Private markets data is too messy for generic AI
Tamarix builds AI agents that do the paperwork of private markets investing for limited partners. An LP with dozens of fund commitments collects capital call notices, statements and K1s from every manager in a different PDF template, and today people retype those numbers into Excel. Generic models struggle because the data is siloed, inconsistent and governed by domain rules, so the approach is agents trained on private markets jargon, tested against client-verified ground truth and audited by a human.
Takeaways
- Private markets LP operations remain largely manual. An LP with 20 fund commitments receives capital call notices, distributions, capital account statements, quarterly reports and K1s, each in its own PDF template, and retypes the numbers into Excel before any analysis.
- Generic AI fails on private markets data. Private markets data is siloed across sources and inconsistent in format, and it carries rules such as a fund 95% called meaning the commitment is multiplied by 95%. Agents must be trained on that jargon to deliver real efficiency.
- Accuracy without auditability saves no time. A system that is 99% accurate but not auditable saves nothing, because nobody trusts it and the work gets redone from scratch. Tamarix keeps a human in the loop so every extraction decision can be checked.
- Tamarix stays model agnostic and tests each release. A new model ships almost every week, and not all are improvements or suit every task. Tamarix checks each release against a proprietary document dataset and client-established ground truth, then routes work to the best model.
- Hundreds of hours a quarter can be recovered. For a portfolio of 50 to 200 funds, the labour saved runs into hundreds of hours per quarter. Missed or wrongly extracted data becomes rarer, and look-through data on underlying companies reaches the LP faster.
- Domain data access is the real moat. These systems must be highly domain-trained to produce large efficiency gains, so access to private markets information is a durable advantage. Computing power grows, but the data that makes an agent work can still be accumulated.
How a Tamarix deployment starts
- Tamarix is authorised to receive documents from GPs on the LP's behalf, taking over the mailbox of capital calls and statements.
- The portfolio is mapped fund by fund so the system knows every commitment it tracks.
- The LP explains its accounting, monitoring and reporting requirements.
- Clients can also take a single stage, such as extraction, instead of the full chain.
What Andrea wants private markets to become