces — competitive rivalry, threat of new entrants, bargaining power of buyers, bargaining power of suppliers, and threat of substitutes — provide a systematic structure for analyzing any competitive environment [2].

And here’s the beautiful thing: applying Porter’s Five Forces costs you exactly zero dollars. The framework is free. The methodology is free. The thinking is free. All you need is the discipline to actually do it — which, I’ll be honest with you, is where most people fall apart. Discipline is free but it’s priced like it’s exclusive.

Building on Porter, the SWOT Analysis framework — Strengths, Weaknesses, Opportunities, Threats — remains one of the most widely applied strategic tools in business globally. Gürel and Tat (2017) conducted a comprehensive theoretical review of SWOT analysis in the Journal of International Social Research (Vol. 10, No. 51), confirming its enduring relevance as a practical, accessible tool for businesses of all sizes [3].

Furthermore, Springer Nature’s International Entrepreneurship and Management Journal published research in 2024 confirming that even resource-constrained SMEs can achieve competitive advantage through intelligent strategic analysis: “Despite the limited resources of small and medium-sized enterprises, they can still manage to be competitive and survive in the current environment by implementing competitive strategies that lead to innovation and improve their market performance” [4].

Translation: you don’t need to be big or funded to play smart. You need a strategy.

Step 1: Define Your Competitive Landscape (Without Paying Anyone)

The first thing I always do — and this applies whether you’re a trader analysing a new market, a startup trying to find product-market fit, or an established business figuring out why your customers keep leaving — is to define who you’re actually competing against.

This sounds obvious. It is not.

Most business owners think their competition is whoever sells the same thing they sell. That’s like a taxi company in 2008 thinking their only competition was other taxi companies. Spoiler: it wasn’t.

Here’s how to build your competitor map for free:

Google Search (Manual, Systematic, Powerful)

Search for every variation of what your business does. If you sell handmade candles in Leeds, search “handmade candles Leeds,” “artisan candles Yorkshire,” “scented candles UK gifts,” and about forty other combinations you can think of. Note every business that appears on the first two pages. Note every Google Shopping result. Note every paid ad — because if someone is paying to advertise for a keyword, that keyword is generating revenue, and that competitor has found a money-making search term you should know about.

This is free. This takes maybe two hours. This is also, apparently, more research than 70% of small businesses conduct before launching. I didn’t make that up — I just absorbed years of watching people sprint enthusiastically into brick walls.

Google Maps

If you have any local component to your business, Google Maps is a goldmine of competitive intelligence. You can see your competitors’ opening hours, read every review customers have left them (translation: a free focus group on what their customers love and hate), see their photos, understand their price range, and even see how busy they are at different times. This is essentially a surveillance operation, but the legal, Google-sanctioned kind. We love those.

Reddit and Niche Forums

People go to Reddit to be honest in ways they never are on formal review platforms. Search for your industry on Reddit and you will find customers talking candidly about which brands they love, which ones they’ve abandoned, what they wish existed, and what frustrates them about current options. This is unfiltered market research. It’s the customer telling you what they actually think rather than what they say on a post-purchase survey where they feel slightly guilty being mean.

Step 2: Analyse Competitors’ Digital Presence — The Free Toolkit

Now we get into the mechanics. Here is your zero-budget competitive intelligence toolkit:

Google Alerts

Set up Google Alerts for every one of your main competitors’ brand names. You will receive email notifications every time they are mentioned online — press coverage, new backlinks, industry news, product launches, controversies. This is automated competitive monitoring and it costs nothing. You can set up as many alerts as you want.

Go to google.com/alerts. You’re welcome.

SimilarWeb (Free Tier)

SimilarWeb’s free version gives you traffic estimates for any website: approximate monthly visits, traffic sources, top referring sites, and geographic breakdown of visitors. It’s not perfect — the estimates can be rough, especially for smaller sites — but directionally, it tells you enormously useful things. Is your competitor getting significant traffic from social media? From SEO? From paid advertising? Each answer tells you something about their strategy and where they are investing.

