Private Equity Intelligence

Private Equity Workflows That Take Days.
Automated in Hours.

We build custom intelligence layers for PE firms — trained on your deals, your standards, your way of working. Repeating workflows that consume analyst weeks become reliable, auditable systems your team owns. 90% accurate from day one.

The real problem

It Isn't Hours. It's Insight.

PE firms don't just need faster reports. They need intelligence that changes decisions. During diligence, the highest-leverage work isn't summarizing a CIM — it's surfacing non-obvious risks, sector dynamics you haven't encountered, and adjacencies the management team hasn't considered.

At the board level, the value isn't tracking what the company is doing — it's knowing what they could be doing. Strategic insights that die because nobody has time to follow through.

What we deliver

Not Tools. Your Firm's Intelligence Stack.

Purpose-built around your workflows, trained on your previous deals, and designed so your team works in your application from day one.

A Custom Application

Your Vault

  • A branded interface designed around your workflows — not a generic chatbot
  • Deal vault with quality scoring across every document and section
  • Source-level analysis with structured findings and commentary

An Intelligence Layer

Your Expertise, Codified

  • Trained on your previous deals, deliverables, and institutional standards
  • 90% accurate out of the box on future deals — from day one
  • Your firm owns it, it improves with use, and it doesn't walk out the door

An Agentic Platform

Your AI That Acts

  • Ask strategic questions and get structured, cited analytical responses
  • Surface non-obvious risks, adjacencies, and competitive dynamics
  • From diligence to board-level intelligence — one platform

The deal lifecycle

Five End-to-End Workflows.

The platform mirrors how PE firms actually work — not abstract capabilities, but end-to-end workflows that follow the deal from sourcing through fund operations. Each workflow chains structured intelligence steps where the output of one becomes the input of the next.

PRE-CLOSE

Deal Sourcing & Screening

CIM analysis, 7-dimension scoring, screening verdicts

Est. 15–20 hrs saved per deal

Due Diligence & IC Process

LBO modeling, DCF valuation, contract comparison, risk consolidation, IC memo

Est. 45–65 hrs saved per deal

POST-CLOSE

Portfolio Monitoring & Valuation

Budget-vs-actual, value creation bridge, board decks, IPEV valuations

Est. 270–420 hrs saved per quarter (6-company fund)

LP Reporting

ILPA QRSI-compliant fund-level quarterly reports with full audit trails

Est. 50–75 hrs saved per fund per quarter

Fund Operations & Compliance

Waterfall distributions, LP comms, ESG reporting, regulatory compliance

Est. 40–60 hrs saved per fund per year

Time estimates based on industry benchmarks for mid-market PE firms with 6\u20138 portfolio companies.

How we build it

Trained on Your Deals.
Not Built from Scratch.

We train the system on your firm's actual deal history — previous IC memos, CIM analyses, board decks, LP reports, and the deliverables that define your standards. The intelligence layer learns your criteria, your terminology, your quality bar, and your way of framing risk.

The result: a system that is 90% accurate out of the box on the next deal that walks in the door — producing work product that looks and reads like your best analysts wrote it.

01

Codify & Train

We capture the expertise living in your team's heads and train the system on your previous deals and deliverables. Your best practices become durable intelligence assets.

02

Centralize & Scale

Every team member works from the same intelligence layer. A first-year analyst applies the same rigor as a senior partner. Consistency scales without headcount.

03

Multiply 3–5×

Work that consumed days compresses to hours. Your team focuses on judgment, relationships, and strategic thinking — the work that actually drives returns.

Architecture

Three Intelligence Layers. Your Firm on Top.

Every PE firm operates with three distinct layers of intelligence. Agentman ships the foundation and you build your firm's unique advantage on top.

03Team & Functional Intelligence

Deal-specific, fund-specific, and thesis-specific knowledge that changes with every new opportunity. This is where analysts and partners spend most of their time today.

Changes frequently
02Firm-Specific Intelligence

Your practices, templates, compliance standards, and cultural norms that bring consistency across every team. These change periodically as your firm evolves its strategy.

Changes periodically
01PE Intelligence Layer

Common best practices, standard workflows, and industry benchmarks that apply across firms. Stable, broadly useful, and immediately valuable. This is where Agentman starts.

Stable foundation — ships out of the box

Trust architecture

No LLM Performs Math.
Every Number Is Deterministic.

Every skill that involves arithmetic uses dedicated computation engines for deterministic results. The AI handles what it's good at — judgment, narrative synthesis, risk framing, and analytical interpretation. It never touches a formula.

No hallucinated figures. No approximate math. Every computed value carries metadata showing the exact formula, inputs, and result. Auditable by design.

Deterministic Engine

Financial computations
Variance calculations
Waterfall distributions
Sensitivity tables

Analytical Intelligence

Narrative synthesis
Risk assessment
Thesis construction
Audience calibration

Every number traced to source

“Where Did This Number Come From?”

Every production AI platform for regulated industries needs one thing above all else: an answer to that question. The platform implements a three-tier citation architecture that traces every output back to its source.

Tier 1

Per-Field Citations

Every extracted data point, computed metric, and financial figure carries source type, page reference, confidence level, and full lineage chain. Computation metadata shows the exact formula and inputs.

Tier 2

Per-Section Citations

Computed blocks — variance analyses, sensitivity tables, risk matrices — carry block-level citations explaining the methodology applied and the data sources used.

Tier 3

Per-Narrative Citations

Every AI-generated narrative pins specific text fragments to the data fields they reference. If a memo states a margin expanded 210 basis points, the citation traces that claim to its source.

The result: any number in any output can be traced back through the full chain to its original source document. For a board deck figure, that might be a 3-hop chain: source document → analysis → monitoring → board deck.

In production now

6 Weeks. Start to Finish.

A top-5 global law firm went from first conversation to a production credit analysis platform in six weeks — custom application, analytical deck with quality scoring, agentic chat, and source-level citations. 200+ hours of manual analysis per deal reduced to under two.

6
Weeks to production
200+
Hours reclaimed per deal
90%
Accuracy from day one
12
Analytical sections per deck

“A prompt is a question you ask AI.
A skill is a procedure you teach it.”

What you own

Institutional Knowledge That Compounds.

Every skill built on the platform belongs to your firm. Your investment criteria, your memo templates, your LP communication style — encoded as durable, version-controlled assets that compound in value over time.

The intelligence layer becomes institutional knowledge that doesn't walk out the door when analysts turn over. It gets better with every deal, every quarter, every review.

Investment criteria & screening rubrics
IC memo standards & templates
Portfolio monitoring frameworks
LP reporting formats & ILPA compliance
Board deck preparation processes
Diligence checklists & risk taxonomies

Design Partner Opportunity

Let's Build Your Intelligence Layer.

We're inviting a small number of PE firms to shape the platform as founding design partners. You bring a real deal or portfolio company. We build the intelligence layer and the application around it. A working, trained system in weeks, not quarters.

Start a Conversation