Our story
PlanRight.AI builds Naruqqum for private markets teams — the people who spend their weeks reconciling board decks, portfolio company updates, Excel files, emails, and diligence folders that were never designed to work together. We believe that work should be sourced, auditable, and fast. Naruqqum reads the material your team already has, extracts the facts into a knowledge graph, and answers with citations — so monitoring, reporting, and diligence stop being a manual scavenger hunt.
Naruqqum (na·ruq·qum) — the pooled-capital fund of Old Assyrian commerce. Four thousand years ago in the city of Aššur, investors committed silver to a naruqqum that a trader ran over a fixed term, each sharing in the profits in proportion to their stake — among history’s earliest forms of pooled capital and equity. We took the name for what it stood for: the trusted stewardship of other people’s capital.
Our Mission
Our mission is to give private markets teams a faster, more trustworthy way to work with their own information. The work around the deal — monitoring, reporting, diligence, operating reviews — still comes down to manually reconciling documents, spreadsheets, and narrative updates. Naruqqum removes that friction without asking anyone to trust a black box: every answer is traceable to its source.
Naruqqum is provider-agnostic — it runs on Claude, GPT, Gemini, Azure OpenAI, and local or open-source models — with rigorous cost tracking, token budgets, and rate limiting so you stay in control of both capability and spend.
From a persistent knowledge graph and semantic memory to deterministic finance calculations, sourced answers, and generated board packets and briefs, every capability is built for the realities of a private markets team — auditable, governed, and grounded in your source material.
Our Team
The team building Naruqqum, united by a belief that the work around the deal should be sourced, auditable, and fast — not a manual scavenger hunt.
Chris Dupuy
CEO & Co-Founder
A seasoned enterprise technology leader with deep expertise in AI strategy and organizational transformation at scale.
Shane Fuentes
CTO & Co-Founder
Distributed systems architect specializing in multi-agent orchestration, real-time data pipelines, and LLM infrastructure design.