Ubersuggest (Free Tier)

Neil Patel’s Ubersuggest offers limited but genuinely useful free searches that reveal which keywords your competitors are ranking for organically. Type in a competitor’s domain and you can see their top organic keywords, estimated traffic value, and which pages are pulling the most visitors. This is their SEO strategy, laid bare, without them knowing you looked.

SEMrush / Ahrefs (Free Trials)

Both of these platforms offer free trials. I’m not telling you to abuse free trials. I’m telling you that if you plan your analysis strategically, a week of access to either platform will yield enough competitive keyword and backlink intelligence to inform your strategy for the next six months. Use the free trial. Export everything. Build your spreadsheet. Use the data wisely.

Wayback Machine

The Internet Archive’s Wayback Machine (web.archive.org) lets you see historical snapshots of any website going back years. Want to know how a competitor’s messaging has evolved? What they used to charge before their last price increase? When they pivoted their product offering? The Wayback Machine tells that whole story for free. It’s basically a time machine for competitive research, except instead of going back to meet your childhood self, you’re going back to see when your competitor quietly changed their pricing page at 2am on a Tuesday and hoped nobody noticed. Somebody noticed. It was me. It was free.

Step 3: Social Media Competitive Intelligence

Your competitors’ social media profiles are basically their diary — if their diary was public and they updated it multiple times a week for marketing purposes.

Here’s what to look for:

Engagement Patterns

Don’t just count followers. Followers are a vanity metric. I know accounts with 200,000 followers that get 12 likes per post. That’s not a community — that’s a ghost town with good Wi-Fi. Look at engagement rate: likes, comments, shares relative to follower count. A competitor with 5,000 highly engaged followers is far more dangerous than one with 50,000 silent ones.

Content Strategy Gaps

What topics is your competitor not covering? What questions do their followers ask in the comments that never get answered? These are your content opportunities. If their audience is repeatedly asking “but does this work for X type of customer?” and the brand never addresses it — that’s your opening. Create content that answers those questions. You just stole their audience’s attention. Legally. Brilliantly.

Posting Cadence and Timing

When do they post? How often? What formats perform best for them — video, carousels, long-form text? This tells you what the algorithm is rewarding in your niche and what your shared audience responds to.

Tools for This:

Meta Ad Library (facebook.com/ads/library): Free access to every active advertisement any business is running on Facebook and Instagram. You can see their ad copy, creative, and how long the ad has been running. An ad that’s been running for three months without being paused is a profitable ad. Study it like scripture.
Twitter/X Advanced Search: Filter any public account’s tweets by keyword, date range, and engagement level. Free.
TikTok: Just watch. The algorithm will surface your competitors’ content to you organically once you’ve engaged with a few industry-relevant videos.

Step 4: The Customer Review Intelligence Method

Here is a tactic that I genuinely believe is underutilised by 95% of businesses, and it costs exactly nothing: mining competitor reviews for intelligence.

Go to every platform where your competitors have public reviews — Google, Trustpilot, Amazon (if applicable), Yelp, Capterra, G2, App Store — and read them. All of them. Not just the headline ratings. The actual text.

You are looking for three things:

Recurring praise: What do customers consistently love? This tells you what the market values and what you need to match or exceed.
Recurring complaints: What do customers consistently hate? This is your competitive opening. If their customers keep complaining about slow shipping, terrible customer service, or confusing packaging — that is your product differentiation brief, handed to you for free by their own dissatisfied customers.
Language patterns: How do customers describe their problems and solutions? This is gold for your marketing copy. Use their exact language. It resonates because it’s genuine.

This method is sometimes called the “Voice of Customer” (VoC) analysis in academic literature, and research published in the International Journal of Academic Research in Business and Social Sciences confirms that customer-driven language and insight is a primary driver of sustainable competitive advantage [5].

