How to write a founder note about an emerging data opportunity: a nine-part memo with a verb for every grade of evidence, a paragraph against your own thesis and one reply as the only ask

Short answer

Write it as a dated, one-page memo that a skeptical founder could check line by line. State the thesis in one sentence and label it as your view, back it with no more than two primary sources, give the strongest evidence against it a paragraph of its own, turn it into one question a CEO can answer about their own records, and send it only to the few founders whose companies pass the published fit facts. Match every verb to its evidence: published analysis "estimates", a company announcement "says", your view is "we think", and gaps are named as gaps.

Visual briefFull-size diagram
A one-page memo outline with nine parts, each tagged by the kind of evidence behind it, beside a verb ladder that runs from published analysis (estimates) through company announcement (says), the fund's view (we think) and gaps (we do not know), with rumor struck out.
Illustrative template. The nine parts and the verb ladder are this page's editorial method, not a published standard.

A founder note is not a newsletter item. It reaches a handful of CEOs, it puts the fund's credibility behind every line, and it can be forwarded to people you never meant to address. The bar is therefore higher than for a market update: a founder should be able to verify each claim, see where the fund is guessing and say no at no cost to the relationship.

From category thesis to a question one CEO can answer

Category theses describe markets; founders run companies. The note's first job is translation. "Model developers will need more real records of how businesses operate" is a claim about an industry. The version a CEO can answer concerns their own archive: has the company kept, for several years, records it created itself of how work gets done, such as tickets, project histories, QA notes or dispatch exceptions, and do those records belong to the company rather than to its customers?

The same question decides who receives the note. Funding status plays no part in whether a company can be introduced. A company needs 50 or more full-time employees at peak, documented operating history, the rights to license and a CEO who wants the conversation; the CEO is also the person who authorizes any licensing discussion. A celebrated seed-stage company may fail all four tests, while a twelve-year-old portfolio company nobody mentions at the annual meeting may pass them. For the step from thesis to a named list of companies, the six-box activation canvas is the companion to this page; this page covers the document you send once the list exists.

The evidence-bounded founder memo

The memo has nine parts and fits on one page. Its limits are what make it credible.

PartWhat it saysLimit
1. Date and shelf lifeWhen it was written and when it will be rechecked90 days, then reread criteria and sources
2. ThesisOne sentence, labeled as the fund's viewNo market-size figure
3. Evidence forThe strongest primary sources, each datedTwo at most
4. Evidence againstThe best case that the thesis is wrongA full paragraph, never a footnote
5. Your company's questionThe thesis as a question about the CEO's own recordsOne question
6. What we do not knowDemand for any company's records, rights, terms, outcomeNamed plainly, not hedged away
7. Our interestThat the fund may receive a referral reward from SourceXKept apart from anything about investing
8. The askA reply for a short call, with no filesOne action; silence means no
9. What would change our mindThe replies or sources that would end the thesisWritten before sending

Each sentence then gets the strongest verb its evidence supports, and no stronger.

Evidence behind the sentenceVerb it allowsNever upgrade it to
Published analysis with a stated method"estimates", "finds""proves", "will"
Company announcement"says", "plans", "announced""is buying", "pays"
Program fact from the published termsA plain statement, with the sourceYour reading of what the terms intend
The fund's own inference"we think", "our working view""the market is"
Nothing either way"we do not know"Silence
Private conversation or rumorLeave it outAnything at all

micro1's announcement from October 2026 shows why the ladder matters. The company says it plans to spend $1 billion over the next 12 months acquiring and licensing enterprise operational data, with the stated aim of widening the industries and workflows in its reinforcement learning environments. A note may report that plan, with its date and its source. It may not say the money is being spent, that any portfolio company's records will be bought or that prices are rising, because the announcement shows none of those things.

Method note. The nine parts and the verb ladder are our editorial standard. They were built from SourceX's published program terms and screening profile (both checked 2026-10-26) and the sources cited on this page. They have not been tested on founders, and no reply rates for notes like this have been published; the five-founder test below is how a fund produces its own.

One memo, filled in (Illustrative)

Illustrative. An invented fund writing to five screened portfolio CEOs. The right-hand column shows the grade a reader would see if the evidence tags were printed.

