What 19 public startup decks put on specific slides, what the research report concludes from each, what stays open and the question to take into your own business.
Each record follows one deck's slide references through the research report: what the slide shows, what a public slide can establish, what the report concludes, what it does not establish, and a question and a test for your own business. Every statement is the report's own, labelled by what it is.
Search by company, by slide number or by a word such as revenue, pilots or churn, or narrow the records by the commercial question they raise. Each record links to its public deck source, its place in the report and its example in the Atlas.
Commercial question
Showing all 19 slide records.
Slides 2 and 6
Blurbiz
In the 113-deck analysisFunded-deck libraryYear as listed: 2016
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
A logo could reflect a customer, a design partner, a past employer, an integration or a prospect; without a legend, a reader cannot know.
Not shown: What it does not establish
The deck does not itself connect the logos to an identifiable billed amount.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
The gap is between showing that a relationship may exist and demonstrating its commercial value, and that gap is where an investor's first reasonable question sits.
Not shown: What it does not establish
Does not by itself state what they paid or identify the relationship.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
A graph without values can show direction while concealing magnitude.
Not shown: What it does not establish
Lacks the numerical scale needed to calculate what the movement represents.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
A missing figure shows what the public deck left out, not what the company lacked.
Not shown: What it does not establish
A redacted public deck does not show what investors may have seen privately.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
That additional ratio helps a reader ask how much economic benefit could accrue to the company.
That makes it more interpretable than transaction value alone.
Not shown: What it does not establish
A margin helps a reader ask how much value could reach the company, but it does not state what was earned.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Your test: What you could test in your own business
If you run a marketplace, four questions sit behind a transaction-volume headline: What was transacted? Over what period? What fees did the business retain? What costs were incurred to generate and serve those transactions?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
A signed contract is evidence of a commercial relationship, but total contract value is not automatically equivalent to cash collected or revenue earned in the period.
Not shown: What it does not establish
The report states no separate limit for this slide beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
The report gives no separate reading of this slide. What it leaves open follows.
Not shown: What it does not establish
The public slide as recorded did not resolve whether this was contracted, billed or prospective value.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
An annualised run rate can be a meaningful operating indicator, but the underlying time interval, actual recorded revenue and method of extrapolation need to be stated.
For an early business, the difference between one strong month and a recurring twelve-month pattern is substantial.
Not shown: What it does not establish
The report states no separate limit for this slide beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
A label can be technically plausible yet insufficient to establish how the commercial model works.
Not shown: What it does not establish
Without clearly demonstrating the amount the company kept from a service that generated savings for customers.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
What the record showsA retention mention. Retention, repeat use or lifetime value is referred to.
What that does not establishObserved retention. A measured retention or repeat rate. Lifetime-value estimates and mentions without a figure are not observed retention.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
That makes the commercial argument easier to examine: there is money, a recurring component and an indication of customer loss.
Not shown: What it does not establish
The report states no separate limit for this slide beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Do customers repeat the action?Are they coming back, renewing, expanding or buying again? If we are too early to measure that, what experiment would create the first observable repeat signal?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
The strength of the presentation is the connection between an economic outcome and the operational mechanism behind it, rather than a revenue headline floating on its own.
Not shown: What it does not establish
The report states no separate limit for this slide beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsA customer acquisition claim. A channel or route the deck names.
What that does not establishObserved acquisition. A concrete mechanism, measured sales cycle or tested conversion process that shows how the next sale would happen.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
That connects a proposed sales route to a time requirement.
Not shown: What it does not establish
The report states no separate limit for these slides beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
Can we describe how to reach the next buyer?What is the customer's trigger, where can we access them, what message earns a response and what is the next commercial action? Can we test this with a modest number of reachable buyers?
Your test: What you could test in your own business
A useful next-customer statement therefore has a testable shape: We believe people in this situation can be reached through this route, will respond to this proposition, and will take this observable commercial action.
The next experiment tests the weakest link in that sentence.
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsA customer acquisition claim. A channel or route the deck names.
What that does not establishObserved acquisition. A concrete mechanism, measured sales cycle or tested conversion process that shows how the next sale would happen.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
Drawing attention to a mechanism of distribution rather than a generic channel label.
Not shown: What it does not establish
The report states no separate limit for this slide beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
Can we describe how to reach the next buyer?What is the customer's trigger, where can we access them, what message earns a response and what is the next commercial action? Can we test this with a modest number of reachable buyers?
Your test: What you could test in your own business
A useful next-customer statement therefore has a testable shape: We believe people in this situation can be reached through this route, will respond to this proposition, and will take this observable commercial action.
The next experiment tests the weakest link in that sentence.
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
The deck demonstrates how a team can present expertise before presenting customer results, not that expertise removes the need for later market learning.
Not shown: What it does not establish
The report states no separate limit for these slides beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
Your test: What you could test in your own business
The lesson for any founder: use the strongest evidence that exists, and let customers, rather than somebody else's credibility or fundraising context, show that the demand is there.
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
Those are forms of pre-launch interest and partnership development, not a demonstration of already recurring customer revenue.
They help explain why early teams can reasonably present evidence appropriate to their stage.
Not shown: What it does not establish
The report states no separate limit for these slides beyond what it concludes above. Its definitions above still apply.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
Your test: What you could test in your own business
The lesson for any founder: use the strongest evidence that exists, and let customers, rather than somebody else's credibility or fundraising context, show that the demand is there.
Selected case: example onlySelected historical casesYear as listed: 2013
Source as recorded: Public angel presentation held in the Alexander Jarvis seed-deck collection; research register references slide 7
From the deck: What the slide shows
Seven bars, 2,200 users, approximately 120 orders a week, $12,450 of total sales across three months, and a cost of $1,500–$2,500 to win each bar.Slide 7 of the Flowtab deck: link to this claim
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
What the record showsA retention mention. Retention, repeat use or lifetime value is referred to.