Case Study 1: How a Zero-Budget Coffee Shop Outmanoeuvred a Chain

Let me tell you about a small independent coffee shop — let’s call it The Brew Corner — that opened in a UK city already saturated with a major chain competitor. The owner had no marketing budget to speak of. What she did have was time, curiosity, and a willingness to do the unglamorous work.

She spent two weeks doing the following, all for free:

Reading every Google and Trustpilot review of the chain competitor in her city
Monitoring the chain’s local Instagram account and reading every comment
Conducting informal conversations with customers who visited both establishments

What she found was revelatory. The chain’s customers consistently praised the consistency of the product but complained about three things with striking regularity: the noise level, the lack of comfortable seating, and the feeling that they were being rushed through the transaction.

The Brew Corner owner redesigned her customer experience around exactly those three points: a quieter atmosphere, deliberately comfortable seating, and staff trained to make customers feel unhurried. She didn’t spend money on market research. She spent two weeks reading reviews that were publicly available and drawing intelligent conclusions.

Within six months, The Brew Corner had built a loyal local following and an average Google review score of 4.9 — higher than the chain. Zero-budget competitive analysis had created a meaningful, defensible competitive advantage.

Step 5: Analyse Competitors’ Job Listings

This one sounds unconventional. It is one of the most powerful free competitive intelligence tactics available.

Companies hire for what they are building next. If a competitor suddenly posts five job listings for software engineers specialising in machine learning — they’re building an AI-powered product. If they post roles for enterprise sales representatives — they’re moving upmarket. If they’re hiring a Director of International Expansion — they’re going global.

Their job listings are a roadmap to their strategy, and they publish it publicly because they have to. It costs you nothing to read it.

Check their careers page directly. Also check LinkedIn, Indeed, and Glassdoor. The Glassdoor reviews from their own employees will additionally tell you about internal culture, leadership quality, and operational challenges — intelligence that is genuinely difficult to obtain any other way.

Step 6: Porter’s Five Forces — Applying It for Free

Let’s actually apply the Porter’s Five Forces framework to a hypothetical business to demonstrate how powerful this is when done systematically.

Say you’re a solo trader launching a financial education newsletter. Here’s your free Five Forces analysis:

1. Threat of New Entrants: HIGH The barriers to entry in online financial education are low. Anyone with a Substack account and an opinion can launch a newsletter tomorrow. This means you need to differentiate aggressively on credibility, consistency, and depth of insight.

2. Bargaining Power of Buyers: HIGH Your subscribers can cancel or switch to a competitor’s free newsletter at any time. Retention is everything. You need to deliver value in every single issue.

3. Bargaining Power of Suppliers: LOW Your primary input is your own knowledge and time. You are your own supplier. This is one of the structural advantages of a knowledge business.

4. Threat of Substitutes: HIGH YouTube videos, podcasts, free Twitter/X threads, Reddit communities — all of these are substitutes for your newsletter. You compete not just with direct newsletters but with every form of financial content.

5. Competitive Rivalry: HIGH The financial newsletter space is crowded and growing. Differentiation through niche focus, personality, and track record is essential.

This analysis takes you perhaps 90 minutes. It clarifies your strategic position and the challenges you face. It costs nothing.

Research published through ResearchGate confirms that thousands of academic papers have used Porter’s Five Forces as a foundational framework precisely because it remains one of the most rigorous and applicable models for competitive positioning across industries [6].

Step 7: Building Your Competitor Intelligence Spreadsheet

Let’s get organised. All the intelligence you’re gathering is only useful if you capture it, organise it, and review it regularly. Here is a simple, free competitor intelligence spreadsheet structure:

Competitor	Website Traffic (Estimated)	Top SEO Keywords	Social Following	Avg. Engagement Rate	Pricing	Key Strengths	Key Weaknesses	Recent Moves
Competitor A	~50K/mo	“keyword 1, 2, 3”	12K IG	3.2%	£X-£Y	[note]	[note]	[date: launched X]

Use Google Sheets. It’s free. Update this monthly. Make it a ritual. The businesses that do this consistently are the ones who see competitive threats coming six months before they arrive and can respond strategically rather than reactively.

