Foresight

Foresight

Foresight by Lightningrod AI provides hosted forecasting models via an OpenAI-compatible API, delivering calibrated probability estimates for predicting anything.

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What is Foresight?

Foresight by Lightningrod AI is a hosted forecasting model that returns calibrated probability estimates for any prediction question. It uses an OpenAI-compatible API, so developers can integrate it into existing workflows with minimal changes. The model is trained with a proprietary "Future-as-Label" method, achieving a higher Brier Skill Score on resolved Polymarket questions than general-purpose frontier models. It is designed to be cheaper and more accurate than standard LLMs for forecasting tasks.

Application scenarios

  • Prediction-market bots

    Pull live markets, price every contract against a calibrated probability, and act on the edge.

  • Market maker

    Quote both sides of a market around a calibrated fair value and re-price as the world moves.

  • Forecasting agents

    Drop a "predict the future" tool into any agent, using the OpenAI-compatible interface.

  • Risk forecaster

    Feed news or filings to get probabilities on supply-chain shocks, policy actions, and geopolitics.

  • Quant signals tracker

    Use calibrated probabilities as features for earnings surprises, SEC risk materialization, and ranking deltas.

  • Event monitor

    Track a watchlist of events and get a live probability on each, updated as the news breaks.

Core Features

  • Calibrated probability outputs

    Foresight returns precise probabilities (e.g., 0.72 for "Will the Fed cut rates in March 2026?") rather than generic text.

  • OpenAI-compatible API

    Use the same client and interface you already have in production, with a simple `base_url` change.

  • Auto-research capability

    Set `"research": True` to automatically gather relevant context before generating a forecast.

  • Auto answer type

    Use `"answer_type": "auto"` to get a calibrated probabilistic answer without manual configuration.

  • Cheaper inference

    Priced at $6 per 1M output tokens, it is 1.7x cheaper than GPT-5 and 4.2x cheaper than Opus 4.6.

  • Future-as-Label training method

    The model learns from real-world outcomes, not just plausible text, improving forecasting accuracy.

  • Brier Skill Score leadership

    Outperforms frontier models like GPT-5, Gemini 3.1 Pro, and Opus 4.6 on resolved Polymarket questions.

Target users

Enterprise teams, government agencies, and startups that need reliable, calibrated probability forecasts for decision-making. It is also ideal for developers building prediction-market bots, market makers, forecasting agents, risk forecasters, quant signal trackers, and event monitors.

How to use Foresight?

  1. Get an API key from the Lightningrod AI platform.
  2. Use the OpenAI Python client with the base URL https://api.lightningrod.ai/v1/openai and your API key.
  3. Send a forecasting question as a chat completion message, optionally enabling research and answer_type parameters.
  4. Receive a response with a rationale and a calibrated probability in the tag.

Pricing and free trial

Pricing is clearly stated: $6 per 1M output tokens for Foresight, compared to $10 for GPT-5, $12 for Gemini 3.1 Pro, $15 for GPT-5.4, and $25 for Opus 4.6. No free trial or tier is mentioned.

Effect review

Foresight delivers a clear value proposition: it is both more accurate and cheaper than leading frontier models for forecasting tasks. The OpenAI-compatible API makes integration trivial for teams already using LLMs in production. The model's ability to auto-research and output calibrated probabilities removes the guesswork from probabilistic prediction. For anyone building prediction markets, risk analysis, or event monitoring tools, Foresight offers a purpose-built, cost-effective alternative to generic AI models.

Frequently Asked Questions

What is Foresight?
Foresight by Lightningrod AI provides hosted forecasting models via an OpenAI-compatible API, delivering calibrated probability estimates for predicting anything.
How do I access the Foresight API?
You can access it using any OpenAI-compatible client by setting the base URL to the Foresight endpoint and using your API key.
What kind of predictions can Foresight make?
Foresight can generate calibrated probability estimates for any question, such as geopolitical events, market outcomes, or personal forecasts.
Is Foresight free to use?
Foresight is a hosted service; pricing details are available on the Lightningrod AI website. Some free tier may be offered.
How accurate are Foresight's forecasts?
Foresight's models are calibrated to produce well-calibrated probabilities, meaning that events predicted with X% probability occur approximately X% of the time.
Can I use Foresight with existing code that uses OpenAI?
Yes, since Foresight offers an OpenAI-compatible API, you can easily switch by changing the base URL and API key in your existing code.

Foresight - AI Tool Detail

Foresight by Lightningrod AI provides hosted forecasting models via an OpenAI-compatible API, delivering calibrated probability estimates for predicting anything.

Category：API services

Visit Link：https://www.lightningrod.ai/models

Tags：probability forecasting、predictive API、calibrated estimates、AI forecasting、hosted models