Free private markets document template
AI Implementation Plan Template for LPs
Create an LP AI implementation plan covering approved use cases, data controls, human review, pilots, training, governance and success measures.
01
Executive summary
University Endowment Investment Office will implement AI through a controlled, evidence-based program. The objective is to Reduce repetitive research and reporting work while improving consistency and preserving investment judgment.
02
Objectives & principles
Reduce repetitive research and reporting work while improving consistency and preserving investment judgment
03
Current-state assessment
Approved policy and limited individual experimentation; no production workflow
04
Approved use cases
Meeting-note synthesis, document comparison, first-draft reporting and portfolio data quality checks
05
Tool environment
Enterprise workspace with contractual no-training terms, access controls and audit logs
06
Data protection & security
No personal, confidential manager or material nonpublic information outside approved systems. Controls include SSO, role-based access, retention limits, vendor review and quarterly access recertification.
07
Human review & accountability
Named investment professional verifies every factual claim, citation, calculation and recommendation
08
Pilot design
Priority workflow: Draft quarterly manager review summaries from approved source documents. Pilot design: Six-week pilot using historical quarterly reports, with control and AI-assisted work samples.
09
Training & change management
Role-based training on approved uses, prompt hygiene, source verification, confidentiality and escalation
10
Success measures
30% reduction in drafting time, zero unsupported claims, full reviewer sign-off and positive user feedback
11
Implementation roadmap
Policy confirmation in Q1, pilot in Q2, review in Q3 and controlled scale-up in Q4
12
Governance & ownership
CIO sponsor; COO control owner; Investment Operations pilot lead; Legal and IT reviewers
13
Incident response
Stop use, preserve logs, notify Security and Legal, assess impact, remediate and approve restart
14
Scale decision
Scale only if quality, confidentiality and time-savings thresholds are met