Lightdrift
Freemium
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Most forecasting tools hand you a probability and leave you to wonder whether it came from a rigorous model or a vibes-calibrated heuristic — FutureSearch publishes its full track record, including losing positions, so you can audit the accuracy before you bet a business decision on it.
FutureSearch runs multi-agent research teams behind each query, returning probability, numeric, date, categorical, conditional, and decision forecasts. The vendor states a #1 ranking of 226 on the Metaculus FutureEval live tournament and a #20 of 335 placement on the Forecasting Research Institute's ForecastBench — a contamination-free benchmark, which matters when other tools train on the answers. Per-question pricing scales with effort, so a quick probability check costs less than a deep conditional scenario. The tool is SaaS-only with no self-hosted option, which is a hard stop for teams with data residency requirements. API access and an MCP connector for Claude are documented, making integration into existing AI workflows direct.
Bottom line: Reach for FutureSearch when you need a defensible, benchmark-verified probability on a market or business question you can act on — but if your organization cannot send question content to an external SaaS endpoint, the architecture is a non-starter.
Half price for first month
View full pricing on futuresearch.ai →
Pricing may have changed since last verified. Check the official site for current plans.
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Freemium
AI agents requiring licensed images
Free · Open source
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FutureSearch runs multi-agent research teams behind each query and returns probability, numeric, date, categorical, conditional, and decision forecasts. The vendor states a #1 ranking of 226 on the Metaculus FutureEval live tournament and a #20 of 335 placement on the Forecasting Research Institute’s ForecastBench. Pricing runs $0.15 to $2 per question on a usage-based model, with $20 free credits on signup. The tool supports six forecast types through a single endpoint and integrates with Claude, Cursor, ChatGPT, Codex, Claude.ai, and an MCP connector. It is SaaS-only with no self-hosted option.
Best for users needing probability and numeric forecasts or teams that want documented benchmark performance they can cite. Organizations already working inside Claude or ChatGPT workflows can add it without new infrastructure. Skip it if your team has data-residency rules that block external SaaS or if you expect to run hundreds of high-effort conditional questions per week, since costs scale with effort and the architecture offers no local path.
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