Competitive Analysis for Startups: Research That Changes Decisions
By Saroj Jha · October 1, 2026 · 11 min read
Start with what customers would do if you didn’t exist, which is often a spreadsheet or doing nothing, not only the startups you can name. Then find where you clearly win, and say only that. The five steps below show how, with one example company, and end with the competition slide investors expect.
In three numbers
- 40–60% of deals lost to buyers who intended to buy but never acted, in a study of more than 2.5 million sales conversations[1]
- 81% of more than 16,000 business buyers were dissatisfied with the provider they chose, in Forrester’s 2024 survey[2]
- 67% of 646 B2B buyers said they prefer a rep-free experience, in a Gartner survey from 2025[3]
Too many competitive analyses are feature grids of the three best-known rivals, built once for a pitch deck and never opened again. They miss the biggest competitor, which is usually the status quo, and they rarely change a decision. The point of the research is to decide what to build, say and charge.
Researchers define competitive intelligence as “the process and forward-looking practices used in producing knowledge about the competitive environment to improve organizational performance”[4]. Competitive analysis is the part of that a startup can do itself, in a few hours a quarter. In my view, it is also the research founders find hardest to turn into an investor pitch, so this post ends with the competition slide.
Top: what each step covers. Bottom: Example Co.’s version Fictional
- 1 List every alternative Rivals, adjacent tools, workarounds and doing nothing Example Co.Five options, including tutor notes and doing nothing
- 2 Answer six questions Segment, promise, price, channels, praise and complaints, each with a source and a date Example Co.One row per option; two complaints stand out
- 3 Gather evidence legally Their own pages, job posts, reviews and your own deals Example Co.Pricing pages, three-star reviews and six recorded demo calls
- 4 Sort win, close and lose Then change what you build, say or charge Example Co.Wins at centers with 2 to 10 tutors; the message leads with the problem
- 5 Build the slide Every option, two or three buyer criteria, plain words Example Co.Six rows, three criteria, the research in the appendix
My method, not a study. Example Co., its competitors and its numbers are fictional.
Running case: Example Co. Fictional
Example Co. is a seed-stage EdTech startup with an AI reading coach for children in kindergarten to grade 3: children read aloud to it, it flags mistakes, and adults get a weekly progress report. It sells first to independent tutoring centers with 2 to 10 tutors. In this post it maps its competition for those centers, and its founders need a competition slide for their next investor pitch. Example Co., its competitors (Competitor A, B and C) and all its numbers are illustrative.
Step 1: List every alternative, not only the rivals you can name
Your competitors are every option a buyer weighs to solve the same problem. There are four kinds:
- Direct rivals: products that do roughly what you do, for the same buyer.
- Adjacent tools: broader products that cover your job as one feature among many.
- In-house workarounds: spreadsheets, scripts, an agency or an extra hire.
- Doing nothing: living with the problem for another quarter.
The last one wins more often than founders expect. Matthew Dixon and Ted McKenna analysed more than 2.5 million recorded sales conversations and found that 40% to 60% of deals are lost to buyers who say they intend to buy but never act[1]. They argue that many of these deals die of indecision, the buyer’s fear of getting it wrong, and not only of a preference for the old way. Either way, “no decision” is a competitor you have to plan for.
Michael Porter made the same point about strategy in general: managers “define competition too narrowly, as if it occurred only among today’s direct competitors”[5]. The jobs-to-be-done view adds that customers “hire” and “fire” products for a job, so a spreadsheet the customer already uses is a real competitor[6].
Large companies say the same in their own filings. ServiceNow’s 2012 IPO prospectus says: “We face competition from in-house solutions, large integrated systems vendors and smaller companies with point solutions including SaaS offerings”[7]. Slack’s 2019 registration statement named Microsoft as its primary competitor, then added: “We further compete against existing software, programs, and tools, such as email”[8].
