Evaluate three things separately: the AI company, the exact security you would own, and the fund or intermediary through which you would invest. Request documents that support the company’s financial and product claims, trace the security’s rights and transfer limits, and model fees, dilution and downside before deciding whether you can afford an investment that may be difficult to sell.
Start by separating the company, the security and the investment route
A compelling AI product does not by itself establish that a particular share price is fair, that a seller can legally transfer the shares, or that a fund is well run. Treat each as a separate diligence question. The SEC’s investor materials describe U.S. securities rules and risks; they are not individualized legal, tax or investment advice.
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- The company: Is the business financially and commercially credible, and do its product claims hold up to evidence?
- The security: What legal interest are you acquiring, what rights attach to it, and what conditions limit its transfer?
- The route: If a fund, special-purpose vehicle (SPV), broker or other intermediary is involved, what are its terms, costs, conflicts and obligations?
Private offerings may disclose less than registered offerings, leaving investors to obtain information independently and making it harder to assess whether the asking price is fair. The SEC’s Investor Bulletin on private placements also warns that such investments may be difficult to resell and could require an indefinite holding period.
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Identify exactly what you would own
Do not rely on labels such as “pre-IPO shares” or “access to the company.” Establish the issuer and the legal owner of record, then read the documents that define your interest. Private-company securities can include stock, membership interests, options, restricted stock, convertible instruments and debt; the applicable subscription, operating, shareholder and transfer documents determine the actual rights. The SEC outlines these forms in its guide to private companies and the SEC.
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Ask whether the offer is for direct company securities, an interest in an SPV or fund, a note or other debt, or a contractual right to economic returns. Clarify whether you own company securities directly or instead have a claim against a vehicle or intermediary. Request written terms covering:
- Voting, information and inspection rights, if any.
- Liquidation preference, seniority and where the security sits in the company’s capital structure.
- Exposure to dilution from outstanding or future options, warrants, convertibles and new financing.
- Transfer restrictions, required approvals and any lockup or resale limitations.
If the offer is a secondary purchase
Trace the seller’s title and ask for evidence that the seller can transfer the interest. Obtain written answers on company or fund consent, rights of first refusal, co-sale provisions, transfer-agent procedures, legal-opinion requirements and other resale conditions. A seller’s possession of an offer or account statement does not, on its own, establish that a transfer is permitted. Contracts and securities restrictions can prevent free transfer; the SEC explains these risks in its private-placement guidance.
Test the company’s financial and AI claims
Ask for current financial statements and establish whether they are audited, reviewed or neither. Reconcile management’s reported metrics with the underlying accounts where possible. Request evidence on cash, burn rate, runway, revenue sources, customer concentration, renewals or retention, debt and other obligations. Ask how projections were built and what happens if growth slows, a major customer leaves or compute costs rise.
For an AI business, distinguish a demonstration from repeatable paid use. Where access permits, ask what tasks the product performs, how quality is measured, where human review is needed, and what customer evidence supports adoption. Establish how much the product depends on third-party models, cloud providers, data rights and continued access to compute. A technical demo or management assertion is not independent validation; the SEC advises investors to examine whether claims and expectations are reasonable and whether reliance on technology or product claims is justified.
Also review management experience, competitors, company and offering history, and the proposed use of proceeds. Ask what the company would do if its next financing is delayed. These are among the company-level questions in the SEC’s private-placement checklist. Treat unanswered questions as unresolved risks, not as facts to fill in with the company’s narrative.
Underwrite a fund or intermediary on its own terms
When you invest through a pooled vehicle, you acquire an interest in that fund or entity; its adviser then invests pooled capital. That makes the vehicle and manager separate diligence subjects from the portfolio company. The SEC describes this structure in its overview of private funds.
Read the fund’s governing documents and offering memorandum. Identify the legal form, manager or adviser, investment mandate, current and expected holdings, concentration, valuation policy, leverage and conflicts. Calculate the full economic cost, including management fees, carried interest, fund expenses passed through to investors and any intermediary charges. Understand capital-call obligations, the distribution waterfall, reporting frequency, fund term and extensions, withdrawal limits, and wind-down rights.