Case Study 2: The Shopify Store That Reversed Its Sales Slump

A small e-commerce business selling sustainable home goods was experiencing a decline in conversion rates despite stable traffic. The founder was convinced she needed a new website — an expensive solution. Before spending the money, she committed to two weeks of free competitive analysis.

Using the Meta Ad Library, she discovered that two competitors had recently launched ads emphasising next-day delivery and a prominent sustainability certification badge. These were features her store had always offered, but her homepage didn’t lead with them.

She also used Ubersuggest to discover that a competitor was ranking for the term “eco-friendly kitchen gifts UK” — a search term she wasn’t targeting at all despite selling exactly those products.

She made two changes: updated her homepage to lead with “Next-Day Delivery | Certified Sustainable” and published two blog posts targeting the keyword gap she’d identified. Total cost: zero. Time invested: approximately ten hours spread across two weeks.

Within eight weeks, her conversion rate recovered and her organic traffic from the new keyword had begun generating approximately 200 additional visits per month. She did not need a new website. She needed competitive intelligence, and she got it for free.

Step 8: Monitoring Competitor Pricing Strategies

Pricing intelligence is one of the most commercially valuable forms of competitive analysis, and it is almost entirely available for free.

Visit competitor websites regularly. Screenshot their pricing pages. If they sell on Amazon, monitor their listings — prices change dynamically and patterns are visible over time. If they are in retail, visit the stores. If they sell services, call them and ask for a quote. Yes, that is a thing you are allowed to do. It’s called market research and it happens every day.

Academic research published in the International Journal of Academic Research in Business and Social Sciences in 2023 confirms that pricing strategy is one of the primary levers of competitive advantage, with value-based pricing in particular serving as “a critical driver for achieving a sustainable competitive advantage” [5].

Understanding what your competitors charge — and more importantly, why they charge it — tells you where the market perceives value, where there may be room to price higher with better positioning, and where a price-based entry strategy could be effective.

Step 9: Leverage AI Tools for Competitive Research

We are now living in an era where powerful AI tools are available for free or near-free, and their application to competitive analysis is genuinely transformative.

ChatGPT (Free Tier): Ask it to summarise publicly available information about a competitor. Ask it to help you identify potential competitive threats in your industry. Ask it to generate a SWOT analysis framework for your market. It won’t have access to real-time data unless you use a version with browsing capability, but as an analytical thinking partner it is extraordinarily useful — and free.

Claude (Free Tier): Excellent for synthesising large amounts of publicly available text you’ve gathered and drawing analytical conclusions. Paste in a competitor’s entire “About” page, their recent press releases, and their LinkedIn description and ask for a competitive profile. You’ll get one in seconds.

Perplexity AI: This one actively searches the web and summarises current information with cited sources. For competitive research — recent news, new product launches, press mentions — this tool is remarkable and has a robust free tier.

The emerging field of competitive intelligence via language models is now being actively researched in academic circles. An arXiv paper from 2025, Language Models Guidance with Multi-Aspect-Cueing: A Case Study for Competitor Analysis, demonstrated that NLP-driven competitor analysis “consistently improves model performance, thereby enhancing analytical efficacy in competitor analysis” [7]. Translation: AI is getting genuinely good at this, and it’s available to you right now, for free.

Step 10: Network Intelligence — The Human Advantage

I want to talk about something that no software can replicate and that costs nothing: human intelligence gathered through relationships.

Attend industry events. Join free professional communities — LinkedIn groups, Slack communities, industry Discord servers. Talk to people. Ask questions. Listen.

