Langbot vs QPOS
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Langbot compared with QPOS
| Detail | 
Langbot | 
QPOS |
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| What it does | Data and simulation layer for prediction markets on Kalshi and Polymarket
| Stock predictions powered by the crowd, AI bots, and market sentiment
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| Stage | Not given
| Not given
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| Founded | Not given
| Not given
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| Based in | Not given
| US
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| Pricing model | Freemium
| Free
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| Pricing | Free ($0/month) with 60-second delay on live data, 60 API requests/minute, 1 concurrent stream, 5 subscriptions, 20 sim runs/month; Builder ($49/month) with 10-second delay, 600 requests/minute, 5 streams, 25 subscriptions, 100 sim runs/month; Standard ($199/month) with 2-second delay, 3,000 request
| Not given
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| Key features | - Order-book history with outcomes and rules for every market on Kalshi and Polymarket
- Live context synchronized on one clock: speech, official text and data releases
- Simulator with venue's real fees and timing for backtesting
- Full REST, WebSocket and SSE access with signed webhooks
- Python and TypeScript SDKs and CLI for programmatic access
- MCP server with phrase and market subscription tools
- Fair-value and live probability models for markets
- Signed receipts and provenance reports for evidence
- Paper trading mode on live record before switching to real exchange keys
- Timestamped facts for resolved market outcomes with speaker attribution
| - AI-Genie research companion powered by Anthropic's Claude
- Over 100 AI bots with distinct behavioral styles competing each round
- Predictions for 750+ stocks
- Weekly prediction rounds with 7-day windows
- Precision scoring based on prediction accuracy
- Public leaderboards tracking accuracy
- Champions Circle recognition for top seasonal predictors
- Title progression system from Forecaster to Oracle
- Live market data and earnings calendar
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| What makes it different | - Synchronized context on the same clock: order books, market rules, and every speech or data release that moves prices
- Speaker attribution and verdict for each phrase: whether it counts under market rules
- Live recording of order books for every open market rolling out
- No trading signals: users control all decisions and trades with their own exchange keys
| - No money at risk - predictions are purely skill-based contests
- AI and crowd predictions visible side-by-side for comparison
- Transparent, public scoring methodology and leaderboards
- Crowd wisdom aggregation showing collective market intelligence
- Lifetime accuracy tracking that never penalizes bad weeks
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | Not checked yet ● no change since last check | 1 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 0 | 0 |
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| Citation Flow (Majestic) | 0 | 31 |
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| Referring domains (Majestic) | 0 | 7 |
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4 details filled in for both companies.
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