PartMemo line (Illustrative)Evidence tag
1Written 26 October 2026; we will recheck it by 24 January 2027.Shelf life
2We think the records of how established companies do their work may become licensable for some of you.Our view
3Epoch AI's 2024 analysis estimates the stock of public human-generated text at about 300 trillion tokens and puts its full use by training runs between 2026 and 2032, at 80% confidence.Published analysis, 2024
3micro1 says it plans to spend $1 billion over 12 months on enterprise data (announced October 2026); that is a plan, not a record of purchases.Company announcement
4Against us: a 2023 paper reports a 1.3-billion-parameter code model, trained partly on textbooks and exercises written by GPT-3.5, scoring 50.6% on HumanEval, and Epoch's own estimate has moved later before.Published research, against
5Has your company kept several years of its own tickets, project histories or QA notes, and are they yours rather than your customers'?Program fact as a question
6We do not know whether any program needs your records, what they would be worth or whether a license would follow; SourceX decides that in its review.Unknown
7If we introduce you and your company licenses data, our fund could receive a referral reward from SourceX, paid separately and never taken out of your payout.Disclosure
8Reply "yes" if you want a 20-minute call. Send no files. No reply means no, and we will not raise this again this year.The ask
9If three of you tell us your records mostly belong to customers, we will stop sending this note.Test that ends it

Notice what line 3 leaves out: it never says data is running out. Epoch's 2024 page explains that its estimate moved later than its earlier work had suggested, mainly because carefully filtered web data and repeated training passes enlarge the usable stock. A dated range from a group that has already revised itself belongs in the note as a range, with its date, and next to line 4.

Relationship and ownership evidence the note cannot replace

A well-graded note still fails if it reaches the wrong person or leans on information the fund should not use. Settle these facts for each recipient before anything is sent.

EvidenceWhere it should come fromCan the note use it?
The operating entity that holds the recordsThe CEO, or the company's own filingsYes, by name
The current CEO, who authorizesThe relationship ownerYes; the note is addressed to the CEO
Headcount at peak and years of recordsA conversation with the CEO or relationship ownerOnly as a question, never as an assertion
System names, volumes or record details from board packsBoard materials and information rightsNo; that knowledge usually stays confidential
Who owns the relationshipYour own teamInternal only: that person sends or approves the note
Whether the records belong to customersThe CEO first, then SourceX's rights reviewOnly as a question

Location is a published fact, not a judgment call. Companies in the U.S., Canada and the EU qualify, as do companies in the UK, Australia, New Zealand, India, Singapore, South Africa, Latin America, the UAE and Saudi Arabia when at least 70% of the data is in English. What stays unknown until SourceX reviews a company: whether its records match a current program, whether customer contracts limit reuse and what a license would cover. Material that belongs to the company's clients, scraped data and any introduction the CEO has not been told about are usually not a fit, which is why line 5 asks about ownership before anything else. The founder explainer covers the conversation that follows a yes.

A five-founder test, and the replies that would change the thesis

Send the note to five CEOs whose companies pass every fit fact you can confirm, not to the portfolio mailing list. Allow 14 days, then count.

Count after 14 daysWhat it tells youWhat it changes
Yes repliesWhether the question landsZero from five: stop sending the note, then rewrite or drop the thesis
"Our records belong to customers"Whether the rights premise holds in this portfolioThree or more: the thesis is wrong for this fund
"Someone already raised this with us"Whether others reached the company first, SourceX includedRecord it; a company with earlier contact with SourceX is not new for attribution
Questions about money or timingWhether parts 6 and 7 were clearRewrite those parts before any resend
SilenceA noDo not chase; line 8 promised not to
Verified applications within 90 daysWhether interest turned into actionReport the count against its denominator of five

The thesis can also change in the other direction. A primary source that revises the evidence for, a change in the published criteria, or a founder who describes records the note never anticipated each call for a rewritten, re-dated note. Whoever submits an introduction must first have signed the SourceX Channel Partner Agreement, and credit for a company goes to a single partner, the one whose valid introduction came first inside the 90-day window, and only once that company submits a verified application. For a larger, pre-registered version of this test, see the ten-introduction experiment; to keep a resent note from carrying stale criteria, use the versioned distribution process. A fund that later mentions the test to its LPs should report it as a method with its counts and no overstated results; value creation for emerging managers covers that kind of reporting.

