Preseen GTM brain

category

market profile

• text: Forecasts cover geopolitics, commodities and other questions and are updated as evidence arrives.
• text: South Park Commons reports early pilots with hedge funds, a financial data company and an alternative asset manager.

personas

• title: Macro portfolio manager
  pains:

  • Geopolitical and economic events can change investment exposures before conventional research updates.
  • Needs calibrated probabilities and track records rather than a single confident narrative.
• title: Head of geopolitical risk or strategy
  pains:

  • Decision teams must compare uncertain outcomes across politics, commodities and technology.
  • Analysts cannot continuously revisit every relevant question as new evidence arrives.
• title: Forecasting research lead
  pains:

  • Needs to test predictions against resolved outcomes and benchmark competing methods.
  • Independent lines of reasoning can be difficult to aggregate consistently.

icp

• text: Hedge funds and alternative asset managers with macro-sensitive positions and in-house research teams.
• text: Financial data providers and organizations making consequential decisions exposed to global events.

message pillars

• text: Frame forecasts as decision support.
• text: Refresh forecasts as evidence changes.
• text: Demonstrate predictive performance through public evaluations.

objections

• objection: Can an AI forecast be trusted for high-stakes decisions?
  response: Compare calibration and historical forecasts on relevant resolved questions, and use outputs alongside existing analyst judgment.
• objection: Public tournament performance may not transfer to our questions.
  response: Run a bounded retrospective and prospective evaluation on the events and horizons that matter to the team.

competitors

• name: Mantic
  why: Builds AI forecasts of global events for financial firms and other decision makers.
• name: Metaculus
  why: Forecasting platform providing probabilistic predictions and tournaments.
• name: Trading Economics
  why: Alternative source of economic forecasts and data for macro analysis.

influencers

• name: Veniamin Veselovsky
  url: https://www.linkedin.com/in/veniamin-veselovsky-bb1985116
  why: Founder discussing forecasting systems and decision support.
• name: James Evans
  url: https://blog.preseen.com/p/james-evans-joins-preseen-as-chief
  why: Preseen chief scientist working on forecasting research.

keywords

• AI macro forecasting
• geopolitical risk forecasting
• probabilistic event forecasting
• economic forecasting agents
• forecast calibration
• commodity production forecasts

voice

• Confident and evidence-oriented
• Quantitative and benchmark-led
• Playful about forecasting uncertainty

signals

• text: A macro fund is adding geopolitical or event-driven research capacity.
• text: A strategy team needs recurring probability updates on uncertain events rather than static scenario reports.

hiring

• Founding engineer, as listed on YC

pricing

motion

channels

• LinkedIn
• public forecasting tournaments
• podcasts
• press

confidence

Founders

• name: Veniamin Veselovsky
  title: Founder
  role: Founder
  bio: Prior to joining YC, Veniamin was a PhD student at Princeton where he worked on large language models. His work is widely cited and covered by the media. Before that, he did research in Toronto, Switzerland, Germany, and had a brief stint at a Ukrainian start up building interactive tables.
• name: Theodore Summer
  title: Founder
  role: Founder