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How can an LP evaluate an AI specialist venture fund before meaningful exits?
an AI specialist venture fund: Before meaningful exits, evaluate the available evidence without pretending paper marks are realized performance.
Before meaningful exits, evaluate the available evidence without pretending paper marks are realized performance. Process, relevant experience, access, references, and operating readiness can inform diligence while leaving investment outcomes uncertain. Avoid using a universal threshold for an emerging manager.
Start with the decision
Separate realized outcomes, unrealized valuations, attributable roles, and observed process. Ask how each valuation was established and what would challenge it. Compare the proposed independent strategy with the experience actually demonstrated.
The illustrative scenario
This is an educational workbook. The company or fund and all numerical inputs below are fictional. They are not ADIN results, customer claims, market benchmarks, or a forecast.
The fictional fund focuses on companies applying or enabling AI. Its pitch claims technical sourcing advantages and rapid research. Several holdings depend on similar model providers and enterprise adoption patterns.
Different product names can conceal shared exposure. Distinguish company-level diversity from common dependencies on infrastructure, pricing, distribution, or customer budgets.
Separate distributed cash from remaining value
Use a single fictional reporting date and a simplified common denominator of $20,000,000.00 paid in. Cash distributions are $0.00 and the assumed remaining value is $26,000,000.00. These invented values are not ADIN performance, peer benchmarks, or a return forecast.
Under those definitions, the total multiple is the sum of the distributed and remaining-value multiples. A revision to remaining value changes RVPI and TVPI without changing the cash already distributed. Ask whether a real report uses gross or net figures, what fees and carry are included, and how adjustments or recycling affect its definitions.
This table does not calculate IRR: there are no dated cash flows from which to do so. Identical multiples can coexist with different timing and different uncertainty. Compare the claimed specialist edge with specific decisions it improved or opportunities it revealed. Do not treat faster document production as proof of investment performance. Reconcile actual metrics to the applicable reports and methodology with the relevant accounting or performance specialist.
| Item | Illustration |
|---|---|
| Fictional paid-in capital | $20,000,000.00 |
| Fictional distributions | $0.00 |
| Assumed remaining value | $26,000,000.00 |
| DPI: distributions / paid-in | 0.00× |
| RVPI: remaining value / paid-in | 1.30× |
| TVPI: total value / paid-in | 1.30× |
Use this worksheet
Answer the questions with a source, date, owner, and next action. Mark an unknown as unknown. Use public or permissioned information and involve a qualified specialist when a question requires expertise beyond the team’s competence.
- What has been realized?
- What remains a valuation estimate?
- Which role is attributable?
- What process can be observed?
- What capability is still unproven?
Questions specific to this scenario
- Which exposures are shared?
- Who checks technical claims?
- What decision changed because of the specialist process?
Request a look-through dependency map, dated technical diligence examples, customer evidence, and a description of human investment authority. AI-generated research needs traceable sources and review responsibilities.
A concrete next test
Map two fictional holdings to their model providers, buyer budgets, and distribution channels. Ask which dependency could affect both at once. Then inspect a permissioned diligence example to see who checked technical claims and who retained the actual investment authority.
Interpret the result
Absence of exits does not resolve the decision in either direction. It changes the evidence available and the uncertainty an LP must assess. A template cannot substitute for a manager-specific judgment or suitability analysis.
Compare the claimed specialist edge with specific decisions it improved or opportunities it revealed. Do not treat faster document production as proof of investment performance.
Sources and method
These primary resources provide background for the concepts. The fictional scenario, calculations, and worksheet are ADIN educational examples; the sources do not report or validate those invented results. Reviewed October 11, 2026.