Example Co., step 1 Fictional
The founders ask four center owners and two lost prospects what they use today. The list comes to five options: Competitor A, an AI reading-practice tool sold to schools and larger centers; Competitor B, the scheduling and billing suite many centers already pay for; Competitor C, a school reading assessment; tutor notes in a spreadsheet, with updates sent by email or text; and doing nothing, where parents hear “going well” at pickup. All fictional.
- 1 Direct rival
- 2 Adjacent tools
- 3 In-house workaround
- 4 Doing nothing
- The status quo, often the hardest to beat. In a study of more than 2.5 million recorded sales conversations, 40% to 60% of deals were lost to buyers who intended to buy but never acted[1].
Example Co.’s list from Step 1; the buyer, the competitors and their descriptions are fictional. The 40% to 60% range is from Dixon and McKenna (2022).
Do this
Ask your last five won and lost prospects, “What would you have done if we did not exist?” Add every answer to the list.
Step 2: Answer six questions about each alternative
For each one, answer six questions, and write down where each answer came from and when:
| What to find out | Why it matters | Where to look |
|---|---|---|
| Which segment it serves best | Tells you where it is strong and where it is stretched | Its customer stories, website language, job posts |
| Its core promise | The claim you must beat or avoid | Homepage, ads, sales decks it has published |
| Pricing and packaging | The price anchor buyers will compare you to | Pricing page, public quotes, review sites |
| Main channels | Where buyers meet it before they meet you | Search results, events it sponsors, content it publishes |
| What buyers praise | What you should not try to out-do | Reviews, your own lost-deal interviews |
| What buyers complain about | Where you may be clearly better | Reviews, forums, your won-deal interviews |
Complaints matter most. In Forrester’s State of Business Buying, 2024, a survey of more than 16,000 business buyers worldwide, 81% were dissatisfied with the provider they had chosen[2]. Your opening is usually in the gap between what a rival promises and what its customers experience.
Share of buyers or deals, in three studies
- 0% 50% 100%
- B2B purchases that stall during the buying process Forrester, survey of more than 16,000 business buyers, 2024[9]
- Buyers dissatisfied with the provider they chose Forrester, the same 2024 survey[2]
- B2B buyers who prefer a rep-free experience Gartner, 646 B2B buyers, August to September 2025[3]
- Deals lost to buyers who intended to buy but never acted Dixon and McKenna, 2.5 million+ recorded sales conversations[1]
A single figure A range the authors give
Show the numbers as a table| Finding | Share | Study |
|---|---|---|
| B2B purchases that stall during the buying process | 86% | Forrester, The State of Business Buying, 2024; more than 16,000 business buyers |
| Buyers dissatisfied with the provider they chose | 81% | Forrester, same survey |
| B2B buyers who prefer a rep-free experience | 67% | Gartner, 646 B2B buyers, August to September 2025 |
| Deals lost to buyers who intended to buy but never acted | 40% to 60% | Dixon and McKenna (2022), more than 2.5 million recorded sales conversations |
Forrester, The State of Business Buying, 2024 (press release, December 4, 2024); Gartner press release, March 9, 2026; Dixon and McKenna (2022), Harvard Business Review. Different studies asking different questions, so read each bar on its own. Bars drawn to scale out of 100%.
Example Co., step 2 Fictional
The team fills one row per alternative in the Competitor Research Grid. Two complaints stand out: Competitor A’s reports are written for teachers, not parents, and Competitor B’s progress notes are typed by hand. For the spreadsheet, the complaint is tutor time. For doing nothing, owners say families leave when they cannot see progress. All findings are fictional.
Do this
Fill the complaints column first. It is where your opening usually is.
Free template
Profile every alternative in one grid
The free Competitor Research Grid gives each alternative, including workarounds and doing nothing, one row with a source and a date on every entry, plus a change log and a sheet that turns into the investor slide.
Get the gridStep 3: Gather the evidence from free sources, legally
Most of what you need is public or already in your own conversations:
- Their own pages: pricing, product documentation, changelogs, integration listings.
