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Octagon Review

Octagon provides AI-generated research reports comparing model probabilities to live prediction market prices, helping traders find market edge.

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Octagon is an AI Business tool. Octagon provides AI-generated research reports comparing model probabilities to live prediction market prices, helping traders find market edge. Best for finance, trading and developers.

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About Octagon

Octagon is an AI-powered market intelligence platform that sits on top of prediction market exchanges like Kalshi. Rather than just showing you the current price, it generates independent probability models for market events in real time, then highlights the gap—called edge—between what its AI thinks should happen and what traders are actually pricing in. Every claim in the research is cited to source, and models update around the clock as new information surfaces.

The features that matter

  • Continuously updated research reports: One report per active market, with model probability, current market price, and edge calculation. All refreshed as news breaks and new data arrives.
  • Real-time edge detection: The platform shows you exactly where the model & market disagree—flagged in reports, a live news feed, and via API endpoints ranked by expected return.
  • Cited, auditable analysis: Every prediction is stamped with sources. You can verify the reasoning behind each model probability rather than accept it as a black box.
  • Four surfaces, one engine: Access the same underlying intelligence through research reports, a signals news feed, a terminal-based trade CLI, or a REST API with semantic search and thematic clustering.
  • Coverage at scale: Currently tracking 1,000+ Kalshi markets and 54,000+ contracts with plans to expand to Polymarket.

How it stands out

The critical distinction here is independence. Kalshi and Polymarket are exchanges—they show you order books and trade volume. Octagon is the research layer on top. Its multi-agent AI system reads news sources, financial data, and market signals to build its own probability estimate for each event, then compares that to live prices. If Octagon's model says an event has a 46% chance but traders are pricing it at 58%, you see that 12-point gap flagged immediately. Whether that's edge you can exploit depends on your conviction in the model, but the platform makes the disagreement explicit and traceable.

Honest trade-offs

The accuracy of Octagon's edge depends entirely on the quality of its probability models. A cited source is transparent, but transparency doesn't guarantee correctness—markets sometimes price things accurately that models miss. You're also limited by coverage: right now it's Kalshi-focused with Polymarket coming later. And if you want to actually trade on the edge you find, you'll need to move to the CLI or API; browsing reports alone won't execute positions. The platform works best for traders who want research depth alongside execution, not for passive observers.

Key Features

Continuously updated research reports with cited sources for prediction markets

AI agents model probability for each market event in real time

Live edge detection showing gap between model and market price

Trade CLI for terminal-based prediction market trading

REST API with semantic search and thematic clustering

Multi-surface access via reports, news feed, CLI, and API

Frequently Asked Questions

Kalshi is an exchange showing current prices. Octagon is the intelligence layer on top, using AI research agents to generate independent model probabilities, cite all claims to source, and expose the edge between model and live price through reports, news feeds, trading CLI, and APIs.

Octagon is an AI-powered market intelligence platform that generates continuously updated reports on prediction market questions. Each report shows current market probability alongside Octagon's model estimated probability, with every claim cited to its source. Reports update automatically as new information becomes available.

Octagon uses multi-agent AI systems that crawl news sources, financial filings, and market data in real time. The agents analyze millions of data points, synthesize findings into research reports with cited sources, and automatically update as new information appears without manual effort.

You can browse all research reports free on the website. For API access and higher usage limits, paid plans start with a 15-day free trial. The Plus plan includes 200 research credits monthly and Pro includes 600 credits, compatible with OpenAI-compatible clients or MCP-enabled IDEs.

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