What could make the note wrong

  • Real records may not stay scarce. The phi-1 paper reports that, for code at least, model-written textbooks and exercises carried a small model to 50.6% on HumanEval. If that approach extends to business workflows, demand for licensed operating records could narrow.
  • Forecasts get revised. Epoch's range has already moved later once. A note that states a window as fact ages badly; date every range.
  • One buyer's plan is not a market. A single company announcement says nothing about prices, timing or which records any program wants.
  • Rights fail quietly. SourceX's screening guidance treats material belonging to a company's clients as usually not a fit, and many software companies hold their most visible data inside customer accounts.
  • Programs change. SourceX applies each program's own criteria, so a company that fits today may not next quarter, and the reverse.
  • Founder attention is finite. Each note spends part of the relationship, and no published data shows how founders respond to notes like this. The founder fatigue audit weighs what else they are being asked.

Next step

Refer a company. No cap on rewards. Default reward on a company's first qualifying transaction: the greater of $50,000 plus 5% and 15% of Actual Supplier Payout, with no cap; further qualifying transactions first agreed within 12 months of the first Closing pay 15%. Eligibility and payment conditions apply, including the USD 100,000 Minimum Transaction, and a signed Schedule A or addendum can differ. A lead, meeting or signature alone does not trigger payment.

When a screened CEO replies yes to your note, register for a partner link, hold the company up once more against who qualifies and reread the program terms your note relied on before you write the introduction. The portfolio side of the program is set out for venture platform teams, and more decisions sit in the guides hub.

Writing a founder note is referral work; judging whether SourceX itself merits an investment is a separate exercise, and a fund that wants to make that judgment can request investor materials via the SourceX investor overview.

This article is for information only and is not an offer to sell or a solicitation of an offer to buy securities. Any offering by SourceX is made only to verified accredited investors through its offering documents.

  1. Step 1Share your linkSend your personal link to a company you know.
  2. Step 2Company appliesThe company applies itself at /apply.
  3. Step 3Company signs and is paidThe company signs, delivers its data and is paid by SourceX under its agreement.
  4. Step 4You get your rewardthe greater of $50,000 plus 5% and 15% of the actual supplier payout, with no cap. A reward becomes payable after SourceX has paid the referred company under its signed agreement and the payout conditions in the program terms are met, including finance approval and your tax and payment details.

Common questions

Should a founder note on data licensing go to the whole portfolio?

No. Send it only to CEOs whose companies pass every published fit fact you can confirm, usually a handful. A portfolio-wide send implies a fit nobody has checked and spends attention with founders who cannot use it.

May the note say what a company could earn from licensing its records?

No. Payouts depend on SourceX's review, the records and a signed agreement, and none is published as typical. The note can say the fund may receive a referral reward from SourceX under published terms, paid separately and never deducted from the company's payout.

How long does a founder note stay accurate?

Give it a recheck date about 90 days out. Before resending, reread the published criteria and terms, confirm each cited source has not been revised, and put a new date on the note.

Sources

  1. refer.sourcex.si/who-qualifies
  2. refer.sourcex.si/terms
  3. epoch.ai/publications/will-we-run-out-of-data-limits-…
  4. arxiv.org/abs/2306.11644
  5. micro1.ai/blog/micro1-commits-1b-to-enterprise-data-ac…
  6. sourcex.si/investors

Free resources

Know a company with valuable proprietary data?

Become a referral partner, get your link and introduce the company’s CEO (in an owner-run company, usually the owner). Referral partners can join from most countries. We can't work with partners in countries or regions under U.S. sanctions or on U.S. restricted-party lists. The companies you introduce should be based in the U.S., Canada and the EU, or in the UK, Australia, New Zealand, India, Singapore, South Africa, Latin America, the UAE and Saudi Arabia with at least 70% of their data in English.

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