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FutureSearchdocs
Frontier forecasting
Installation
  • All install methods
  • Claude.ai
  • Claude Code
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Reference
  • API Key
  • forecast
  • Forecasting a decision
  • multi_agent
  • agent_map
  • World Modeling
  • Published Forecasts
  • MCP Server
  • Progress Monitoring
Guides
  • Turn Claude into an Accurate Forecaster
  • Forecasting the outcomes of a decision
  • Forecast Outcomes for a List of Entities
  • Forecast Categorical and Threshold Questions
  • Find Profitable Prediction Market Trades
  • Research a Question with a Team of Agents
  • Add a Column via Web Research
  • Forecast Conditional Scenarios
  • Error Handling in FutureSearch: Failed Rows and Partial Results
Case Studies
  • Forecast a Decision: Grant Funding at Three Levels
  • Forecast a Decision: Which CEO Replacement Maximizes Share Price
  • Forecast a Binary Question End to End
  • Forecast a Date, Then Grade It
  • Forecast Categorical Outcomes for Two Stealth Labs
  • Forecast Conditional Scenarios for OpenAI's IPO
  • Forecast Anthropic and OpenAI IPOs: Dates and Valuations
  • Forecast a Sum-of-the-Parts SpaceX IPO Valuation
  • Forecast Founder Seed Valuations for AI Researchers
  • Find Startups Selling to Frontier AI Labs
  • Run 10,000 LLM Web Research Agents
FutureSearchby futuresearch
by futuresearch

Guides

Practical walkthroughs that show you how to use FutureSearch end-to-end, with working code. Every guide links to a real published forecast so you can see the shape of the output before you run anything.

Forecast

  • Turn Claude into an Accurate Forecaster
  • Forecasting the outcomes of a decision
  • Forecast Outcomes for a List of Entities
  • Forecast Categorical and Threshold Questions
  • Find Profitable Prediction Market Trades
  • Forecast Conditional Scenarios

Reference: forecast(), including forecasting a decision, and world modeling for the shared model of the world behind every forecast.

Research

  • Research a Question with a Team of Agents
  • Add a Column via Web Research

Reference: multi_agent(), agent_map().

See it in production

Published forecasts collects the forecasts we have run and made public, grouped by question type. Each one shows the answer, the reasoning, and every source behind it, and the page opens with how to publish your own.