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Foresight by Lightning Rod

Foresight is an OpenAI-compatible forecasting API that provides accurate and calibrated predictions for future events. Trained on real-world outcomes, it outperforms frontier models on benchmarks while being more cost-effective.

SourceProduct Hunt AIAuthor: Ben Lang

Lightning Rod: AI Forecasting API: Predict anything with AI | Product Hunt

Predict anything with AI

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Predict anything with AI

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Foresight by Lightning Rod is an OpenAI-compatible forecasting API for developers building forecasting agents, prediction bots, and decision tools. Ask a question about a future event and get a scored, calibrated forecast back. Unlike general-purpose LLMs, Foresight is trained and evaluated on real-world outcomes, with benchmark-verified accuracy, cheaper inference, and a drop-in API for forecasting workflows.

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This is the 3rd launch from Lightning Rod: AI Forecasting API. View more

Foresight by Lightning Rod

Launching today

Predict anything with AI

Foresight by Lightning Rod is an OpenAI-compatible forecasting API for developers building agents, prediction-market bots, and decision tools. Ask a question about a future event and get a scored, calibrated forecast back. Unlike general-purpose LLMs, Foresight is trained and evaluated on real-world outcomes, with benchmark-verified accuracy, cheaper inference, and a drop-in API for forecasting workflows.

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Launch tags:API•Developer Tools•Artificial Intelligence

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Previous Lightning Rod: AI Forecasting API Launches

Lightning RodTurn real-world data into training datasets fast

Launched on March 17th, 2026

Lightning Rod: Training Data From NewsGenerate training data from the news, no manual labels

Launched on February 17th, 2026

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Hey Product Hunt — Ben here, founder of Lightning Rod Labs.

Frontier AI is powerful, but it is not built for forecasting. Frontier models are trained to produce plausible text, not well-calibrated probabilities about what will actually happen. They are also expensive to run inside agentic workflows, where bots may need to forecast thousands of markets, events, or decisions.

We trained Foresight to make better predictions at lower inference cost.

Foresight is an AI forecasting API with better accuracy at a lower inference cost. It is trained using our Future-as-Label method (Spotlight at the ICML 2026 AI Forecasting Workshop), which uses real-world outcomes over time for training. Instead of hand-labeling datasets or imitating generic text, Foresight learns from what actually happened.

Foresight beats frontier models 100x larger on live prediction benchmarks, like ProphetArena and ForecastBench, with a particularly large lead in prediction market categories like Sports & Politics.

Our API is OpenAI-compatible, so developers can easily swap it into existing workflows.

Better accuracy. Cheaper inference. OpenAI-compatible API.

Use code PHFORESIGHT for $50 free API credits this month.

We'd love feedback from builders working on forecasting agents, prediction tools, or any workflow where better forecasts matter.

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7d ago