- Job postings: what a competitor hires for shows where it is investing.
- Review sites and communities: I’d start with the three-star reviews, which in my experience name specific trade-offs.
- Your own deals: ask every won and lost prospect what else they considered and why they chose as they did. The Win-Loss Analyzer helps you code the answers.
- Buying the product: sign up under your own name and company, and read the terms of service first, because some forbid it. Salesforce’s, for example, bars customers from using its service to “build a competitive product or service” or to “copy any ideas, features, functions or graphics of the Service”[10].
Stay on the right side of the line. US trade-secret law counts theft, bribery, misrepresentation, breaking or inducing someone to break a duty to keep a secret, and espionage as improper means; reverse engineering, independent derivation and other lawful means are not[11]. In practice: never pose as a customer, a job candidate or a researcher to hide who you work for, and never ask a competitor’s current or former employees, or its customers, for confidential material.
Buyers do much of this research themselves. In a Gartner survey of 646 B2B buyers in August and September 2025, published in March 2026, 67% said they prefer a rep-free experience[3]. The public signals you study are the same ones they compare.
Example Co., step 3 Fictional
In one afternoon the founder reads the three competitors’ pricing pages and product documentation, sorts their three-star reviews, and replays six recent demo calls, recorded with the centers’ consent, for what else each center considered. The founder does not sign up for any trial whose terms forbid use by competitors. Fictional.
Do this
Put a source and a date next to every entry. An undated entry is a rumour.
Step 4: Sort where you win, lose or it is close, then decide
For each alternative, sort buying situations into three groups: where you clearly win, where you clearly lose, and where it is close. Then build your positioning on the “clearly win” situations and stop spending effort on the “clearly lose” ones.
April Dunford’s method starts in the same place: the competitive alternatives a buyer would use, then the capabilities only you have, then the value those create, then the buyers who care most about that value, and only then the market category, in the updated and expanded edition of Obviously Awesome (2026)[12]. The description of her book Sales Pitch (2023) promises to show how “do nothing” is “the most fearsome competitor you have”[13]. My positioning guide turns this into a statement you can use.
Research is only useful if it changes a decision. John Horn worked for nine years on competitive strategy and war-gaming workshops at McKinsey before writing Inside the Competitor’s Mindset (2023)[14], and he says the point of competitive insight is “to get a better understanding of what might happen in the future”, not to explain the past[15]. Three decisions it should change:
- Pricing. Buyers anchor on the alternative. Against a rival, price against its package, not its list price alone. Against a workaround or doing nothing, price against the cost of the problem: the hours, errors or lost revenue it causes today. The Pricing Page Teardown template helps you compare packages side by side.
- Messaging. Answer two questions in order: why change at all, which beats the status quo, and why us, which beats the rivals. Most startup messaging answers only the second, which leaves the biggest competitor unaddressed.
- Naming competitors. The FTC encourages comparative advertising that names competitors, as long as it is truthful and not deceptive, with clear wording and, where needed, a disclosure; comparative claims need the same proof as any other claim[16]. Federal trademark law counts advertising that lets buyers compare products as a fair use of a rival’s mark against dilution claims, but a rival can still sue over an ad that misrepresents its product or suggests it endorses you[17]. So the question is mostly strategic: naming a larger rival can make you look small or send buyers to it. Compare openly on sales calls and comparison pages; lead your main message with the problem instead.
What US rules allow
- Name the rival in plain words, so buyers know who you mean
- Compare things buyers can measure, such as price or features
- Hold every comparative claim to the same proof as any other claim
- Add a disclosure where a claim could mislead, such as which plan you compared
What gets companies into trouble
- Misstating a rival’s product, price or features: the rival can sue
- Suggesting the rival endorses, sponsors or partners with you
- Disparaging claims you cannot show are true
- Leaving a comparison up after the rival changes its price or product
Where these come from. The FTC’s Statement of Policy Regarding Comparative Advertising (1979)[16] and the Lanham Act, 15 U.S.C. §1125[17]. The last item under “What gets companies into trouble” is my practice, not a rule.