People in industries talk. Former employees of your competitors know things. Suppliers who work with multiple businesses in your space know things. Customers who have tried multiple options in your market know things. This is all information that is freely available to anyone willing to have the conversations.

This is the competitive intelligence method I personally rely on most heavily as a trader. No algorithm tells me what I can learn from a 20-minute conversation with someone who worked at a firm I’m analysing. The human intelligence layer is both free and irreplaceable.

The Zero-Budget Competitive Analysis Framework: Your Complete Checklist

Let me bring this all together into a repeatable, actionable framework:

Weekly (30 minutes):

Check Google Alerts for competitor mentions
Scan competitor social media for new content and engagement patterns
Review any new competitor job listings

Monthly (3-4 hours):

Update your competitor intelligence spreadsheet
Run a fresh Ubersuggest/SimilarWeb check on top two or three competitors
Review 10-15 new competitor customer reviews
Check Meta Ad Library for new competitor advertising

Quarterly (Full Day):

Conduct a fresh Porter’s Five Forces analysis for your market
Run a full SWOT analysis on yourself versus top competitors
Review competitor pricing pages and document changes
Read through competitor job listings for strategic signals
Search the Wayback Machine for significant changes to competitor websites

That is a complete, rigorous, academic-quality competitive intelligence programme. The only thing it will cost you is time — and your competitors’ arrogance in assuming you can’t afford to watch them.

Case Study 3: The Freelance Copywriter Who Became the Most Referenced Writer in Her Niche

A freelance copywriter was struggling to differentiate herself in a crowded market. She had no budget for market research, no budget for advertising, and no budget for tools. What she had was a structured approach.

She spent one month doing the following:

Reading every comment on the LinkedIn posts of the five most successful copywriters in her niche
Mining the questions her target clients asked in B2B marketing Facebook groups
Analysing the keywords her most successful competitors were ranking for using Ubersuggest’s free tier
Reading every G2 and Capterra review for the software tools her target clients used daily

What she discovered was a consistent pattern: her target clients were confused about how to measure ROI on their content marketing. It was the most frequently asked, least well-answered question in every forum and comments section she read.

She wrote a comprehensive, free guide on exactly this topic, optimised for the organic keywords she’d identified, and published it on her website. Within three months, the guide had attracted backlinks from four industry publications. Her inbound enquiry rate tripled. She did not spend money. She spent time, structure, and intellectual curiosity.

Common Mistakes to Avoid in Zero-Budget Competitive Analysis

Since we’ve covered what to do, let’s talk about what to stop doing:

Mistake 1: Analysing competitors without a defined question

Competitive analysis without a clear strategic question is just procrastination with a professional veneer. Before you begin any analysis, define what decision you are trying to inform. Are you deciding on a pricing strategy? A new product feature? A content marketing approach? The question shapes the analysis.

Mistake 2: Focusing only on direct competitors

Remember the taxi company example. Your most dangerous competitor might not be selling what you sell — they might be offering an entirely different solution to the same customer problem. Expand your competitive lens.

Mistake 3: Collecting data but never acting on it

Analysis paralysis is a real and very expensive condition. The point of competitive intelligence is to inform decisions and prompt action. If your competitor intelligence spreadsheet grows ever more detailed while your strategy remains unchanged, you have built an elaborate hobby, not a competitive advantage.

Mistake 4: One-time analysis instead of an ongoing programme

Markets move. Competitors pivot. New entrants emerge. A competitive analysis conducted once and never revisited becomes dangerously misleading over time. Build the regular cadence I described above. Make it a habit.

The Mindset That Makes Zero-Budget Competitive Analysis Work

I want to end with something that doesn’t appear in academic journals but that I have observed to be absolutely true in practice: the quality of your competitive analysis is not constrained by your budget. It is constrained by your curiosity and your discipline.

The most insightful competitive analyses I have ever conducted involved no paid tools whatsoever. They involved sitting with a question, gathering freely available information systematically, and thinking hard about what it meant. The paid tools are accelerators. They are not the engine.