What that does not establishObserved retention. A measured retention or repeat rate. Lifetime-value estimates and mentions without a figure are not observed retention.
What the record showsA customer acquisition claim. A channel or route the deck names.
What that does not establishObserved acquisition. A concrete mechanism, measured sales cycle or tested conversion process that shows how the next sale would happen.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
A large volume of activity may validate interest. It does not automatically settle the economics.
Not shown: What it does not establish
If “total sales” means drink sales going through the product rather than revenue retained by Flowtab, what amount did the company actually earn?
How many transactions repeated, and what did it cost to keep each venue active?
The slide does not provide enough information to conclude whether acquisition costs were recovered, whether the model could sustain itself or what happened later to the company.
Your question: The commercial question left open
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Do customers repeat the action?Are they coming back, renewing, expanding or buying again? If we are too early to measure that, what experiment would create the first observable repeat signal?
Can we describe how to reach the next buyer?What is the customer's trigger, where can we access them, what message earns a response and what is the next commercial action? Can we test this with a modest number of reachable buyers?
Your test: What you could test in your own business
The next useful commercial test for a business like this is to put acquisition cost, revenue retained by the company, the period and repeat behaviour in one view.
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
What the record showsA retention mention. Retention, repeat use or lifetime value is referred to.
What that does not establishObserved retention. A measured retention or repeat rate. Lifetime-value estimates and mentions without a figure are not observed retention.
What the record showsA customer acquisition claim. A channel or route the deck names.
What that does not establishObserved acquisition. A concrete mechanism, measured sales cycle or tested conversion process that shows how the next sale would happen.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
They leave useful questions open about customer lifetime, repeat purchasing, acquisition economics and how the company captured value.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Do customers repeat the action?Are they coming back, renewing, expanding or buying again? If we are too early to measure that, what experiment would create the first observable repeat signal?
Can we describe how to reach the next buyer?What is the customer's trigger, where can we access them, what message earns a response and what is the next commercial action? Can we test this with a modest number of reachable buyers?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
What the record showsRevenue. A figure the deck explicitly labels as the company's own revenue.
What that does not establishOther money figures. Transaction volume, contract or pilot value, gross profit, annualised or projected amounts and unlabelled figures are not silently counted as revenue.
What the record showsA retention mention. Retention, repeat use or lifetime value is referred to.
What that does not establishObserved retention. A measured retention or repeat rate. Lifetime-value estimates and mentions without a figure are not observed retention.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
Those two pieces of information can help a reader understand the possible economics of a property-management offer.
Not shown: What it does not establish
The next questions are whether every unit paid the stated fee, whether revenue was collected and whether retention was strong.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
What money did the company earn?If we use a financial figure, is it revenue recognised by our company, money passing through the platform, contract value, gross profit, forecast or an annualised run rate? What is the time period, currency and source?
Do customers repeat the action?Are they coming back, renewing, expanding or buying again? If we are too early to measure that, what experiment would create the first observable repeat signal?
Report definition: What a public slide establishes
What the record showsPublicly disclosed deck evidence. What the accessible public copy of a deck shows.
What that does not establishPrivately held evidence. Public decks may be shortened, updated, rewritten, redacted or different from what was shared privately. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
Figures as presented. Figures were transcribed from public slides and classified according to rules. They are presentation disclosures rather than company accounts.
The request and the spending plan serve different purposes. Neither should be silently substituted for the other.
Not shown: What it does not establish
The logos do not establish five separately confirmed binding commitments.
Your question: The commercial question left open
What customer action has actually occurred?Was there an interview, waitlist sign-up, pilot agreement, activation, repeat use, payment or renewal? Each action has a different meaning. Which one do we currently have?
An Atlas example becomes a slide record only when the report gives a slide for what its deck showed. Where it does not, the record would need a slide number the research never recorded, so the example stays in the Atlas only. Its source as recorded and the report's reading say why.
No slide recorded
mcSquares
In the 113-deck analysisFunded-deck libraryYear as listed: 2020
Source as recorded: library-redrawn summary; original source not established
From the deck: What the slide shows
A library-produced redrawn summary of mcSquares that places order value, acquisition cost, margin and lifetime value together.From a library summary, not the founders' deck
Interpretation: What the report concludes
Because we did not read the original founder presentation behind that summary, we treat it as an example of a presentation format rather than primary evidence of the company's financial performance.
Every statement in the records is quoted from GTM Right's research report, Your Seed Deck, with the report's own slide references and definitions. A record follows the slides the report cites. It does not describe the rest of the deck, and no deck image is reproduced.
The following are the source pages or source hosts carried in the research material. Slide references throughout refer to the publicly available deck as read by the research. These links point to the sources as recorded, and some pages may since have changed, been redrawn or stopped working.
Deck rights stay with their owners. The report cites deck pages and slide references and reproduces no deck images. A public URL is not permission to republish images or entire presentations.
What the Atlas cannot say
Public copies only. A missing revenue or retention figure is a statement about public disclosure, not proof that the company had no such information.
Not a judgement of any company. An example shows what one public deck disclosed and the question it raises. It is not a grade of the company, its team or its prospects.
No evidence level for any one deck. The report gives each group's evidence levels as counts and names no deck's level, so neither does the Atlas.
Patterns, not causes. The study cannot show that a deck, or the activity behind it, caused a company to raise money, to continue or to reach any later result.
Research method. AI-assisted methods were used to read and classify the publicly available presentations. The classifications were not independently second-coded. The research reports what published deck material disclosed, with source references and definitions provided.