General information about US rules, not legal advice; rules in other countries differ, so check them before you run a comparison there.
Example Co., step 4 Fictional
Example Co. clearly wins at centers with 2 to 10 tutors and K–3 readers whose owners have lost families over unclear progress. It clearly loses at large chains that want one suite for everything, and at centers required to use school assessments. It is close at one-tutor centers, where the tutor already talks to every family, so the team tests those in demos before deciding. So the message leads with the problem, “Show every parent their child’s reading progress every week, without extra tutor time”, and the price of $200 a month is set against the cost of losing a family, not against Competitor B. The team also sees that Competitor B could be a partner: centers already pay for scheduling tools like it, so sending reports through those tools is a channel, not only a fight. All fictional.
Example Co.’s buying situations at tutoring centers, sorted Fictional
Clearly win
- Centers with 2 to 10 tutors and K–3 readers
- Owners who have lost families over unclear progress
Action Lead the message and the price here
Close
- One-tutor centers, where the tutor already talks to every family
Action Test in demos; decide later
Clearly lose
- Large chains that want one suite for everything
- Centers required to use school assessments
Action Stop spending effort here
What the win column changes
- Message “Show every parent their child’s reading progress every week, without extra tutor time”
- Price $200 a month, set against the cost of losing a family, not against Competitor B
- Channel Reports sent through the scheduling tools centers already pay for
Example Co.’s sorting from Step 4; all fictional.
Do this
Before you file the research, write down the one decision it changes: what you build, say or charge.
Step 5: Turn the analysis into the competition slide investors expect
Investors will ask who else solves this problem, and the slide should answer with the alternatives your buyers actually consider, compared on what those buyers care about. My post on the market and competition slides covers what investors look for. Here is how the research above becomes the slide:
- Rows: every real alternative. Direct competitors, indirect ones, the spreadsheet or manual process, building in-house, and doing nothing. The US Small Business Administration’s guide lists, among the things to assess, “indirect or secondary competitors who may impact your success”[18].
- Columns: two or three buyer criteria. Take them from your interviews and the complaints column, not from features only you have.
- Cells: plain words, not ticks. Be honest where others are stronger. A slide where you win every row is hard to believe.
- One line on why you will keep winning. Data, distribution, switching costs, a network effect or focus on a segment others ignore.
- The research in the appendix. Put the grid, with sources and dates, in the appendix or data room so an investor can check it.
Never write “no competitors”. Every buyer solves the problem somehow today, even if by doing nothing, and an investor will think of an alternative within seconds.
What Zoom’s filings show
SEC rules ask companies to describe their competitive conditions, where material, when they go public and in every annual report[19], and Zoom’s filings show the shape of a good competition slide. They show what Zoom said, not how it made its choices internally.
In its 2019 IPO prospectus, Zoom grouped its competitors by type rather than listing logos. It said the market for “communication and collaboration technologies platforms is competitive and rapidly changing”, and that certain features of its platform competed with products offered by “legacy web-based meeting providers, including Webex and Skype for Business”, “bundled productivity solutions providers with basic video functionality, including Google” and “point solutions providers, including LogMeIn”[20]. It was also candid about where rivals were ahead: many of them “benefit from competitive advantages over us, such as greater name recognition, longer operating histories, more varied products and services, larger marketing budgets”, among others.
Its first annual report after the IPO named the factors it competes on: “We believe we compete favorably based on the following competitive factors”, namely a “video-first platform”, “cloud-native architecture”, “functionality and scalability”, “ease of use and reliability”, the “ability to utilize existing infrastructure, such as legacy conference room hardware” and “low total cost of ownership”[21].
