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
LLM Peers
Run investors research on a multi-lab board
Independent answers. Anonymous peer review. One decision brief.
