Use cases

LLM Peers

Use caseAudiences

Investors

For VCs, PE, family offices, and angel investors.

Thesis stress-tests, diligence, and allocation choices

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Segment

Audiences

Examples

6

Outcome

Decision brief

Why it matters

Investment judgment with bull, bear, and unknowns named.

Capital allocators use LLM Peers to pressure-test deals and allocation choices before committing scarce capital.

Example questions

Decisions this audience actually faces

  • 01

    Thesis check

    Does this deal fit the thesis, or are we stretching?

    Outcome · Thesis fit assessment and open questions

  • 02

    Diligence

    What should we verify hardest before term sheet?

    Outcome · Prioritized diligence checklist

  • 03

    Valuation

    Is this valuation defensible under a bear case?

    Outcome · Bull/base/bear views and recommendation

  • 04

    Structure

    Which deal structure best protects downside here?

    Outcome · Structure options and preferred terms

  • 05

    Portfolio

    Should we reserve for this company or redeploy?

    Outcome · Reserve-vs-redeploy recommendation

  • 06

    Pass criteria

    Is this a pass, or a watch with clear revisit triggers?

    Outcome · Pass/watch recommendation and triggers

Why LLM Peers

Competing views. Fair review. One brief.

  • Independent models surface competing options before you lock a narrative
  • Peer ranking makes trade-offs comparable on shared criteria
  • The decision brief captures recommendation, risks, and next action
  • Share the case when stakeholders need the same evidence trail
Investing & capital panel

LLM Peers

Run investors research on a multi-lab board

Independent answers. Anonymous peer review. One decision brief.

See pricing