Intelligence for limited partners
The AI and agentic platform for limited partners in private market funds.
Limited partners’ intelligence — faster, deeper, more insightful.
One operating system that reads your fund documents, benchmarks what it finds, remembers your team’s judgement — and shows its working, line by line, back to the source page.
Fund IV’s markdown is concentrated in two healthcare assets. Both reported slowing revenue growth two quarters before the write-down.
Built by a team from
The problem
Small teams. Vast volumes of unstructured fund data.
The signals an LP needs already exist inside their own documents. They are simply unreachable at the speed decisions have to be made.
The quarterly monitoring cycle, as it runs today
Four to seven weeks, every quarterLegacy systems with bolted-on AI features and individual productivity tools do not compound.
Fund investors need a single operating system that optimises, remembers, reasons and compounds proprietary insight and institutional knowledge. In the future, every investor will have one end-to-end platform of this kind. We are building it today.
The platform
An operating system for fund investing and portfolio monitoring.
LP-specific automated workflows
End-to-end workflows built around how limited partners actually work — not a generic assistant pointed at your drive.
Patterns surfaced from your documents
Reads hundreds of PDFs and spreadsheets each quarter and surfaces what was buried inside them.
Sharper, data-based insight
Evidence for the decisions that matter: allocations, re-ups, co-invests, valuations and exits.
Institutional memory
Consolidates scattered knowledge and judgement so it stays with the firm, not with the individual.
A co-worker that reasons across the portfolio
Ask once and get an answer grounded in your entire funds portfolio, with its sources attached.
Decision audit
Every output is traceable to the original source document, page and line — automatically, on every run.
Integrated with your data stack
Connects to the third-party market, benchmarking and portfolio data platforms you already use.
Built to complement your team
It enhances professional judgement and intuition, and re-orients the team towards higher-value decisions.
Workflows
Automated end-to-end LP workflows. Results in minutes, not weeks.
Portfolio monitoring
From hundreds of PDF documents in GP data rooms to an Investment Committee-ready report.
Fund screening & due diligence
Observe every available fund and manager, and accelerate the process without shortening the analysis.
Co-investment dealflow
From raw deal data to an intelligent, data-driven decision — inside the GP’s window.
Continuation vehicles
CV decisions with greater conviction, faster — roll, sell or re-underwrite on evidence.
How it works
Bounded, repeatable steps — with your team at the end of every one.
Almagest is not a chat window pointed at your data room. Each workflow is a defined sequence with a fixed budget, a recorded state and a human sign-off. The same inputs run the same process, every time.
Plan
The orchestrator sets the scope, the sources and the budget before any work begins.
Gather
Specialist agents extract and classify across your documents and connected data.
Enrich
Findings are grounded against filings, benchmarks and third-party market data.
Challenge & cite
A separate pass contests the conclusions and attaches a citation to every claim.
Your review
No model in the loop. Your team reviews, edits and signs off — and that sign-off is recorded.
The output
What lands on your desk.
Live portfolio exposure roll-up
Real-time look-through across every fund, vintage, manager and underlying company.
Auditable fund performance
NAV, TVPI, DPI and IRR, each with provenance back to the document it came from.
Manager scorecards
Track record, loss ratio, marking bias, time-to-exit and peer rank in one view.
Early-warning signals
Valuation swings, narrative shifts and concentration alerts, quarter over quarter.
Scenario analysis
Multiple compression, distribution freeze and cashflow pacing, modelled on your book.
Drafted IC papers
Memos with the metrics, the drivers and the talking points — ready for your edit.
Control & trust
A system you can control, inspect and trust.
Almagest is built with a proprietary harness and context engineering. Agentic flows are tight and deterministic: they follow the process your team defines, they show their working, and they stop where your judgement begins.
Nothing is a black box. Nothing replaces your investment committee.
Deterministic by design
Constrained, repeatable flows — the same inputs produce the same process on every run.
Explainable outputs
Every number, claim and conclusion carries a citation to the source document and page.
Auditable by construction
Every model step and every human sign-off writes a record automatically — aligned to ISO 42001, not left to a developer to remember.
Human in the loop
The platform prepares the evidence. Your investment team makes the decision.
Security
Fully secure and compliant.
Bank-grade security
Encryption in transit and at rest, least-privilege access and continuous monitoring.
SOC 2 Type II
Independently audited controls, reviewed on an ongoing basis.
No training on client data
Your documents are never used to train models. Not ours, not anyone’s.
Segregated environments
Each client operates in an isolated environment with its own data boundary.
Versioned, governed config
Prompts, models and tools live in one governed store. Changes are tracked, diffable and reversible.
Auditability & traceability
Full activity logs across users, agents, documents and outputs — and every decision back to source.
What’s in the name
From human intelligence in Ancient Greece to human and machine today.
The Almagest is Ptolemy’s second-century treatise on the motions of the stars and the paths of the planets — the work that let people predict what the sky would do next, and show how they knew.
Nineteen centuries later, the throughline is unchanged: better instruments, better models, and the same human judgement deciding what to do with them. That is the company we set out to build.
1,900 years of human thought
Team
Private markets practitioners and technologists, in one small team.
Irina Luckey
- 18+ years across private market investments and asset management.
- Deep LP-side domain expertise: portfolio monitoring, fund diligence, secondaries and benchmarking.
- Currently reading for the PGDip in Artificial Intelligence for Business at Saïd Business School, University of Oxford.
Mike Wright
- 25+ years across investment banking and asset management.
- Builds the harness: agent orchestration, state, tooling, verification and audit.
- PGDip in Artificial Intelligence for Business, Saïd Business School, University of Oxford (2025).
Book a demo
See it run on your own fund documents.
A 30-minute walkthrough with the founders. Bring one quarterly reporting pack and we will run a live monitoring workflow against it.
Thank you — request received.
We will come back to you within one business day to confirm a time. If it is urgent, write to irina@almagest-ai.com.