Six years on, both lists had moved. In its annual report for fiscal 2026, Zoom opens the factors with an “open, AI-first work platform” in place of the “video-first platform”, adds “brand awareness and preference”, and names new kinds of rival: contact-center providers such as Five9 and Genesys, and consumer platforms such as Amazon, Apple and Facebook[22].
Who Zoom said it competes with Types of rival, with the examples each filing named
- Type of rival IPO prospectus, 2019 Annual report, fiscal 2026
- Legacy web meetings Webex, Skype for Business Cisco Webex, GoTo
- Productivity suites with video Google Microsoft 365 (with Teams), Google Workspace (with Meet)
- Point solutions LogMeIn Not named
- UCaaS and legacy meeting providersAdded after 2019 Not named Avaya, RingCentral, 8x8
- Contact centerAdded after 2019 Not named Five9, Genesys, NICE inContact
- Consumer platformsAdded after 2019 Not named Amazon, Apple, Facebook
The factors it said it competes on Annual reports for fiscal 2020 and fiscal 2026, in their own order
- Fiscal 2020 Fiscal 2026
- Changed video-first platform open, AI-first work platform
- Same cloud-native architecture cloud-native architecture
- Same functionality and scalability functionality and scalability
- Same ease of use and reliability ease of use and reliability
- New Not listed brand awareness and preference
- Same ability to utilize existing infrastructure, such as legacy conference room hardware ability to utilize existing infrastructure, such as legacy conference room hardware
- Same low total cost of ownership low total cost of ownership
Show the numbers as a tableWhere it said rivals were ahead, 2019
“many of our actual and potential competitors benefit from competitive advantages over us, such as greater name recognition, longer operating histories, more varied products and services, larger marketing budgets …”
| Factor, fiscal 2020 | Factor, fiscal 2026 | Change |
|---|---|---|
| video-first platform | open, AI-first work platform | Changed |
| cloud-native architecture | cloud-native architecture | Same |
| functionality and scalability | functionality and scalability | Same |
| ease of use and reliability | ease of use and reliability | Same |
| Not listed | brand awareness and preference | New |
| ability to utilize existing infrastructure, such as legacy conference room hardware | ability to utilize existing infrastructure, such as legacy conference room hardware | Same |
| low total cost of ownership | low total cost of ownership | Same |
| Rivals named, fiscal 2020: Cisco Webex, LogMeIn GoToMeeting, Microsoft Teams, Google G Suite, Avaya, RingCentral, 8x8 | Rivals named, fiscal 2026: Cisco Webex, GoTo, Microsoft 365 (with Teams), Google Workspace (with Meet), Avaya, RingCentral, 8x8, Five9, Genesys, NICE inContact, Amazon, Apple, Facebook | Contact-center and consumer platforms added |
Zoom Video Communications, Form S-1, March 22, 2019 (risk factors); Form 10-K for the fiscal year ended January 31, 2020, filed March 20, 2020; Zoom Communications, Form 10-K for the fiscal year ended January 31, 2026. Wording from the filings, shortened; the quote is verbatim up to the ellipsis. What the filings say, not how Zoom decided.
That is the competition slide in miniature: alternatives grouped by kind, a short list of factors buyers weigh, and an honest line on where others are stronger. The fiscal 2026 changes show why yours needs updating as your market moves.
Example Co., step 5 Fictional
The slide has six rows: doing nothing, tutor notes and spreadsheets, Competitors A, B and C, and Example Co. The three columns come from the owner interviews: do parents see progress every week, how much extra tutor time does it take, and does it fit a small center’s budget and tools. Competitor B wins the third column for centers that already pay for it, and the slide says so. The research grid goes in the appendix. All fictional.
What tutoring centers use today to show reading progress
- Option Parents see progress every week? Extra tutor time Fits a small center’s budget and tools?
