AI for investment management · private deal workflow

Stop spending 70% of your week on list-building and cold outreach that gets ignored.

Claw Empire installs a private AI assistant for investment management on customer-controlled infrastructure. It compresses deal sourcing, reads full CIMs instead of the 20% a human can cover, and drafts IC memos with every claim traced to a source for approval before anything touches a deal team or an investor.

sourcedeal databases · CIMs · market data · portfolio company reports · CRM
detectdeal gap · stale pipeline · missing diligence · hallucination risk
draftdeal sourcing list + CIM summary + IC memo section
gatesend_outreach=false · update_pipeline=false until approval
receiptsource evidence · proposed action · deal team review · unresolved question

The first win is not more software. It is one controlled workflow.

The useful install is narrow, explicit, and tied to work you already repeat. Claw Empire maps the lane, connects approved systems, and keeps sensitive actions gated.

Deal sourcing is soul crushing

70% of the week goes to building lists, finding emails, and sending cold outreach that gets ignored. It is soul crushing, and the tools work fine but the list is the problem: 60-70% of sub-$25M revenue businesses never appear in any commercial database.

CIM reviews miss 70-80% of the document

The average CIM review covers perhaps 20 to 30 percent of the document at volume. The sections that do not make it into the initial scan can include the ones that matter most, and associates do not have time to read everything.

AI hallucination rates of 69-88% in M&A

The actual hallucination rate on complex legal and diligence queries runs between 69% and 88%. The more wrong the AI is, the more certain it sounds, which makes ungrounded diligence output actively dangerous in deal work.

IC memo prep eats 12-15 hours per deal

IC memo prep typically consumes 12 to 15 hours of senior associate time per deal. The pain is not the writing; it is the assembly: pulling context from CIMs, market data, and portfolio reports into one coherent memo.

What this workflow produces.

A private assistant should produce a reviewable queue, not mystery automation. Every output should make approval faster and safer.

Deal sourcing compressed

The assistant builds sourcing lists from structured and unstructured sources, finds companies that are not in commercial databases, and prepares outreach drafts for review so what took 70% of the week becomes a focused review session.

Full CIM coverage with citations

The assistant reads the entire CIM, not just 20-30%, and produces a structured summary with every key finding traced to a specific page or section. Critical footnotes and risk disclosures that humans miss at volume are flagged for review.

IC memos drafted with evidence

The assistant assembles IC memo sections from CIM summaries, market data, and portfolio context with source citations for every claim. What took 12-15 hours of associate time becomes a structured draft for deal team approval.

Sample runbook.

This is the level of specificity we want before a workflow touches production tools.

WORKFLOW: investment_management_deal_pipeline
TRIGGER: new CIM received OR sourcing cycle OR IC prep request
READ: deal databases, CIMs, market data, portfolio company reports, CRM context
DO:
  1. build sourcing lists from structured and unstructured sources
  2. read full CIM and produce structured summary with page-level citations
  3. draft IC memo sections with evidence traced to source documents
  4. flag hallucination risks and diligence gaps for deal team review
APPROVAL GATES:
  - never send outreach or prospect materials without deal team approval
  - never update pipeline or CRM records without approval
  - never share diligence output externally without review
STOP CONDITIONS:
  - legal terms, regulatory disclosure, valuation dispute, angry seller, unclear owner
RECEIPT:
  - write source evidence, proposed action, deal team reviewer, unresolved questions

Where the assistant must stop.

The point is not to remove judgment. It is to reserve judgment for the decisions that matter.

Outreach and prospect materials

The assistant drafts sourcing emails and outreach messages but waits for deal team approval before anything reaches a prospect.

Pipeline and CRM changes

Deal stage, owner, and task updates are proposed with evidence before a human approves writes.

Diligence output

CIM summaries and IC memo drafts stay internal and are never shared externally without approval.

How the first workflow gets installed.

The exact implementation depends on tool access and data quality. The operating model stays simple: map, install, dry run, hand off.

Map

Define approved deal sources, sourcing rules, diligence workflow, IC cadence, and stop conditions.

Install

Connect approved databases, CIM repositories, market data, and CRM to the private assistant on your infrastructure.

Dry run

Review proposed sourcing lists, CIM summaries, and IC drafts until the workflow matches your deal motion.

Handoff

Receive the operating runbook, approval receipts, and expansion notes for the next deal cycle.

AI for Investment Management FAQ.

Plain answers for the trust, security, and implementation questions buyers ask before connecting AI to real workflows.

What is a private AI assistant for investment management?

A Claw Empire investment management AI assistant is a private workflow on customer-controlled infrastructure that compresses deal sourcing, reads full CIMs with page-level citations, and drafts IC memos for deal team approval before any external action.

How does it handle AI hallucination risk in diligence?

Every output cites its sources at the page or section level. The assistant flags uncertainty and evidence gaps instead of projecting confidence when wrong. Hallucination-prone claims are isolated for human review, and the default workflow is approval-gated.

Can it find deals that are not in commercial databases?

Yes. The assistant builds sourcing lists from structured and unstructured sources, including companies that never appear in commercial databases. It prepares outreach drafts for review so what took 70% of the week becomes a focused session.

Does it read the full CIM or just a summary?

The assistant reads the entire CIM, not just the 20-30% a human can cover at volume. Every key finding is traced to a specific page or section, and critical footnotes and risk disclosures that get missed at volume are flagged for review.

How is pricing scoped for the investment management workflow?

Pricing is scoped on a discovery call because deal sources, CIM volume, IC cadence, and compliance requirements vary. The public page does not publish a flat price because installs differ by fund size and workflow depth.

Discovery call

Map the first safe workflow before anything is connected.

Send the workflow you want off your desk. We will confirm the tools, approval gates, stop conditions, and safest week-one install path.

Book your workflow map.

Customer-controlled infrastructureApproval-gated launchWritten runbook

30 minutes · no obligation · reply within 1 business day