All systems healthyAI Diligence Associate · v1.4

Everything was working.

Your team finally trusts the AI system. People use it every day. The demos are over. The workflows are embedded.

Then one ordinary Tuesday begins.

Step 1 · choose the system

Start Tuesday →

327

Diligence requests completed

92%

Internal satisfaction

18 hrs/wk

Analyst time saved

The system

AI Diligence Associate

Used by a venture capital firm to help the investment team research companies before partner meetings. It has run successfully for three months.

→Search company data rooms
→Read founder meeting notes
→Retrieve past investment memos
→Search market research
→Compare companies against the fund's thesis
→Generate diligence questions
→Prepare a partner meeting brief

The AI does not make the final investment decision.

Architecture · healthy

Founder notes

meeting transcripts

Data room

Google Drive

Investment memos

internal archive

Market data

external scraper

CRM

relationship sync

Ingestion

parse · chunk · index

Search + retrieval

hybrid index

AI Diligence Associate

reasoning + synthesis

Partner brief

delivered output

Scenario library

AI Diligence Associate

Live

Venture capital firm

Data room · founder notes · memos · market data · CRM

· permission drift
· source format change
· model update
· prompt edit
· stale CRM

AI Chief of Staff

Live

Executive office

Calendar · inbox · board drive · contacts · standing preferences

· revoked permissions
· scheduling feed change
· commitment drift
· ambiguous recipient
· stale contacts

Customer Support Agent

Planned

Support organization

Knowledge base · CRM · tickets

· pricing policy changes
· stale documentation
· model becomes more verbose
· escalation classifier degrades
· incorrect refund policy

Finance Agent

Planned

Controller workflow

Invoices · ERP · expense policy · payments

· vendor account changes
· duplicate invoice
· stale policy
· incorrect categorization
· approval workflow fails