Intelligence for Limited Partners

The AI intelligence platform for investors in private equity funds

Turning fragmented GP reporting into portfolio insight and capital-allocation intelligence — for LPs investing across private equity, infrastructure, and venture funds.

One platform across investment process, portfolio monitoring, and internal reporting — with full explainability and an audit trail on every decision.

ISO 42001-aligned governance • full decision audit trail • human-in-the-loop by design

Private markets grew up. LP tooling didn't.

$24T

Private capital AUM

20–50

Fund positions per LP

3–6 mo

Decision cycle today

LP workflows are document-heavy, unstructured, and repetitive

A typical LP holds 20–50 fund positions across managers who each report differently, in their own format.

Inconsistent, voluminous GP reporting

Hundreds of PDFs a quarter, each data- and narrative-heavy, none in the same shape.

Manual, inefficient workflows

PDF to spreadsheet to slide deck — one fund, one analyst, one quarter at a time.

Decisions lag the data

Patterns, red flags, and concentration risk often surface too late to act on.

Almagest AI is an AI intelligence platform for LPs

A production-ready, model-agnostic agent harness — purpose-built for how limited partners actually work.

  • Production-ready, end-to-end agent harness around the model — LLM-agnostic
  • Full explainability and auditability of every AI output
  • Institutional memory — consolidated knowledge across funds and managers
  • An AI assistant that reasons across the whole portfolio, with citations
  • Connectors to PitchBook, Preqin, and S&P Capital IQ
  • Human-in-the-loop for critical review and strategic decisions

Agentic workflows for

Investment process & due diligence

Data-room ingestion, track-record analytics, reputation checks, IC paper drafting.

Portfolio monitoring

Quarterly GP report ingestion, variance & anomaly detection, valuation challenge.

Internal reporting

Board and IC reporting, pacing and portfolio-construction support.

What the LP gets, automatically

No dashboards to build, no spreadsheets to maintain.

Live portfolio exposure roll-up

Real-time look-through across every fund and company.

Auditable fund performance

NAV, TVPI, DPI, IRR — every figure traceable to source.

Manager scorecards

Track record, marking bias, time-to-exit, peer rank.

Early-warning signals

Valuation swings, narrative shifts, concentration alerts.

Scenario analysis

Multiple compression, distribution freeze, cashflow pacing.

Auto IC papers

Drafted memos with metrics, drivers, and talking points.

The platform: made auditable by construction

Every decision is recorded automatically — not by hoping a developer remembered.

Automatic decision records

Every model step and human sign-off writes an auditable record — no per-task opt-in.

Versioned, governed config

Prompts, models, and tools live in one governed store. Changes are tracked, diffable, reversible.

Isolation & drift control

A central template is the source of truth; each client is an overlay. Work never crosses a boundary.

Why Almagest

1. Bank-grade security & governance

Auditability and explainability designed in from the start, not bolted on.

2. Experienced, entrepreneurial team

Deep private-markets domain expertise paired with hands-on technical AI expertise.

3. The harness is the moat

State, tools, context, verification, and audit — durable IP that compounds as the platform learns.

4. A differentiated network

Trusted relationships across the LP, fund-of-funds, and secondaries community.

A powerful combination of domain expertise and fintech AI talent

Irina Luckey

Founder

18+ years of experience across private market investments and asset management. Currently reading the PGDip in AI for Business at Oxford Saïd Business School.

irina@almagest-ai.com

Mike Wright

Technical Co-founder

25+ years of experience across investment banking and asset management. PGDip in AI for Business, Oxford Saïd Business School (2025).

mike@almagest-ai.com

Let’s build the intelligence layer for private markets

  • Introductions to limited partners, family offices, funds of funds, secondaries managers, and endowments
  • Your feedback on the product and its features
  • Senior industry and academic advisors to join us
Get in touch