AI IPO Breakdown: Offering Range, Cornerstone Investors, and Valuation

    Using a hypothetical large language model company listing in the U.S., this article explains how to calculate IPO proceeds, distinguish primary and secondary shares, assess cornerstone investments, and compare valuation figures across stages. It also provides a reusable checklist for developers and investors reading prospectuses and regulatory filings. The example numbers are illustrative and not investment advice.

    Disclaimer: The case in this article is a hypothetical construction. The company, prices, share counts, and valuations are demonstration numbers and are unrelated to any real company. The calculation methods can be used to read actual prospectuses, but specific data should follow documents disclosed by regulators. This article does not constitute investment advice.

    1. Why Use a Hypothetical Case

    The IPO process has a relatively fixed structure, but the numbers differ for every company. Using hypothetical numbers keeps attention on the calculation logic and prevents readers from treating demonstration data as facts. This article sets up a company whose core business is large language models and which plans to list in the U.S., with an offering price range of $70 to $78 per share and a planned offering of 825 million shares.

    2. Offering Range and Gross Proceeds

    Gross proceeds are calculated directly: offering price multiplied by the number of shares offered.

    Upper gross proceeds = upper offering price × shares offered = 78 × 825 million = $64.35 billion

    Lower gross proceeds = lower offering price × shares offered = 70 × 825 million = $57.75 billion

    Actual pricing usually falls within the range. Institutional investor demand during the roadshow is a key variable. When demand is strong, pricing may move toward the upper end of the range or the range may be raised. When demand is weak, pricing may be lowered, or the number of shares offered may be reduced.

    When calculating net cash proceeds, underwriting fees must also be deducted. Underwriting fees are charged by underwriters and directly reduce the amount the company actually receives. If the over-allotment option is exercised, total proceeds increase. When reading a prospectus, confirm whether this portion has already been included in the numbers.

    3. Company Proceeds vs. Secondary Share Sales

    Funds in a prospectus usually have two destinations. The first is newly issued shares by the company; the proceeds go into the company’s account and are used for compute procurement, research and development, and business expansion. The second is existing shareholders selling secondary shares; the proceeds belong to the selling shareholders, whether individuals or institutions, and the company does not receive additional funds.

    Assume in this example that secondary share sales are about $1.8 billion. This money does not enter the company’s balance sheet. When reading, one can calculate secondary shares as a proportion of the total offering. A higher proportion indicates greater liquidity needs among early investors in this listing.

    4. Three Roles of Cornerstone Investment

    Cornerstone investment refers to institutional investors that sign agreements with the issuer before the IPO and agree to subscribe to shares at the offering price. Assume in this example that several institutions in the chip and cloud computing fields commit to subscribe to a total of $26 billion in shares.

    Such arrangements usually serve three roles:

    1. Provide a price reference for the market. Institutions committing to buy at the offering price can help reduce pricing uncertainty.
    2. Reflect industry relationships. When subscribers come from upstream and downstream sectors, the market often interprets this as recognition of the technology route, but this does not mean commercial partnerships will necessarily materialize.
    3. Reduce the number of tradable shares in the early listing period. Cornerstone allocations usually have lock-up periods during which shares cannot be sold, which can reduce early selling pressure after listing.

    When reading cornerstone agreements, check the following: whether the subscription amount has a cap, whether the subscription price adjusts with the final offering price, the exact lock-up period in days, and whether the subscribers have related-party relationships with the company. If the final pricing is below the lower end of the range, the subscription amount will also change accordingly; it should not simply be understood according to the number stated in the agreement.

    5. How Valuation Changes

    Valuation comes from different sources at different stages. Assume in this example that the company completed a $65 billion private financing round before listing, with a post-money valuation of $965 billion. Assume that after an investor day, institutions participating in the IPO discuss a valuation range of about $1.4 trillion to $1.5 trillion.

    Valuation changes can be broken down into three layers:

    1. Private valuation is usually determined through negotiation between a small number of institutions and the company. Information is concentrated, and the price is affected by the bargaining power of both sides.
    2. IPO pricing requires independent quotes from many institutions, and valuation gradually converges toward the judgment of the majority.
    3. After listing, secondary market trading continues to adjust valuation based on revenue growth, gross margin, compute costs, and the interest rate environment.

    When calculating valuation gains, the basis must be specified. From $965 billion to $1.4 trillion is an increase of about 45%. This comparison is meaningful only when the bases are the same. For example, a post-money valuation and a fully diluted valuation cannot be directly compared.

    6. Reusable Checklist for Developers and Investors

    1. Offering terms: offering price range, number of shares offered, and upper and lower gross proceeds.
    2. Use of proceeds: amounts and proportions of primary proceeds to the company versus secondary share sales by existing shareholders.
    3. Cornerstone investment: subscribers, subscription amounts, lock-up periods, pricing conditions, and whether related parties are involved.
    4. Valuation basis: how private valuation and IPO valuation are calculated, and whether the numbers are fully diluted.
    5. Fundamentals: revenue, gross profit, cash flow, and capital expenditure. These indicators reflect the company’s operating condition better than valuation figures alone.

    7. Conclusion

    IPO numbers may look complex, but most can be broken down with a few basic formulas. For developers, understanding these processes helps in reading industry financing news. Investors should return to prospectuses and regulatory disclosures and verify the source and basis of every number. The case in this article is only for demonstrating the calculation process and does not constitute investment advice. Actual decisions should be based on the formal documents disclosed by regulators.