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Ask how and how often private holdings are valued, who supplies the marks, and whether a mark reflects a recent financing, a model or a realized transaction. A stated net asset value is not proof that an underlying holding can be sold at that price. The SEC notes that private-fund advisers are generally registered with the SEC or state regulators unless exempt; check the particular adviser and its claimed status using official records rather than assuming one status applies to every manager.
Reconstruct the price and model what could go wrong
Work backward from the offered share or unit price to the company’s fully diluted capitalization. Account for preference classes, convertibles, options, warrants and potential future dilution to estimate what the interest represents in different outcomes. If investing through a vehicle, also account for the vehicle’s ownership share and the expenses and carry that reduce investor proceeds.
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Compare an offer with other financing terms only when the security class, rights, date and seniority are genuinely comparable. A headline financing valuation is not necessarily the value of the security being offered, and it does not establish an exit price. Model outcomes at zero, impairment, flat value and several exit values, then account for fees, carry, expenses, taxes and time. No company-specific capitalization table, financing terms or offer price is available here, so there is no basis to conclude that any particular AI company or offer is fairly valued.
Make liquidity and loss capacity a decision gate
Before considering potential upside, decide whether you could hold the position indefinitely and lose the full amount without harming your financial plans. The SEC warns that private placements can be highly illiquid and investors may lose their entire investment. Its Investor Bulletin states: “Unlike an investment purchased on a stock exchange, an investment in a private placement is highly illiquid.”
Ask who could buy the interest, whether company or fund approval is required, whether a buyer must meet conditions tied to the offering exemption, what documentation a transfer requires and what costs apply. Do not treat a possible future IPO, company buyback or secondary-market listing as a dependable exit unless the relevant rights and mechanism are established in the documents.
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Check the offering and look for warning signs
Read the offering documents and identify the securities-law exemption being claimed. Search SEC EDGAR for a Form D when relevant, but do not mistake the filing for a regulator’s review of the company or deal. The SEC says it does not approve offerings; Form D is a notice filing, generally due no later than 15 days after the first sale under Regulation D. A missing filing may be a warning sign, but it does not by itself establish what happened or prove fraud.
Be cautious of urgency or exclusivity pressure, guaranteed access, claims of an imminent IPO, unverifiable sellers, unsupported AI claims, or refusal to provide information about the issuer and transaction. The SEC has specifically warned about pre-IPO scams that invoke fashionable technologies, including AI, in its pre-IPO investment scam alert.
Accredited-investor rules depend on the offering exemption and the facts. For a Rule 506(c) offering, the issuer must take reasonable steps to verify accredited-investor status; a self-certification checkbox alone is not enough, according to the SEC’s guidance on assessing accredited investors under Regulation D. Check the actual offering and current rules, including state requirements, with a qualified professional when needed.
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Direct ownership, an SPV and a diversified fund can all create exposure to a private company, but they do not give the investor the same rights or costs. Terms vary by offer; use the documents to fill in the details rather than assuming the general pattern below applies to a specific deal.
| Route | What the investor holds | Key diligence focus |
|---|---|---|
| Direct company investment | Company security, if the documents convey it directly. | Security class, rights, preference stack, dilution, company information and transfer conditions. |
| Single-company SPV | An interest in a vehicle that holds or contracts for exposure to one company; confirm the legal arrangement. | Vehicle expenses and carry, manager discretion, voting or information rights, underlying ownership and transfer terms. |
| Diversified fund | An interest in a fund that pools capital for investments under its mandate. | Holdings and concentration, mandate, fees and carry, valuation policy, capital calls, distributions, term and conflicts. |
When comparing secondary offers, compare the exact instrument and class, seller title, consent requirements, price against the closest comparable financing, preference stack, transfer limits and intermediary fees. Across routes, also compare valuation transparency, reporting, investor qualification requirements and tax or legal complexity. The SEC’s descriptions of fund structures and private-company securities provide context, but the offer’s own documents control the terms.
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