- Doing nothing No: “going well” at pickup None Free, but families may leave
- Tutor notes and spreadsheets Sometimes, by email or text High: notes for every child Free, but costs tutor time
- Competitor A Reports written for teachers, not parents Low: children use it on their own Sold to schools and larger centers
- Competitor B Only if tutors type notes Medium: notes typed by hand Yes: centers already pay for it
- Competitor C Assessment scores, not weekly reports Time to run each assessment Built for schools
- Example Co. Yes, every week, automatically Low: the coach listens to each child $200 a month, on top of current tools
Where others are stronger. Competitor B is already paid for and runs scheduling and billing; Competitor C is the assessment schools use.
Why Example Co. keeps winning. Built for small centers, with reports sent through the tools they already use.
Appendix: the research grid, with a source and a date for every entry.
Example Co.’s draft slide from Step 5; competitors and values are fictional. No ticks or crosses, by design.
Do this
Draft the slide from your grid, then ask someone who was not in the research to find a row where you lose. If they cannot, the slide is not honest yet.
How often should I update it, and who owns it?
Give it one owner, the founder at first, and two rhythms:
- A light quarterly review: pricing, positioning and new entrants.
- Event-triggered updates: when a rival changes pricing, launches something relevant, or appears in several lost deals in a row.
Keep a dated change log, so you can see how a competitor moves over time rather than only where it stands today. The Competitor Research Grid template includes one. Update the competition slide from it before each fundraising round.
What changes by stage?
- Pre-seed — Focus on the workarounds and doing nothing. Your first customers are mostly choosing between you and the status quo, and your competition slide should show what they used before you.
- Seed — Add the two or three rivals that appear in your deals. Build the grid, start logging why you win and lose, and put that win-loss evidence on the slide.
- Series A–B — Formalise it: one owner, the quarterly review, battlecards for sales, a comparison page for each rival buyers ask about, and win rates by competitor on the slide.
What mistakes should I avoid?
- Copying features. A rival’s roadmap reflects its customers, not yours.
- Ignoring doing nothing, a common way to lose.
- Researching only the loudest rival instead of the ones in your deals.
- Attacking by name in your main message.
- Building it once and never updating it.
- Writing “no competitors” on the slide. Every buyer uses something today.
- A slide you win on every row. It reads as marketing, not analysis.
Related on AAJ
Articles
- The Market and Competition Slides in Your Investor PitchBuild the slide from Step 5 in more depth, with what investors check.11 min read
- Startup Positioning: How to Become the Obvious Choice (Not a Nice-to-Have)Turn the clearly-win column into a position.12 min read
- Value Proposition and Messaging Framework: Turn Your Positioning Into One StoryWrite the message that answers why change and why you, from Step 4.9 min read
- Category Design for Startups: Create a New Category or Win an Existing One?Decide which category buyers file you under before you map the alternatives in it.12 min read
Playbooks
- Win-Loss Analysis Playbook: Why You Win and Lose DealsRun the won and lost interviews behind Steps 1 to 4.
- Market Research Playbook: How Founders Research a MarketPlan the wider research the competitor grid sits inside.
- Customer Segmentation Playbook: Find the Market to Win FirstDefine the segment where you clearly win.
Templates and tools
- Competitor Research GridProfile every alternative with a source and date, and keep the change log.Free template
- Win-Loss AnalyzerCode why you actually win and lose.Free tool
- Pricing Page TeardownCompare competitors’ packages and log price tests.Free template
- Battlecard BuilderTurn the research into one-page cards for sales calls.Free tool
- Positioning Statement GeneratorTurn the clearly-win situations into a positioning statement.Free tool
References
The superscript numbers in the article match this list.
Filings, laws and web pages were checked on October 14, 2026. The notes on US law are general information, not legal advice.
