In private markets, a confident answer with no source is not helpful. It is a liability waiting for the moment someone asks where it came from — an auditor, a limited partner, a member of the investment committee who read the underlying document more carefully than you had time to.
This is the problem with most AI tools dropped into a finance workflow. They are fluent. They are fast. And when they are wrong, they are wrong with exactly the same confidence they bring when they are right, and you have no way to tell the difference.
Confidence is not accuracy
A generic assistant will happily produce a number. It will not tell you which document that number came from, whether two documents disagreed, or how old the figure is. In a domain where numbers flow into legal agreements and LP reports, an answer you cannot check is worse than no answer at all — because no answer prompts you to go look, while a wrong answer you trusted does not.
Every figure carries its source
Naruqqum answers from your documents, and every number links back to the exact file and passage it came from. You do not take the figure on faith; you open the source and confirm it in a click. When two sources disagree, both are shown and the conflict is flagged. The answer and its evidence arrive together, because in this business one is useless without the other.
Governed by default
Traceability is only part of trust. Access is controlled, so people see what they are cleared to see. A full record captures who asked what and what was produced, so an audit becomes a query rather than a fire drill. Sensitive material stays where it belongs. For firms that answer to LPs, regulators, and auditors, these are not features you bolt on later; they are the conditions for using the tool at all.
Trust is the feature
The citations, the conflict flags, the audit trail — it is tempting to file these under compliance overhead. They are the opposite. They are the reason an answer is usable in private markets. An unsourced number is a rumor with a decimal point. A sourced one is something you can put in front of your investment committee and defend.