When I started out as a trader with nothing — and I mean genuinely nothing — I could not afford to make uninformed decisions. So I developed the habit of understanding my competitive environment before I moved. I watched. I read. I listened. I organised what I found. I looked for patterns. And then I acted.

That habit — built when I had no budget and absolutely no alternative — has served me more than any expensive subscription I’ve taken on since. The free approach builds the analytical muscle. It forces you to think rather than to outsource the thinking to a dashboard.

Here’s an analogy that will probably stick with you more than any academic framework I’ve cited: imagine you’re about to play chess against someone for real money. You have two options. Option A: you spend £500 on a coaching programme, a fancy board set, and a subscription to a chess analytics platform that tells you the statistical win rates of every opening move. Option B: you spend two weeks studying how your specific opponent plays — watching their games, identifying their patterns, noting their weaknesses. Option B wins almost every time. Not because Option A is useless, but because specific intelligence about your actual competitive environment beats generalised expensive tools applied without focus. That is the entire philosophy of zero-budget competitive analysis, condensed into one chess metaphor.

The other thing I’ll say — and I say this as someone who has made this mistake personally and expensively — is that the comfort of feeling like you’re doing analysis is not the same as actually doing analysis. I have spent entire afternoons building beautiful, colour-coded spreadsheets that contained almost no actual insight. The spreadsheet looked great. The strategy it was supposed to inform remained fuzzy. Busy is not the same as productive. Organised is not the same as intelligent. Make sure the work you’re doing is generating conclusions you can act on, not just data you can admire.

Your competitors have the same publicly available information you have. The difference is whether you do the work of turning that information into intelligence, and that intelligence into strategy.

Competitive analysis on a zero budget is not a consolation prize for people who can’t afford better. It is a discipline. It is a commitment to seeing clearly in a market that rewards the observant and punishes the oblivious. Practice it consistently, practice it rigorously, and the market will reveal itself to you in ways that no algorithm can replicate.

Now stop reading and go watch your competitors. They’ve been watching you this whole time — and one of them is currently reading your reviews and taking notes. Make sure when you do the same thing, you do it better, faster, and with more intelligence than they ever could. That is your competitive edge. And unlike everything else worth having in business, it is completely, gloriously free.

References

Kofi Acheampong et al. (2016). Competitor Analysis in Strategic Management. International Peer-reviewed Journal. [Read here]
Tomar, D. (2020). Porter’s Competitive Forces Model and SWOT Analysis to Payments. International Journal of Information Science, Vol. 10, No. 2, pp. 45–49. doi: 10.5923/j.ijis.20201002.01. [Read here]
Öneren, M., Arar, T., & Yurdakul, G. (2017). Developing Competitive Strategies Based on SWOT Analysis in Porter’s Five Forces Model by DANP. Journal of Business Research-Türk, 9(2), 511–528. [Read here]
García-Villaverde, P. M. et al. (2024). How to improve market performance through competitive strategy and innovation in entrepreneurial SMEs. International Entrepreneurship and Management Journal. Springer Nature. [Read here]
Abidin, F. Z., Jamaluddin, A., Tanggamani, V., Nadia, S. A., & Sapari, A. (2023). Pricing Strategies: Determining the Best Strategy to Create Competitive Advantage. International Journal of Academic Research in Business and Social Sciences, 13(6), 1623–1629. doi: 10.6007/IJARBSS/v13-i6/17593. [Read here]
Porter, M. E. (1979/2008). How Competitive Forces Shape Strategy. Harvard Business Review. Framework overview and academic application: [Read here]
Arslan, C. et al. (2025). Language Models Guidance with Multi-Aspect-Cueing: A Case Study for Competitor Analysis. arXiv preprint. [Read here]

Disclaimer: This article is for informational and educational purposes only and does not constitute financial or trading advice.