ResearchPublished May 15, 2026

From tokens to term sheets.

Generate a suspiciously fundable AI company — then watch the OpenAI M&A desk price it in real time.

01  /  Pretraining

Sample one startup from the latent space.

Wedge
AI Thing
Market

Generated company

Latentwork Cortex

An MCP-native agent swarm for procurement officers who keep asking what the agents are actually doing.

02  /  Posttraining

What will OpenAI pay to acquire it?

Our reward model was fine-tuned on every “talent and IP license” press release of the last 18 months. It is deterministic in the same sense a Series A deck is audited.

OpenAI · Strategic Finance Ready
Headline number
Structure
Timing
Projected offer $420M

03  /  Executives

Staff the cap table with vibes.

04  /  Disclosures

Risk factors, restated as benefits.

Appendix

Signals our model is trained on.

Vertical AI

Anything that claims to own a workflow rather than ship a feature. Bonus points for “the system of record for X.”

Agentic everything

The product is one prompt and three for loops. The pitch deck is forty slides and a Gartner quadrant.

Talent & IP license

A revenue-free acquisition phrased as a partnership. Founders join, the cap table quietly dissolves.

Forward-deployed

Engineers on-site at the customer. Headcount counts as both R&D and services depending on the meeting.