- Dixon, M. and McKenna, T. (2022). “Stop Losing Sales to Customer Indecision.” Harvard Business Review, June 24, 2022. A study of more than 2.5 million recorded sales conversations, spanning transactional and complex sales. hbr.org
- Forrester (2024). “The State Of Business Buying: Companies Still Struggle To Meet Buyer Expectations.” Blog post on The State Of Business Buying, 2024; a survey of more than 16,000 global business buyers. forrester.com
- Gartner (2026). “Gartner Sales Survey Finds 67% of B2B Buyers Prefer a Rep-Free Experience.” Press release, March 9, 2026; survey of 646 B2B buyers, August to September 2025. gartner.com
- Madureira, L., Popovič, A. and Castelli, M. (2021). “Competitive intelligence: A unified view and modular definition.” Technological Forecasting and Social Change, 173, 121086. doi:10.1016/j.techfore.2021.121086
- Porter, M. E. (2008). “The Five Competitive Forces That Shape Strategy.” Harvard Business Review. hbr.org
- Christensen, C. M., Hall, T., Dillon, K. and Duncan, D. S. (2016). “Know Your Customers’ ‘Jobs to Be Done’.” Harvard Business Review. hbr.org
- ServiceNow, Inc. (2012). Prospectus (Form 424B4), dated June 28, 2012. US Securities and Exchange Commission. sec.gov
- Slack Technologies, Inc. (2019). Registration statement on Form S-1, filed April 26, 2019. sec.gov
- Forrester (2024). “To Master B2B Buying Mayhem, Providers Must Prioritize Buyers’ Needs.” Press release, December 4, 2024: 86% of B2B purchases stall during the buying process and 81% of buyers express dissatisfaction with their chosen providers. forrester.com
- Salesforce. Main Services Agreement, section 3.4(k), last updated October 16, 2023. salesforce.com
- 18 U.S.C. §1839, Definitions (chapter 90, Protection of trade secrets), paragraph (6), “improper means”. United States Code, 2023 edition, GovInfo. govinfo.gov
- Dunford, A. (2026). Obviously Awesome: How to Nail Product Positioning so Customers Get It, Buy It, Love It, updated and expanded edition. Author’s book page. aprildunford.com
- Dunford, A. (2023). Sales Pitch: How to Craft a Story to Stand Out and Win. Ambient Press, October 2023. The quotation is from the book’s description as listed by Porchlight Book Company. porchlightbooks.com
- Horn, J. (2023). Inside the Competitor’s Mindset: How to Predict Their Next Move and Position Yourself for Success. The MIT Press, April 11, 2023. ISBN 9780262047883. The author’s nine years at McKinsey are from the publisher’s author note. mitpressbookstore.mit.edu
- Young Miller, J. (2023). “From Professor John Horn: A book to help business leaders think like their competitors.” Olin Business School, Washington University in St. Louis, January 23, 2023. Interview with the author. olin.washu.edu
- Federal Trade Commission (1979). Statement of Policy Regarding Comparative Advertising, August 13, 1979; codified at 16 CFR §14.15. ftc.gov
- 15 U.S.C. §1125 (Lanham Act §43), False designations of origin, false descriptions, and dilution: subsection (a)(1) on false or misleading representations, including false association and misrepresenting another’s goods in advertising, and (c)(3)(A) on fair use in advertising that permits consumers to compare. United States Code, 2024 edition, GovInfo. govinfo.gov
- US Small Business Administration. “Plan your business”, section “Market research and competitive analysis”. sba.gov
- US Securities and Exchange Commission (2020). Modernization of Regulation S-K Items 101, 103, and 105. Release No. 33-10825, effective November 9, 2020; Item 101(c) keeps competitive conditions among the topics to describe where material. sec.gov
- Zoom Video Communications, Inc. (2019). Registration statement on Form S-1, filed March 22, 2019 (IPO prospectus); competition is described under the risk factors. sec.gov
- Zoom Video Communications, Inc. (2020). Annual report on Form 10-K for the fiscal year ended January 31, 2020, filed March 20, 2020. sec.gov
- Zoom Communications, Inc. (2026). Annual report on Form 10-K for the fiscal year ended January 31, 2026. sec.gov
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