Hebbia is a private AI software company that builds tools for financial and legal research. Its Matrix platform uses multi-agent AI to analyze documents and return cited answers across complex workflows.
Access to pre-IPO shares is available to accredited investors through UpMarket.
Hebbia shares are not on public exchanges. UpMarket provides accredited investors access through secondary market transactions.
Confirm eligibility under SEC Rule 501 of Regulation D. Income or net worth threshold applies.
Complete KYC/AML onboarding. Typically 1–2 business days. Licensed rep assigned on signup.
Full offering memoranda and risk disclosures provided before any commitment is required.
Review and sign subscription agreement. All documents handled digitally through the platform.
Wire transfer or ACH. $50K minimum. Funds held in custodial account until close.
Pre-IPO investments are illiquid, speculative, and involve risk of total loss of capital.
Contrary Research said Hebbia increased revenue 15x in the 18 months before July 2024, reaching about $13 million in ARR. Sacra also estimated $13 million in ARR as of June 2024, supporting the rapid growth signal.
Andreessen Horowitz said Matrix ingests structured and unstructured data across multiple files, then retrieves answers with citations in a spreadsheet-like format. OpenAI said Hebbia’s multi-agent system can automate 90% of finance and legal work on complex offline data.
Contrary Research said Hebbia serves 30% of the top 50 asset managers by AUM and focuses on financial services, including banks, private equity, and hedge funds. After its July 2024 Series B, the company said it would expand penetration in financial services while diversifying into legal.
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No. As of March 2026, Hebbia is a private company and does not trade on any public stock exchange. Accredited investors can access Hebbia shares through UpMarket, a FINRA-registered broker-dealer that specializes in pre-IPO investments.
Hebbia does not have a public stock price because it is privately held. The most recent known share price comes from its last funding round. Pre-IPO share prices on the secondary market may differ from the last round price depending on supply, demand, and market conditions.
Yes. Accredited investors can indicate interest in Hebbia shares through UpMarket by filling out the form on this page or creating an account at upmarket.co. All pre-IPO offerings are subject to availability and require a $50,000 minimum investment. UpMarket is a FINRA-registered broker-dealer and has brokered alternative investments since 2019.
Pre-IPO investments carry significant risks. Hebbia shares are illiquid, meaning there is no public market to sell them quickly. There is no guaranteed exit timeline or return. The investment is speculative in nature, and investors should be prepared for the possibility of total loss. Valuations of private companies can fluctuate substantially between funding rounds. Investors should consult their financial advisor and review all offering documents before investing.
In a pre-IPO transaction, accredited investors purchase shares from existing shareholders (such as employees, early investors, or other holders) through secondary market platforms. The company itself does not issue new shares in these transactions. UpMarket facilitates these trades as a FINRA-registered broker-dealer, handling compliance, documentation, and settlement on behalf of both parties.
There are two primary exit paths for pre-IPO holdings: selling your shares on the secondary market to another buyer, or holding until the company completes an IPO or is acquired. Both paths are subject to transfer restrictions, company approval (right of first refusal), and market conditions. The timing of any exit is unpredictable, and investors should plan for a multi-year holding period.
The minimum investment for most pre-IPO offerings on UpMarket is $50,000. This amount may vary depending on the specific offering and share availability. There are no fees to create an UpMarket account or browse available investments. Investors only pay transaction-related fees when they complete an investment.
UpMarket's valuation estimate of is derived from a proprietary model that incorporates multiple data sources: funding round data (Caplight), revenue estimates (Sacra), secondary market pricing, and public company comparables. The model applies a private company discount to the public comp multiple to account for illiquidity and information asymmetry. This estimate is not investment advice and may differ substantially from the price at which shares actually trade.
Hebbia builds a multi-agent AI platform for financial and legal research that grew revenue 15x to $13M in 18 months, with Matrix delivering cited answers from complex documents — accredited investors can access Hebbia stock through UpMarket.